deploying docs: chore(docs): upgrading docusaurus (fixes header links) (#24118) (apache/superset@7d7ce6397086e0f28346c449a7317fd20c7c25e7)
diff --git a/404.html b/404.html
index 9a727fd..0d80eb5 100644
--- a/404.html
+++ b/404.html
@@ -2,7 +2,7 @@
<html lang="en" dir="ltr" class="plugin-native plugin-id-default">
<head>
<meta charset="UTF-8">
-<meta name="generator" content="Docusaurus v2.3.1">
+<meta name="generator" content="Docusaurus v2.4.1">
<title data-rh="true">Page Not Found | Superset</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://superset.apache.org/404.html"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docusaurus_tag" content="default"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docsearch:docusaurus_tag" content="default"><meta data-rh="true" property="og:title" content="Page Not Found | Superset"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://superset.apache.org/404.html"><link data-rh="true" rel="alternate" href="https://superset.apache.org/404.html" hreflang="en"><link data-rh="true" rel="alternate" href="https://superset.apache.org/404.html" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://WR5FASX5ED-dsn.algolia.net" crossorigin="anonymous"><link rel="preconnect" href="https://www.google-analytics.com">
<script>window.ga=window.ga||function(){(ga.q=ga.q||[]).push(arguments)},ga.l=+new Date,ga("create","G-133LHD3B3N","auto"),ga("set","anonymizeIp",!0),ga("send","pageview")</script>
<script async src="https://www.google-analytics.com/analytics.js"></script>
@@ -17,13 +17,13 @@
<script src="/script/matomo.js"></script>
-<script src="https://www.bugherd.com/sidebarv2.js?apikey=enilpiu7bgexxsnoqfjtxa" async></script><link rel="stylesheet" href="/assets/css/styles.574a8f44.css">
-<link rel="preload" href="/assets/js/runtime~main.08710707.js" as="script">
-<link rel="preload" href="/assets/js/main.e7ec1e84.js" as="script">
+<script src="https://www.bugherd.com/sidebarv2.js?apikey=enilpiu7bgexxsnoqfjtxa" async></script><link rel="stylesheet" href="/assets/css/styles.2adaa567.css">
+<link rel="preload" href="/assets/js/runtime~main.91d84de1.js" as="script">
+<link rel="preload" href="/assets/js/main.e645c500.js" as="script">
</head>
<body class="navigation-with-keyboard">
-<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){var t=null;try{t=localStorage.getItem("theme")}catch(t){}return t}();t(null!==e?e:"light")}()</script><div id="__docusaurus">
-<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#docusaurus_skipToContent_fallback">Skip to main content</a></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/superset-logo-horiz.svg" alt="Superset Logo" class="themedImage_ToTc themedImage--light_HNdA"><img src="/img/superset-logo-horiz-dark.svg" alt="Superset Logo" class="themedImage_ToTc themedImage--dark_i4oU"></div></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">Documentation</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/docs/intro">Getting Started</a></li><li><a class="dropdown__link" href="/docs/frequently-asked-questions">FAQ</a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">Community</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/community">Resources</a></li><li><a href="https://github.com/apache/superset" target="_blank" rel="noopener noreferrer" class="dropdown__link">GitHub<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li><a href="http://bit.ly/join-superset-slack" target="_blank" rel="noopener noreferrer" class="dropdown__link">Slack<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li><a href="https://lists.apache.org/list.html?dev@superset.apache.org" target="_blank" rel="noopener noreferrer" class="dropdown__link">Mailing List<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li><a href="https://stackoverflow.com/questions/tagged/superset+apache-superset" target="_blank" rel="noopener noreferrer" class="dropdown__link">Stack Overflow<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="navbar__items navbar__items--right"><a href="https://github.com/apache/superset" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link" class="github-logo-container"></a><div class="searchBox_ZlJk"><button type="button" class="DocSearch DocSearch-Button" aria-label="Search"><span class="DocSearch-Button-Container"><svg width="20" height="20" class="DocSearch-Search-Icon" viewBox="0 0 20 20"><path d="M14.386 14.386l4.0877 4.0877-4.0877-4.0877c-2.9418 2.9419-7.7115 2.9419-10.6533 0-2.9419-2.9418-2.9419-7.7115 0-10.6533 2.9418-2.9419 7.7115-2.9419 10.6533 0 2.9419 2.9418 2.9419 7.7115 0 10.6533z" stroke="currentColor" fill="none" fill-rule="evenodd" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="DocSearch-Button-Placeholder">Search</span></span><span class="DocSearch-Button-Keys"></span></button></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container margin-vert--xl"><div class="row"><div class="col col--6 col--offset-3"><h1 class="hero__title">Page Not Found</h1><p>We could not find what you were looking for.</p><p>Please contact the owner of the site that linked you to the original URL and let them know their link is broken.</p></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){var t=null;try{t=new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}return t}()||function(){var t=null;try{t=localStorage.getItem("theme")}catch(t){}return t}();t(null!==e?e:"light")}()</script><div id="__docusaurus">
+<div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><nav aria-label="Main" class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/superset-logo-horiz.svg" alt="Superset Logo" class="themedImage_ToTc themedImage--light_HNdA"><img src="/img/superset-logo-horiz-dark.svg" alt="Superset Logo" class="themedImage_ToTc themedImage--dark_i4oU"></div></a><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">Documentation</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/docs/intro">Getting Started</a></li><li><a class="dropdown__link" href="/docs/frequently-asked-questions">FAQ</a></li></ul></div><div class="navbar__item dropdown dropdown--hoverable"><a href="#" aria-haspopup="true" aria-expanded="false" role="button" class="navbar__link">Community</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/community">Resources</a></li><li><a href="https://github.com/apache/superset" target="_blank" rel="noopener noreferrer" class="dropdown__link">GitHub<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li><a href="http://bit.ly/join-superset-slack" target="_blank" rel="noopener noreferrer" class="dropdown__link">Slack<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li><a href="https://lists.apache.org/list.html?dev@superset.apache.org" target="_blank" rel="noopener noreferrer" class="dropdown__link">Mailing List<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li><li><a href="https://stackoverflow.com/questions/tagged/superset+apache-superset" target="_blank" rel="noopener noreferrer" class="dropdown__link">Stack Overflow<svg width="12" height="12" aria-hidden="true" viewBox="0 0 24 24" class="iconExternalLink_nPIU"><path fill="currentColor" d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"></path></svg></a></li></ul></div></div><div class="navbar__items navbar__items--right"><a href="https://github.com/apache/superset" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link" class="github-logo-container"></a><div class="searchBox_ZlJk"><button type="button" class="DocSearch DocSearch-Button" aria-label="Search"><span class="DocSearch-Button-Container"><svg width="20" height="20" class="DocSearch-Search-Icon" viewBox="0 0 20 20"><path d="M14.386 14.386l4.0877 4.0877-4.0877-4.0877c-2.9418 2.9419-7.7115 2.9419-10.6533 0-2.9419-2.9418-2.9419-7.7115 0-10.6533 2.9418-2.9419 7.7115-2.9419 10.6533 0 2.9419 2.9418 2.9419 7.7115 0 10.6533z" stroke="currentColor" fill="none" fill-rule="evenodd" stroke-linecap="round" stroke-linejoin="round"></path></svg><span class="DocSearch-Button-Placeholder">Search</span></span><span class="DocSearch-Button-Keys"></span></button></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><main class="container margin-vert--xl"><div class="row"><div class="col col--6 col--offset-3"><h1 class="hero__title">Page Not Found</h1><p>We could not find what you were looking for.</p><p>Please contact the owner of the site that linked you to the original URL and let them know their link is broken.</p></div></div></main></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -35,7 +35,7 @@
<a href="https://apache.org/events/current-event" target="_blank" rel="noreferrer">Events</a> |
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
-<script src="/assets/js/runtime~main.08710707.js"></script>
-<script src="/assets/js/main.e7ec1e84.js"></script>
+<script src="/assets/js/runtime~main.91d84de1.js"></script>
+<script src="/assets/js/main.e645c500.js"></script>
</body>
</html>
\ No newline at end of file
diff --git a/assets/css/styles.2adaa567.css b/assets/css/styles.2adaa567.css
new file mode 100644
index 0000000..76c2c41
--- /dev/null
+++ b/assets/css/styles.2adaa567.css
@@ -0,0 +1 @@
+@import url(https://fonts.googleapis.com/css2?family=Inter&display=swap);.col,.container{padding:0 var(--ifm-spacing-horizontal);width:100%}.markdown>h2,.markdown>h3,.markdown>h4,.markdown>h5,.markdown>h6{margin-bottom:calc(var(--ifm-heading-vertical-rhythm-bottom)*var(--ifm-leading))}pre,table{overflow:auto}a,pre code{background-color:transparent}blockquote,pre{margin:0 0 var(--ifm-spacing-vertical)}.button,.clean-btn,a{cursor:pointer}.breadcrumbs__link,.button{transition-timing-function:var(--ifm-transition-timing-default)}.button,code{vertical-align:middle}.button--outline.button--active,.button--outline:active,.button--outline:hover,:root{--ifm-button-color:var(--ifm-font-color-base-inverse)}.menu__link:hover,a{transition:color var(--ifm-transition-fast) var(--ifm-transition-timing-default)}.navbar--dark,:root{--ifm-navbar-link-hover-color:var(--ifm-color-primary)}:root,html[data-theme=dark]{--ifm-color-emphasis-500:var(--ifm-color-gray-500)}.anticon,html{text-rendering:optimizelegibility}.ant-breadcrumb-rtl>span,.ant-card-rtl .ant-card-actions>li,.ant-card-rtl .ant-card-grid,.ant-list:not(.ant-list-vertical) .ant-list-item-no-flex .ant-list-item-action,.ant-page-header-rtl .ant-page-header-footer .ant-tabs-bar .ant-tabs-nav,.ant-page-header-rtl .ant-page-header-heading-tags,.ant-steps-rtl.ant-steps-dot .ant-steps-item-icon .ant-steps-icon-dot,.ant-steps-rtl.ant-steps-dot.ant-steps-small .ant-steps-item-icon .ant-steps-icon-dot,.ant-table-wrapper-rtl .ant-table-row-expand-icon,.ant-table-wrapper-rtl .ant-table-row-indent,.close,.swagger-ui .float-right,.swagger-ui .fr{float:right}.ant-btn,[role=button],a,area,button,input:not([type=range]),label,select,summary,textarea{touch-action:manipulation}.ant-btn>.ant-btn-loading-icon .anticon svg,.loadingSpinner_XVxU{animation:1s linear infinite Z}.ant-carousel .slick-slider,.toggleButton_gllP,html{-webkit-tap-highlight-color:transparent}.menu,.navbar-sidebar{overflow-x:hidden}.swagger-ui 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print{.announcementBar_mb4j,.footer,.menu,.navbar,.pagination-nav,.table-of-contents,.tocMobile_ITEo{display:none}.tabs{page-break-inside:avoid}.codeBlockLines_e6Vv{white-space:pre-wrap}}
\ No newline at end of file
diff --git a/assets/css/styles.574a8f44.css b/assets/css/styles.574a8f44.css
deleted file mode 100644
index ef75493..0000000
--- a/assets/css/styles.574a8f44.css
+++ /dev/null
@@ -1 +0,0 @@
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0!==this.hierarchicalFacetsRefinements[e]&&this.hierarchicalFacetsRefinements[e].length>0&&(this.hierarchicalFacetsRefinements[e][0]===t||0===this.hierarchicalFacetsRefinements[e][0].indexOf(t+r))?-1===t.indexOf(r)?n[e]=[]:n[e]=[t.slice(0,t.lastIndexOf(r))]:n[e]=[t],this.setQueryParameters({hierarchicalFacetsRefinements:i({},n,this.hierarchicalFacetsRefinements)})},addHierarchicalFacetRefinement:function(e,t){if(this.isHierarchicalFacetRefined(e))throw new Error(e+" is already refined.");if(!this.isHierarchicalFacet(e))throw new Error(e+" is not defined in the hierarchicalFacets attribute of the helper configuration.");var r={};return r[e]=[t],this.setQueryParameters({hierarchicalFacetsRefinements:i({},r,this.hierarchicalFacetsRefinements)})},removeHierarchicalFacetRefinement:function(e){if(!this.isHierarchicalFacetRefined(e))return this;var t={};return t[e]=[],this.setQueryParameters({hierarchicalFacetsRefinements:i({},t,this.hierarchicalFacetsRefinements)})},toggleTagRefinement:function(e){return this.isTagRefined(e)?this.removeTagRefinement(e):this.addTagRefinement(e)},isDisjunctiveFacet:function(e){return this.disjunctiveFacets.indexOf(e)>-1},isHierarchicalFacet:function(e){return void 0!==this.getHierarchicalFacetByName(e)},isConjunctiveFacet:function(e){return this.facets.indexOf(e)>-1},isFacetRefined:function(e,t){return!!this.isConjunctiveFacet(e)&&f.isRefined(this.facetsRefinements,e,t)},isExcludeRefined:function(e,t){return!!this.isConjunctiveFacet(e)&&f.isRefined(this.facetsExcludes,e,t)},isDisjunctiveFacetRefined:function(e,t){return!!this.isDisjunctiveFacet(e)&&f.isRefined(this.disjunctiveFacetsRefinements,e,t)},isHierarchicalFacetRefined:function(e,t){if(!this.isHierarchicalFacet(e))return!1;var r=this.getHierarchicalRefinement(e);return t?-1!==r.indexOf(t):r.length>0},isNumericRefined:function(e,t,r){if(void 0===r&&void 0===t)return!!this.numericRefinements[e];var n=this.numericRefinements[e]&&void 0!==this.numericRefinements[e][t];if(void 0===r||!n)return n;var i,a,u=c(r),o=void 0!==(i=this.numericRefinements[e][t],a=u,s(i,(function(e){return l(e,a)})));return n&&o},isTagRefined:function(e){return-1!==this.tagRefinements.indexOf(e)},getRefinedDisjunctiveFacets:function(){var e=this,t=a(Object.keys(this.numericRefinements).filter((function(t){return Object.keys(e.numericRefinements[t]).length>0})),this.disjunctiveFacets);return Object.keys(this.disjunctiveFacetsRefinements).filter((function(t){return e.disjunctiveFacetsRefinements[t].length>0})).concat(t).concat(this.getRefinedHierarchicalFacets())},getRefinedHierarchicalFacets:function(){var e=this;return a(this.hierarchicalFacets.map((function(e){return e.name})),Object.keys(this.hierarchicalFacetsRefinements).filter((function(t){return e.hierarchicalFacetsRefinements[t].length>0})))},getUnrefinedDisjunctiveFacets:function(){var e=this.getRefinedDisjunctiveFacets();return this.disjunctiveFacets.filter((function(t){return-1===e.indexOf(t)}))},managedParameters:["index","facets","disjunctiveFacets","facetsRefinements","hierarchicalFacets","facetsExcludes","disjunctiveFacetsRefinements","numericRefinements","tagRefinements","hierarchicalFacetsRefinements"],getQueryParams:function(){var e=this.managedParameters,t={},r=this;return Object.keys(this).forEach((function(n){var i=r[n];-1===e.indexOf(n)&&void 0!==i&&(t[n]=i)})),t},setQueryParameter:function(e,t){if(this[e]===t)return this;var r={};return r[e]=t,this.setQueryParameters(r)},setQueryParameters:function(e){if(!e)return this;var t=m.validate(this,e);if(t)throw t;var r=this,n=m._parseNumbers(e),i=Object.keys(this).reduce((function(e,t){return e[t]=r[t],e}),{}),a=Object.keys(n).reduce((function(e,t){var r=void 0!==e[t],i=void 0!==n[t];return r&&!i?u(e,[t]):(i&&(e[t]=n[t]),e)}),i);return new this.constructor(a)},resetPage:function(){return void 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s=e.hierarchicalFacets[r],o=e.hierarchicalFacetsRefinements[s.name]&&e.hierarchicalFacetsRefinements[s.name][0]||"",h=e._getHierarchicalFacetSeparator(s),f=e._getHierarchicalRootPath(s),l=e._getHierarchicalShowParentLevel(s),m=a(e._getHierarchicalFacetSortBy(s)),d=t.every((function(e){return e.exhaustive})),p=function(e,t,r,a,s){return function(o,h,f){var l=o;if(f>0){var m=0;for(l=o;m<f;){var d=l&&Array.isArray(l.data)?l.data:[];l=i(d,(function(e){return e.isRefined})),m++}}if(l){var p=Object.keys(h.data).map((function(e){return[e,h.data[e]]})).filter((function(e){return function(e,t,r,n,i,a){if(i&&(0!==e.indexOf(i)||i===e))return!1;return!i&&-1===e.indexOf(n)||i&&e.split(n).length-i.split(n).length==1||-1===e.indexOf(n)&&-1===r.indexOf(n)||0===r.indexOf(e)||0===e.indexOf(t+n)&&(a||0===e.indexOf(r))}(e[0],l.path||r,s,t,r,a)}));l.data=n(p.map((function(e){var r=e[0];return function(e,t,r,n,i){var 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0===t.processingTimeMS?e:e+t.processingTimeMS}),0),this.disjunctiveFacets=[],this.hierarchicalFacets=e.hierarchicalFacets.map((function(){return[]})),this.facets=[];var h=e.getRefinedDisjunctiveFacets(),f=d(e.facets),v=d(e.disjunctiveFacets),g=1,y=a.facets||{};Object.keys(y).forEach((function(t){var r,n,i=y[t],s=(r=e.hierarchicalFacets,n=t,c(r,(function(e){return(e.attributes||[]).indexOf(n)>-1})));if(s){var h=s.attributes.indexOf(t),l=u(e.hierarchicalFacets,(function(e){return e.name===s.name}));o.hierarchicalFacets[l][h]={attribute:t,data:i,exhaustive:a.exhaustiveFacetsCount}}else{var m,d=-1!==e.disjunctiveFacets.indexOf(t),g=-1!==e.facets.indexOf(t);d&&(m=v[t],o.disjunctiveFacets[m]={name:t,data:i,exhaustive:a.exhaustiveFacetsCount},p(o.disjunctiveFacets[m],a.facets_stats,t)),g&&(m=f[t],o.facets[m]={name:t,data:i,exhaustive:a.exhaustiveFacetsCount},p(o.facets[m],a.facets_stats,t))}})),this.hierarchicalFacets=s(this.hierarchicalFacets),h.forEach((function(r){var s=t[g],c=s&&s.facets?s.facets:{},h=e.getHierarchicalFacetByName(r);Object.keys(c).forEach((function(t){var r,f=c[t];if(h){r=u(e.hierarchicalFacets,(function(e){return e.name===h.name}));var m=u(o.hierarchicalFacets[r],(function(e){return e.attribute===t}));if(-1===m)return;o.hierarchicalFacets[r][m].data=n({},o.hierarchicalFacets[r][m].data,f)}else{r=v[t];var d=a.facets&&a.facets[t]||{};o.disjunctiveFacets[r]={name:t,data:i({},f,d),exhaustive:s.exhaustiveFacetsCount},p(o.disjunctiveFacets[r],s.facets_stats,t),e.disjunctiveFacetsRefinements[t]&&e.disjunctiveFacetsRefinements[t].forEach((function(n){!o.disjunctiveFacets[r].data[n]&&e.disjunctiveFacetsRefinements[t].indexOf(l(n))>-1&&(o.disjunctiveFacets[r].data[n]=0)}))}})),g++})),e.getRefinedHierarchicalFacets().forEach((function(r){var n=e.getHierarchicalFacetByName(r),a=e._getHierarchicalFacetSeparator(n),s=e.getHierarchicalRefinement(r);0===s.length||s[0].split(a).length<2||t.slice(g).forEach((function(t){var r=t&&t.facets?t.facets:{};Object.keys(r).forEach((function(t){var c=r[t],h=u(e.hierarchicalFacets,(function(e){return e.name===n.name})),f=u(o.hierarchicalFacets[h],(function(e){return e.attribute===t}));if(-1!==f){var l={};if(s.length>0){var m=s[0].split(a)[0];l[m]=o.hierarchicalFacets[h][f].data[m]}o.hierarchicalFacets[h][f].data=i(l,c,o.hierarchicalFacets[h][f].data)}})),g++}))})),Object.keys(e.facetsExcludes).forEach((function(t){var r=e.facetsExcludes[t],n=f[t];o.facets[n]={name:t,data:a.facets[t],exhaustive:a.exhaustiveFacetsCount},r.forEach((function(e){o.facets[n]=o.facets[n]||{name:t},o.facets[n].data=o.facets[n].data||{},o.facets[n].data[e]=0}))})),this.hierarchicalFacets=this.hierarchicalFacets.map(m(e)),this.facets=s(this.facets),this.disjunctiveFacets=s(this.disjunctiveFacets),this._state=e}function g(e,t){function r(e){return e.name===t}if(e._state.isConjunctiveFacet(t)){var n=c(e.facets,r);return n?Object.keys(n.data).map((function(r){var 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b(e,t,r,n,i){var a=c(i,(function(e){return e.name===r})),s=a&&a.data&&a.data[n]?a.data[n]:0,u=a&&a.exhaustive||!1;return{type:t,attributeName:r,name:n,count:s,exhaustive:u}}v.prototype.getFacetByName=function(e){function t(t){return t.name===e}return c(this.facets,t)||c(this.disjunctiveFacets,t)||c(this.hierarchicalFacets,t)},v.DEFAULT_SORT=["isRefined:desc","count:desc","name:asc"],v.prototype.getFacetValues=function(e,t){var r=g(this,e);if(r){var n,s=i({},t,{sortBy:v.DEFAULT_SORT,facetOrdering:!(t&&t.sortBy)}),c=this;if(Array.isArray(r))n=[e];else n=c._state.getHierarchicalFacetByName(r.name).attributes;return R((function(e,t){if(s.facetOrdering){var r=function(e,t){return e.renderingContent&&e.renderingContent.facetOrdering&&e.renderingContent.facetOrdering.values&&e.renderingContent.facetOrdering.values[t]}(c,t);if(Boolean(r))return function(e,t){var r=[],n=[],i=(t.order||[]).reduce((function(e,t,r){return e[t]=r,e}),{});e.forEach((function(e){var t=e.path||e.name;void 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Object.keys(e.facetsRefinements).forEach((function(n){e.facetsRefinements[n].forEach((function(i){r.push(b(e,"facet",n,i,t.facets))}))})),Object.keys(e.facetsExcludes).forEach((function(n){e.facetsExcludes[n].forEach((function(i){r.push(b(e,"exclude",n,i,t.facets))}))})),Object.keys(e.disjunctiveFacetsRefinements).forEach((function(n){e.disjunctiveFacetsRefinements[n].forEach((function(i){r.push(b(e,"disjunctive",n,i,t.disjunctiveFacets))}))})),Object.keys(e.hierarchicalFacetsRefinements).forEach((function(n){e.hierarchicalFacetsRefinements[n].forEach((function(i){r.push(function(e,t,r,n){var i=e.getHierarchicalFacetByName(t),a=e._getHierarchicalFacetSeparator(i),s=r.split(a),u=c(n,(function(e){return e.name===t})),o=s.reduce((function(e,t){var r=e&&c(e.data,(function(e){return e.name===t}));return void 0!==r?r:e}),u),h=o&&o.count||0,f=o&&o.exhaustive||!1,l=o&&o.path||"";return{type:"hierarchical",attributeName:t,name:l,count:h,exhaustive:f}}(e,n,i,t.hierarchicalFacets))}))})),Object.keys(e.numericRefinements).forEach((function(t){var n=e.numericRefinements[t];Object.keys(n).forEach((function(e){n[e].forEach((function(n){r.push({type:"numeric",attributeName:t,name:n,numericValue:n,operator:e})}))}))})),e.tagRefinements.forEach((function(e){r.push({type:"tag",attributeName:"_tags",name:e})})),r},e.exports=v},28185:(e,t,r)=>{"use strict";var n=r(96479),i=r(2956),a=r(62213),s=r(45187),c=r(17331),u=r(33412),o=r(89613),h=r(19906),f=r(7952),l=r(24392),m=r(27050).escapeFacetValue;function d(e,t,r){"function"==typeof e.addAlgoliaAgent&&e.addAlgoliaAgent("JS Helper ("+l+")"),this.setClient(e);var i=r||{};i.index=t,this.state=n.make(i),this.lastResults=null,this._queryId=0,this._lastQueryIdReceived=-1,this.derivedHelpers=[],this._currentNbQueries=0}function p(e){if(e<0)throw new Error("Page 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a._currentNbQueries--,0===a._currentNbQueries&&a.emit("searchQueueEmpty"),e}));this.client.search(n).then((function(e){a._currentNbQueries--,0===a._currentNbQueries&&a.emit("searchQueueEmpty"),t(null,new i(r,e.results),r)})).catch((function(e){a._currentNbQueries--,0===a._currentNbQueries&&a.emit("searchQueueEmpty"),t(e,null,r)}))},d.prototype.findAnswers=function(e){console.warn("[algoliasearch-helper] answers is no longer supported");var t=this.state,r=this.derivedHelpers[0];if(!r)return Promise.resolve([]);var n=r.getModifiedState(t),i=f({attributesForPrediction:e.attributesForPrediction,nbHits:e.nbHits},{params:h(s._getHitsSearchParams(n),["attributesToSnippet","hitsPerPage","restrictSearchableAttributes","snippetEllipsisText"])}),a="search for answers was called, but this client does not have a function client.initIndex(index).findAnswers";if("function"!=typeof this.client.initIndex)throw new Error(a);var c=this.client.initIndex(n.index);if("function"!=typeof c.findAnswers)throw 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f._currentNbQueries--,0===f._currentNbQueries&&f.emit("searchQueueEmpty"),(t=Array.isArray(t)?t[0]:t).facetHits.forEach((function(t){t.escapedValue=m(t.value),t.isRefined=u?c.isDisjunctiveFacetRefined(e,t.escapedValue):c.isFacetRefined(e,t.escapedValue)})),t}),(function(e){throw f._currentNbQueries--,0===f._currentNbQueries&&f.emit("searchQueueEmpty"),e}))},d.prototype.setQuery=function(e){return this._change({state:this.state.resetPage().setQuery(e),isPageReset:!0}),this},d.prototype.clearRefinements=function(e){return this._change({state:this.state.resetPage().clearRefinements(e),isPageReset:!0}),this},d.prototype.clearTags=function(){return this._change({state:this.state.resetPage().clearTags(),isPageReset:!0}),this},d.prototype.addDisjunctiveFacetRefinement=function(e,t){return this._change({state:this.state.resetPage().addDisjunctiveFacetRefinement(e,t),isPageReset:!0}),this},d.prototype.addDisjunctiveRefine=function(){return 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It is probably an error, if it is really what you want, you should first clear the tags with clearTags method."):e.tagRefinements.length>0&&r.tagFilters?new Error("[Tags] Cannot switch from the advanced tag API to the managed API. It is probably an error, if it is not, you should first clear the tags with clearTags method."):e.numericFilters&&r.numericRefinements&&o(r.numericRefinements)?new Error("[Numeric filters] Can't switch from the advanced to the managed API. It is probably an error, if this is really what you want, you have to first clear the numeric filters."):o(e.numericRefinements)&&r.numericFilters?new Error("[Numeric filters] Can't switch from the managed API to the advanced. It is probably an error, if this is really what you want, you have to first clear the numeric filters."):null},m.prototype={constructor:m,clearRefinements:function(e){var t={numericRefinements:this._clearNumericRefinements(e),facetsRefinements:f.clearRefinement(this.facetsRefinements,e,"conjunctiveFacet"),facetsExcludes:f.clearRefinement(this.facetsExcludes,e,"exclude"),disjunctiveFacetsRefinements:f.clearRefinement(this.disjunctiveFacetsRefinements,e,"disjunctiveFacet"),hierarchicalFacetsRefinements:f.clearRefinement(this.hierarchicalFacetsRefinements,e,"hierarchicalFacet")};return t.numericRefinements===this.numericRefinements&&t.facetsRefinements===this.facetsRefinements&&t.facetsExcludes===this.facetsExcludes&&t.disjunctiveFacetsRefinements===this.disjunctiveFacetsRefinements&&t.hierarchicalFacetsRefinements===this.hierarchicalFacetsRefinements?this:this.setQueryParameters(t)},clearTags:function(){return void 0===this.tagFilters&&0===this.tagRefinements.length?this:this.setQueryParameters({tagFilters:void 0,tagRefinements:[]})},setIndex:function(e){return e===this.index?this:this.setQueryParameters({index:e})},setQuery:function(e){return e===this.query?this:this.setQueryParameters({query:e})},setPage:function(e){return e===this.page?this:this.setQueryParameters({page:e})},setFacets:function(e){return this.setQueryParameters({facets:e})},setDisjunctiveFacets:function(e){return this.setQueryParameters({disjunctiveFacets:e})},setHitsPerPage:function(e){return this.hitsPerPage===e?this:this.setQueryParameters({hitsPerPage:e})},setTypoTolerance:function(e){return this.typoTolerance===e?this:this.setQueryParameters({typoTolerance:e})},addNumericRefinement:function(e,t,r){var i=c(r);if(this.isNumericRefined(e,t,i))return this;var a=n({},this.numericRefinements);return 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n===e&&r.op===t}))}):this:this.isNumericRefined(e)?this.setQueryParameters({numericRefinements:this._clearNumericRefinements((function(t,r){return r===e}))}):this},getNumericRefinements:function(e){return this.numericRefinements[e]||{}},getNumericRefinement:function(e,t){return this.numericRefinements[e]&&this.numericRefinements[e][t]},_clearNumericRefinements:function(e){if(void 0===e)return o(this.numericRefinements)?{}:this.numericRefinements;if("string"==typeof e)return u(this.numericRefinements,[e]);if("function"==typeof e){var t=!1,r=this.numericRefinements,n=Object.keys(r).reduce((function(n,i){var a=r[i],s={};return a=a||{},Object.keys(a).forEach((function(r){var n=a[r]||[],c=[];n.forEach((function(t){e({val:t,op:r},i,"numeric")||c.push(t)})),c.length!==n.length&&(t=!0),s[r]=c})),n[i]=s,n}),{});return t?n:this.numericRefinements}},addFacet:function(e){return this.isConjunctiveFacet(e)?this:this.setQueryParameters({facets:this.facets.concat([e])})},addDisjunctiveFacet:function(e){return this.isDisjunctiveFacet(e)?this:this.setQueryParameters({disjunctiveFacets:this.disjunctiveFacets.concat([e])})},addHierarchicalFacet:function(e){if(this.isHierarchicalFacet(e.name))throw new Error("Cannot declare two hierarchical facets with the same name: `"+e.name+"`");return this.setQueryParameters({hierarchicalFacets:this.hierarchicalFacets.concat([e])})},addFacetRefinement:function(e,t){if(!this.isConjunctiveFacet(e))throw new Error(e+" is not defined in the facets attribute of the helper configuration");return f.isRefined(this.facetsRefinements,e,t)?this:this.setQueryParameters({facetsRefinements:f.addRefinement(this.facetsRefinements,e,t)})},addExcludeRefinement:function(e,t){if(!this.isConjunctiveFacet(e))throw new Error(e+" is not defined in the facets attribute of the helper configuration");return 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t!==e}))}):this},removeHierarchicalFacet:function(e){return this.isHierarchicalFacet(e)?this.clearRefinements(e).setQueryParameters({hierarchicalFacets:this.hierarchicalFacets.filter((function(t){return t.name!==e}))}):this},removeFacetRefinement:function(e,t){if(!this.isConjunctiveFacet(e))throw new Error(e+" is not defined in the facets attribute of the helper configuration");return f.isRefined(this.facetsRefinements,e,t)?this.setQueryParameters({facetsRefinements:f.removeRefinement(this.facetsRefinements,e,t)}):this},removeExcludeRefinement:function(e,t){if(!this.isConjunctiveFacet(e))throw new Error(e+" is not defined in the facets attribute of the helper configuration");return f.isRefined(this.facetsExcludes,e,t)?this.setQueryParameters({facetsExcludes:f.removeRefinement(this.facetsExcludes,e,t)}):this},removeDisjunctiveFacetRefinement:function(e,t){if(!this.isDisjunctiveFacet(e))throw new Error(e+" is not defined in the disjunctiveFacets attribute of the helper 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facets attribute of the helper configuration");return this.setQueryParameters({facetsRefinements:f.toggleRefinement(this.facetsRefinements,e,t)})},toggleExcludeFacetRefinement:function(e,t){if(!this.isConjunctiveFacet(e))throw new Error(e+" is not defined in the facets attribute of the helper configuration");return this.setQueryParameters({facetsExcludes:f.toggleRefinement(this.facetsExcludes,e,t)})},toggleDisjunctiveFacetRefinement:function(e,t){if(!this.isDisjunctiveFacet(e))throw new Error(e+" is not defined in the disjunctiveFacets attribute of the helper configuration");return this.setQueryParameters({disjunctiveFacetsRefinements:f.toggleRefinement(this.disjunctiveFacetsRefinements,e,t)})},toggleHierarchicalFacetRefinement:function(e,t){if(!this.isHierarchicalFacet(e))throw new Error(e+" is not defined in the hierarchicalFacets attribute of the helper configuration");var r=this._getHierarchicalFacetSeparator(this.getHierarchicalFacetByName(e)),n={};return void 0!==this.hierarchicalFacetsRefinements[e]&&this.hierarchicalFacetsRefinements[e].length>0&&(this.hierarchicalFacetsRefinements[e][0]===t||0===this.hierarchicalFacetsRefinements[e][0].indexOf(t+r))?-1===t.indexOf(r)?n[e]=[]:n[e]=[t.slice(0,t.lastIndexOf(r))]:n[e]=[t],this.setQueryParameters({hierarchicalFacetsRefinements:i({},n,this.hierarchicalFacetsRefinements)})},addHierarchicalFacetRefinement:function(e,t){if(this.isHierarchicalFacetRefined(e))throw new Error(e+" is already refined.");if(!this.isHierarchicalFacet(e))throw new Error(e+" is not defined in the hierarchicalFacets attribute of the helper configuration.");var r={};return r[e]=[t],this.setQueryParameters({hierarchicalFacetsRefinements:i({},r,this.hierarchicalFacetsRefinements)})},removeHierarchicalFacetRefinement:function(e){if(!this.isHierarchicalFacetRefined(e))return this;var t={};return 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s=e.hierarchicalFacets[r],o=e.hierarchicalFacetsRefinements[s.name]&&e.hierarchicalFacetsRefinements[s.name][0]||"",h=e._getHierarchicalFacetSeparator(s),f=e._getHierarchicalRootPath(s),l=e._getHierarchicalShowParentLevel(s),m=a(e._getHierarchicalFacetSortBy(s)),d=t.every((function(e){return e.exhaustive})),p=function(e,t,r,a,s){return function(o,h,f){var l=o;if(f>0){var m=0;for(l=o;m<f;){var d=l&&Array.isArray(l.data)?l.data:[];l=i(d,(function(e){return e.isRefined})),m++}}if(l){var p=Object.keys(h.data).map((function(e){return[e,h.data[e]]})).filter((function(e){return function(e,t,r,n,i,a){if(i&&(0!==e.indexOf(i)||i===e))return!1;return!i&&-1===e.indexOf(n)||i&&e.split(n).length-i.split(n).length==1||-1===e.indexOf(n)&&-1===r.indexOf(n)||0===r.indexOf(e)||0===e.indexOf(t+n)&&(a||0===e.indexOf(r))}(e[0],l.path||r,s,t,r,a)}));l.data=n(p.map((function(e){var r=e[0];return function(e,t,r,n,i){var 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0===t.processingTimeMS?e:e+t.processingTimeMS}),0),this.disjunctiveFacets=[],this.hierarchicalFacets=e.hierarchicalFacets.map((function(){return[]})),this.facets=[];var h=e.getRefinedDisjunctiveFacets(),f=d(e.facets),v=d(e.disjunctiveFacets),g=1,y=a.facets||{};Object.keys(y).forEach((function(t){var r,n,i=y[t],s=(r=e.hierarchicalFacets,n=t,c(r,(function(e){return(e.attributes||[]).indexOf(n)>-1})));if(s){var h=s.attributes.indexOf(t),l=u(e.hierarchicalFacets,(function(e){return e.name===s.name}));o.hierarchicalFacets[l][h]={attribute:t,data:i,exhaustive:a.exhaustiveFacetsCount}}else{var m,d=-1!==e.disjunctiveFacets.indexOf(t),g=-1!==e.facets.indexOf(t);d&&(m=v[t],o.disjunctiveFacets[m]={name:t,data:i,exhaustive:a.exhaustiveFacetsCount},p(o.disjunctiveFacets[m],a.facets_stats,t)),g&&(m=f[t],o.facets[m]={name:t,data:i,exhaustive:a.exhaustiveFacetsCount},p(o.facets[m],a.facets_stats,t))}})),this.hierarchicalFacets=s(this.hierarchicalFacets),h.forEach((function(r){var s=t[g],c=s&&s.facets?s.facets:{},h=e.getHierarchicalFacetByName(r);Object.keys(c).forEach((function(t){var r,f=c[t];if(h){r=u(e.hierarchicalFacets,(function(e){return e.name===h.name}));var m=u(o.hierarchicalFacets[r],(function(e){return e.attribute===t}));if(-1===m)return;o.hierarchicalFacets[r][m].data=n({},o.hierarchicalFacets[r][m].data,f)}else{r=v[t];var d=a.facets&&a.facets[t]||{};o.disjunctiveFacets[r]={name:t,data:i({},f,d),exhaustive:s.exhaustiveFacetsCount},p(o.disjunctiveFacets[r],s.facets_stats,t),e.disjunctiveFacetsRefinements[t]&&e.disjunctiveFacetsRefinements[t].forEach((function(n){!o.disjunctiveFacets[r].data[n]&&e.disjunctiveFacetsRefinements[t].indexOf(l(n))>-1&&(o.disjunctiveFacets[r].data[n]=0)}))}})),g++})),e.getRefinedHierarchicalFacets().forEach((function(r){var n=e.getHierarchicalFacetByName(r),a=e._getHierarchicalFacetSeparator(n),s=e.getHierarchicalRefinement(r);0===s.length||s[0].split(a).length<2||t.slice(g).forEach((function(t){var r=t&&t.facets?t.facets:{};Object.keys(r).forEach((function(t){var c=r[t],h=u(e.hierarchicalFacets,(function(e){return e.name===n.name})),f=u(o.hierarchicalFacets[h],(function(e){return e.attribute===t}));if(-1!==f){var l={};if(s.length>0){var m=s[0].split(a)[0];l[m]=o.hierarchicalFacets[h][f].data[m]}o.hierarchicalFacets[h][f].data=i(l,c,o.hierarchicalFacets[h][f].data)}})),g++}))})),Object.keys(e.facetsExcludes).forEach((function(t){var r=e.facetsExcludes[t],n=f[t];o.facets[n]={name:t,data:a.facets[t],exhaustive:a.exhaustiveFacetsCount},r.forEach((function(e){o.facets[n]=o.facets[n]||{name:t},o.facets[n].data=o.facets[n].data||{},o.facets[n].data[e]=0}))})),this.hierarchicalFacets=this.hierarchicalFacets.map(m(e)),this.facets=s(this.facets),this.disjunctiveFacets=s(this.disjunctiveFacets),this._state=e}function g(e,t){function r(e){return e.name===t}if(e._state.isConjunctiveFacet(t)){var n=c(e.facets,r);return n?Object.keys(n.data).map((function(r){var i=f(r);return{name:r,escapedValue:i,count:n.data[r],isRefined:e._state.isFacetRefined(t,i),isExcluded:e._state.isExcludeRefined(t,r)}})):[]}if(e._state.isDisjunctiveFacet(t)){var i=c(e.disjunctiveFacets,r);return i?Object.keys(i.data).map((function(r){var n=f(r);return{name:r,escapedValue:n,count:i.data[r],isRefined:e._state.isDisjunctiveFacetRefined(t,n)}})):[]}if(e._state.isHierarchicalFacet(t)){var a=c(e.hierarchicalFacets,r);if(!a)return a;var s=e._state.getHierarchicalFacetByName(t),u=l(e._state.getHierarchicalRefinement(t)[0]||"").split(e._state._getHierarchicalFacetSeparator(s));return u.unshift(t),y(a,u,0),a}}function y(e,t,r){e.isRefined=e.name===t[r],e.data&&e.data.forEach((function(e){y(e,t,r+1)}))}function R(e,t,r,n){if(n=n||0,Array.isArray(t))return e(t,r[n]);if(!t.data||0===t.data.length)return t;var a=t.data.map((function(t){return R(e,t,r,n+1)})),s=e(a,r[n]);return i({data:s},t)}function F(e,t){var r=c(e,(function(e){return e.name===t}));return r&&r.stats}function b(e,t,r,n,i){var a=c(i,(function(e){return e.name===r})),s=a&&a.data&&a.data[n]?a.data[n]:0,u=a&&a.exhaustive||!1;return{type:t,attributeName:r,name:n,count:s,exhaustive:u}}v.prototype.getFacetByName=function(e){function t(t){return t.name===e}return c(this.facets,t)||c(this.disjunctiveFacets,t)||c(this.hierarchicalFacets,t)},v.DEFAULT_SORT=["isRefined:desc","count:desc","name:asc"],v.prototype.getFacetValues=function(e,t){var r=g(this,e);if(r){var n,s=i({},t,{sortBy:v.DEFAULT_SORT,facetOrdering:!(t&&t.sortBy)}),c=this;if(Array.isArray(r))n=[e];else n=c._state.getHierarchicalFacetByName(r.name).attributes;return R((function(e,t){if(s.facetOrdering){var r=function(e,t){return e.renderingContent&&e.renderingContent.facetOrdering&&e.renderingContent.facetOrdering.values&&e.renderingContent.facetOrdering.values[t]}(c,t);if(Boolean(r))return function(e,t){var r=[],n=[],i=(t.order||[]).reduce((function(e,t,r){return e[t]=r,e}),{});e.forEach((function(e){var t=e.path||e.name;void 0!==i[t]?r[i[t]]=e:n.push(e)})),r=r.filter((function(e){return e}));var s,c=t.sortRemainingBy;return"hidden"===c?r:(s="alpha"===c?[["path","name"],["asc","asc"]]:[["count"],["desc"]],r.concat(a(n,s[0],s[1])))}(e,r)}if(Array.isArray(s.sortBy)){var n=o(s.sortBy,v.DEFAULT_SORT);return a(e,n[0],n[1])}if("function"==typeof s.sortBy)return function(e,t){return t.sort(e)}(s.sortBy,e);throw new Error("options.sortBy is optional but if defined it must be either an array of string (predicates) or a sorting function")}),r,n)}},v.prototype.getFacetStats=function(e){return this._state.isConjunctiveFacet(e)?F(this.facets,e):this._state.isDisjunctiveFacet(e)?F(this.disjunctiveFacets,e):void 0},v.prototype.getRefinements=function(){var e=this._state,t=this,r=[];return Object.keys(e.facetsRefinements).forEach((function(n){e.facetsRefinements[n].forEach((function(i){r.push(b(e,"facet",n,i,t.facets))}))})),Object.keys(e.facetsExcludes).forEach((function(n){e.facetsExcludes[n].forEach((function(i){r.push(b(e,"exclude",n,i,t.facets))}))})),Object.keys(e.disjunctiveFacetsRefinements).forEach((function(n){e.disjunctiveFacetsRefinements[n].forEach((function(i){r.push(b(e,"disjunctive",n,i,t.disjunctiveFacets))}))})),Object.keys(e.hierarchicalFacetsRefinements).forEach((function(n){e.hierarchicalFacetsRefinements[n].forEach((function(i){r.push(function(e,t,r,n){var i=e.getHierarchicalFacetByName(t),a=e._getHierarchicalFacetSeparator(i),s=r.split(a),u=c(n,(function(e){return e.name===t})),o=s.reduce((function(e,t){var r=e&&c(e.data,(function(e){return e.name===t}));return void 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a._currentNbQueries--,0===a._currentNbQueries&&a.emit("searchQueueEmpty"),e}));this.client.search(n).then((function(e){a._currentNbQueries--,0===a._currentNbQueries&&a.emit("searchQueueEmpty"),t(null,new i(r,e.results),r)})).catch((function(e){a._currentNbQueries--,0===a._currentNbQueries&&a.emit("searchQueueEmpty"),t(e,null,r)}))},d.prototype.findAnswers=function(e){console.warn("[algoliasearch-helper] answers is no longer supported");var t=this.state,r=this.derivedHelpers[0];if(!r)return Promise.resolve([]);var n=r.getModifiedState(t),i=f({attributesForPrediction:e.attributesForPrediction,nbHits:e.nbHits},{params:h(s._getHitsSearchParams(n),["attributesToSnippet","hitsPerPage","restrictSearchableAttributes","snippetEllipsisText"])}),a="search for answers was called, but this client does not have a function client.initIndex(index).findAnswers";if("function"!=typeof this.client.initIndex)throw new Error(a);var c=this.client.initIndex(n.index);if("function"!=typeof c.findAnswers)throw 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f._currentNbQueries--,0===f._currentNbQueries&&f.emit("searchQueueEmpty"),(t=Array.isArray(t)?t[0]:t).facetHits.forEach((function(t){t.escapedValue=m(t.value),t.isRefined=u?c.isDisjunctiveFacetRefined(e,t.escapedValue):c.isFacetRefined(e,t.escapedValue)})),t}),(function(e){throw f._currentNbQueries--,0===f._currentNbQueries&&f.emit("searchQueueEmpty"),e}))},d.prototype.setQuery=function(e){return this._change({state:this.state.resetPage().setQuery(e),isPageReset:!0}),this},d.prototype.clearRefinements=function(e){return this._change({state:this.state.resetPage().clearRefinements(e),isPageReset:!0}),this},d.prototype.clearTags=function(){return this._change({state:this.state.resetPage().clearTags(),isPageReset:!0}),this},d.prototype.addDisjunctiveFacetRefinement=function(e,t){return this._change({state:this.state.resetPage().addDisjunctiveFacetRefinement(e,t),isPageReset:!0}),this},d.prototype.addDisjunctiveRefine=function(){return 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this._change({state:this.state.resetPage().addTagRefinement(e),isPageReset:!0}),this},d.prototype.removeNumericRefinement=function(e,t,r){return this._change({state:this.state.resetPage().removeNumericRefinement(e,t,r),isPageReset:!0}),this},d.prototype.removeDisjunctiveFacetRefinement=function(e,t){return this._change({state:this.state.resetPage().removeDisjunctiveFacetRefinement(e,t),isPageReset:!0}),this},d.prototype.removeDisjunctiveRefine=function(){return this.removeDisjunctiveFacetRefinement.apply(this,arguments)},d.prototype.removeHierarchicalFacetRefinement=function(e){return this._change({state:this.state.resetPage().removeHierarchicalFacetRefinement(e),isPageReset:!0}),this},d.prototype.removeFacetRefinement=function(e,t){return this._change({state:this.state.resetPage().removeFacetRefinement(e,t),isPageReset:!0}),this},d.prototype.removeRefine=function(){return this.removeFacetRefinement.apply(this,arguments)},d.prototype.removeFacetExclusion=function(e,t){return this._change({state:this.state.resetPage().removeExcludeRefinement(e,t),isPageReset:!0}),this},d.prototype.removeExclude=function(){return this.removeFacetExclusion.apply(this,arguments)},d.prototype.removeTag=function(e){return this._change({state:this.state.resetPage().removeTagRefinement(e),isPageReset:!0}),this},d.prototype.toggleFacetExclusion=function(e,t){return this._change({state:this.state.resetPage().toggleExcludeFacetRefinement(e,t),isPageReset:!0}),this},d.prototype.toggleExclude=function(){return this.toggleFacetExclusion.apply(this,arguments)},d.prototype.toggleRefinement=function(e,t){return this.toggleFacetRefinement(e,t)},d.prototype.toggleFacetRefinement=function(e,t){return this._change({state:this.state.resetPage().toggleFacetRefinement(e,t),isPageReset:!0}),this},d.prototype.toggleRefine=function(){return this.toggleFacetRefinement.apply(this,arguments)},d.prototype.toggleTag=function(e){return 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t=[];if(this.state.isConjunctiveFacet(e))this.state.getConjunctiveRefinements(e).forEach((function(e){t.push({value:e,type:"conjunctive"})})),this.state.getExcludeRefinements(e).forEach((function(e){t.push({value:e,type:"exclude"})}));else if(this.state.isDisjunctiveFacet(e)){this.state.getDisjunctiveRefinements(e).forEach((function(e){t.push({value:e,type:"disjunctive"})}))}var r=this.state.getNumericRefinements(e);return Object.keys(r).forEach((function(e){var n=r[e];t.push({value:n,operator:e,type:"numeric"})})),t},d.prototype.getNumericRefinement=function(e,t){return this.state.getNumericRefinement(e,t)},d.prototype.getHierarchicalFacetBreadcrumb=function(e){return this.state.getHierarchicalFacetBreadcrumb(e)},d.prototype._search=function(e){var t=this.state,r=[],n=[];e.onlyWithDerivedHelpers||(n=s._getQueries(t.index,t),r.push({state:t,queriesCount:n.length,helper:this}),this.emit("search",{state:t,results:this.lastResults}));var i=this.derivedHelpers.map((function(e){var n=e.getModifiedState(t),i=s._getQueries(n.index,n);return r.push({state:n,queriesCount:i.length,helper:e}),e.emit("search",{state:n,results:e.lastResults}),i})),a=Array.prototype.concat.apply(n,i),c=this._queryId++;this._currentNbQueries++;try{this.client.search(a).then(this._dispatchAlgoliaResponse.bind(this,r,c)).catch(this._dispatchAlgoliaError.bind(this,c))}catch(u){this.emit("error",{error:u})}},d.prototype._dispatchAlgoliaResponse=function(e,t,r){if(!(t<this._lastQueryIdReceived)){this._currentNbQueries-=t-this._lastQueryIdReceived,this._lastQueryIdReceived=t,0===this._currentNbQueries&&this.emit("searchQueueEmpty");var n=r.results.slice();e.forEach((function(e){var t=e.state,r=e.queriesCount,a=e.helper,s=n.splice(0,r),c=a.lastResults=new 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href="https://stackoverflow.com/questions/tagged/superset+apache-superset">Stack Overflow</a> <!-- -->-<!-- --> <!-- -->our growing knowledge base</li><li class="ant-list-item ant-list-item-no-flex"><a href="https://www.meetup.com/Global-Apache-Superset-Community-Meetup/">Superset Meetup Group</a> <!-- -->-<!-- --> <!-- -->join our monthly virtual meetups and register for any upcoming events</li><li class="ant-list-item ant-list-item-no-flex"><a href="https://github.com/apache/superset/blob/master/RESOURCES/INTHEWILD.md">Organizations</a> <!-- -->-<!-- --> <!-- -->a list of some of the organizations using Superset in production</li><li class="ant-list-item ant-list-item-no-flex"><a href="https://github.com/apache-superset/awesome-apache-superset">Contributors Guide</a> <!-- -->-<!-- --> <!-- -->Interested in contributing? 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<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -35,7 +35,7 @@
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Conventions and Typing</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="conventions">Conventions<a href="#conventions" class="hash-link" aria-label="Direct link to Conventions" title="Direct link to Conventions"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python"></a></h3><p>Parameters in the <code>config.py</code> (which are accessible via the Flask app.config dictionary) are assumed to always be defined and thus should be accessed directly via,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>rather than,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or similar as the later will cause typing issues. The former is of type <code>List[Callable]</code> whereas the later is of type <code>Optional[List[Callable]]</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="typing">Typing<a href="#typing" class="hash-link" aria-label="Direct link to Typing" title="Direct link to Typing"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-1">Python<a href="#python-1" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python"></a></h3><p>To ensure clarity, consistency, all readability, <em>all</em> new functions should use
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Conventions and Typing</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="conventions">Conventions<a href="#conventions" class="hash-link" aria-label="Direct link to Conventions" title="Direct link to Conventions"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python"></a></h3><p>Parameters in the <code>config.py</code> (which are accessible via the Flask app.config dictionary) are assumed to always be defined and thus should be accessed directly via,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>rather than,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">blueprints </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"BLUEPRINTS"</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or similar as the later will cause typing issues. The former is of type <code>List[Callable]</code> whereas the later is of type <code>Optional[List[Callable]]</code>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="typing">Typing<a href="#typing" class="hash-link" aria-label="Direct link to Typing" title="Direct link to Typing"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-1">Python<a href="#python-1" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python"></a></h3><p>To ensure clarity, consistency, all readability, <em>all</em> new functions should use
<a href="https://docs.python.org/3/library/typing.html" target="_blank" rel="noopener noreferrer">type hints</a> and include a
docstring.</p><p>Note per <a href="https://www.python.org/dev/peps/pep-0484/#exceptions" target="_blank" rel="noopener noreferrer">PEP-484</a> no
syntax for listing explicitly raised exceptions is proposed and thus the
-recommendation is to put this information in a docstring, i.e.,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> math</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> typing </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> Union</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">sqrt</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">x</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Union</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">float</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> Union</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">float</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> Return the square root of x.</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="display:inline-block;color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> :param x: A number</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> :returns: The square root of the given number</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> :raises ValueError: If the number is negative</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> """</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> math</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">sqrt</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">x</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="typescript">TypeScript<a href="#typescript" class="hash-link" aria-label="Direct link to TypeScript" title="Direct link to TypeScript"></a></h3><p>TypeScript is fully supported and is the recommended language for writing all new frontend components. When modifying existing functions/components, migrating to TypeScript is appreciated, but not required. Examples of migrating functions/components to TypeScript can be found in <a href="https://github.com/apache/superset/pull/9162" target="_blank" rel="noopener noreferrer">#9162</a> and <a href="https://github.com/apache/superset/pull/9180" target="_blank" rel="noopener noreferrer">#9180</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/conventions-and-typing.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/hooks-and-linting"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Pre-commit Hooks and Linting</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/testing-locally"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Testing</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#conventions" class="table-of-contents__link toc-highlight">Conventions</a><ul><li><a href="#python" class="table-of-contents__link toc-highlight">Python</a></li></ul></li><li><a href="#typing" class="table-of-contents__link toc-highlight">Typing</a><ul><li><a href="#python-1" class="table-of-contents__link toc-highlight">Python</a></li><li><a href="#typescript" class="table-of-contents__link toc-highlight">TypeScript</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+recommendation is to put this information in a docstring, i.e.,</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> math</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> typing </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> Union</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">sqrt</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">x</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Union</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">float</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> Union</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">float</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> Return the square root of x.</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="display:inline-block;color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> :param x: A number</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> :returns: The square root of the given number</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> :raises ValueError: If the number is negative</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> """</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> math</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">sqrt</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">x</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="typescript">TypeScript<a href="#typescript" class="hash-link" aria-label="Direct link to TypeScript" title="Direct link to TypeScript"></a></h3><p>TypeScript is fully supported and is the recommended language for writing all new frontend components. When modifying existing functions/components, migrating to TypeScript is appreciated, but not required. Examples of migrating functions/components to TypeScript can be found in <a href="https://github.com/apache/superset/pull/9162" target="_blank" rel="noopener noreferrer">#9162</a> and <a href="https://github.com/apache/superset/pull/9180" target="_blank" rel="noopener noreferrer">#9180</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/conventions-and-typing.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/hooks-and-linting"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Pre-commit Hooks and Linting</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/testing-locally"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Testing</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#conventions" class="table-of-contents__link toc-highlight">Conventions</a><ul><li><a href="#python" class="table-of-contents__link toc-highlight">Python</a></li></ul></li><li><a href="#typing" class="table-of-contents__link toc-highlight">Typing</a><ul><li><a href="#python-1" class="table-of-contents__link toc-highlight">Python</a></li><li><a href="#typescript" class="table-of-contents__link toc-highlight">TypeScript</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -39,7 +39,7 @@
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diff --git a/docs/contributing/creating-viz-plugins/index.html b/docs/contributing/creating-viz-plugins/index.html
index 45a7596..6519294 100644
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Creating Visualization Plugins</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="creating-visualization-plugins">Creating Visualization Plugins<a href="#creating-visualization-plugins" class="hash-link" aria-label="Direct link to Creating Visualization Plugins" title="Direct link to Creating Visualization Plugins"></a></h2><p>Visualizations in Superset are implemented in JavaScript or TypeScript. Superset
+<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){var t=null;try{t=new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}return t}()||function(){var t=null;try{t=localStorage.getItem("theme")}catch(t){}return t}();t(null!==e?e:"light")}()</script><div id="__docusaurus">
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menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Creating Visualization Plugins</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="creating-visualization-plugins">Creating Visualization Plugins<a href="#creating-visualization-plugins" class="hash-link" aria-label="Direct link to Creating Visualization Plugins" title="Direct link to Creating Visualization Plugins"></a></h2><p>Visualizations in Superset are implemented in JavaScript or TypeScript. Superset
comes preinstalled with several visualizations types (hereafter "viz plugins") that
can be found under the <code>superset-frontend/plugins</code> directory. Viz plugins are added to
the application in the <code>superset-frontend/src/visualizations/presets/MainPreset.js</code>.
@@ -32,14 +32,14 @@
of Superset, and add the custom built viz plugins by hand.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h3><p>In order to create a new viz plugin, you need the following:</p><ul><li>Run MacOS or Linux (Windows is not officially supported, but may work)</li><li>Node.js 16</li><li>npm 7 or 8</li></ul><p>A general familiarity with <a href="https://reactjs.org/" target="_blank" rel="noopener noreferrer">React</a> and the npm/Node system is
also recommended.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="creating-a-simple-hello-world-viz-plugin">Creating a simple Hello World viz plugin<a href="#creating-a-simple-hello-world-viz-plugin" class="hash-link" aria-label="Direct link to Creating a simple Hello World viz plugin" title="Direct link to Creating a simple Hello World viz plugin"></a></h3><p>To get started, you need the Superset Yeoman Generator. It is recommended to use the
version of the template that ships with the version of Superset you are using. This
-can be installed by doing the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> i -g yo</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend/packages/generator-superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> i</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">link</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After this you can proceed to create your viz plugin. Create a new directory for your
-viz plugin with the prefix <code>superset-plugin-chart</code> and run the Yeoman generator:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">mkdir</span><span class="token plain"> /tmp/superset-plugin-chart-hello-world</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> /tmp/superset-plugin-chart-hello-world</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Initialize the viz plugin:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">yo @superset-ui/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After that the generator will ask a few questions (the defaults should be fine):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ yo @superset-ui/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> _-----_ ╭──────────────────────────╮</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | │ Welcome to the │</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> |--(o)--| │ generator-superset │</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> `---------´ │ generator! │</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ( _´U`_ ) ╰──────────────────────────╯</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> /___A___\ /</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | ~ |</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> __'.___.'__</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ´ ` |° ´ Y `</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">? Package name: superset-plugin-chart-hello-world</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">? Description: Hello World</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">? What type of chart would you like? Time-series chart</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create package.json</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create .gitignore</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create babel.config.js</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create jest.config.js</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create README.md</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create tsconfig.json</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/index.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/buildQuery.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/controlPanel.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/index.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/transformProps.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/types.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/SupersetPluginChartHelloWorld.tsx</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/index.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/__mocks__/mockExportString.js</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/plugin/buildQuery.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/plugin/transformProps.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create types/external.d.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/images/thumbnail.png</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To build the viz plugin, run the following commands:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">npm i --force</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run build</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, to run the viz plugin in development mode (=rebuilding whenever changes
-are made), start the dev server with the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">npm run dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To add the package to Superset, go to the <code>superset-frontend</code> subdirectory in your
-Superset source folder run</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> i -S /tmp/superset-plugin-chart-hello-world</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you publish your package to npm, you can naturally install directly from there, too.
+can be installed by doing the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> i -g yo</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend/packages/generator-superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> i</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">link</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After this you can proceed to create your viz plugin. Create a new directory for your
+viz plugin with the prefix <code>superset-plugin-chart</code> and run the Yeoman generator:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">mkdir</span><span class="token plain"> /tmp/superset-plugin-chart-hello-world</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> /tmp/superset-plugin-chart-hello-world</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Initialize the viz plugin:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">yo @superset-ui/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After that the generator will ask a few questions (the defaults should be fine):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ yo @superset-ui/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> _-----_ ╭──────────────────────────╮</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | │ Welcome to the │</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> |--(o)--| │ generator-superset │</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> `---------´ │ generator! │</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ( _´U`_ ) ╰──────────────────────────╯</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> /___A___\ /</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | ~ |</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> __'.___.'__</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ´ ` |° ´ Y `</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">? Package name: superset-plugin-chart-hello-world</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">? Description: Hello World</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">? What type of chart would you like? Time-series chart</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create package.json</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create .gitignore</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create babel.config.js</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create jest.config.js</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create README.md</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create tsconfig.json</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/index.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/buildQuery.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/controlPanel.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/index.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/plugin/transformProps.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/types.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/SupersetPluginChartHelloWorld.tsx</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/index.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/__mocks__/mockExportString.js</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/plugin/buildQuery.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create test/plugin/transformProps.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create types/external.d.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> create src/images/thumbnail.png</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To build the viz plugin, run the following commands:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">npm i --force</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run build</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, to run the viz plugin in development mode (=rebuilding whenever changes
+are made), start the dev server with the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">npm run dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To add the package to Superset, go to the <code>superset-frontend</code> subdirectory in your
+Superset source folder run</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> i -S /tmp/superset-plugin-chart-hello-world</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you publish your package to npm, you can naturally install directly from there, too.
After this edit the <code>superset-frontend/src/visualizations/presets/MainPreset.js</code>
-and make the following changes:</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword module" style="color:#00009f">import</span><span class="token plain"> </span><span class="token imports punctuation" style="color:#393A34">{</span><span class="token imports"> </span><span class="token imports maybe-class-name">SupersetPluginChartHelloWorld</span><span class="token imports"> </span><span class="token imports punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset-plugin-chart-hello-world'</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>to import the viz plugin and later add the following to the array that's passed to the
-<code>plugins</code> property:</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">new</span><span class="token plain"> </span><span class="token class-name">SupersetPluginChartHelloWorld</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">configure</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token literal-property property" style="color:#36acaa">key</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ext-hello-world'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After that the viz plugin should show up when you run Superset, e.g. the development
-server:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run dev-server</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/creating-viz-plugins.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/translations"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Translating</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/frequently-asked-questions"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Frequently Asked Questions</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#creating-visualization-plugins" class="table-of-contents__link toc-highlight">Creating Visualization Plugins</a><ul><li><a href="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#creating-a-simple-hello-world-viz-plugin" class="table-of-contents__link toc-highlight">Creating a simple Hello World viz plugin</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+and make the following changes:</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword module" style="color:#00009f">import</span><span class="token plain"> </span><span class="token imports punctuation" style="color:#393A34">{</span><span class="token imports"> </span><span class="token imports maybe-class-name">SupersetPluginChartHelloWorld</span><span class="token imports"> </span><span class="token imports punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset-plugin-chart-hello-world'</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>to import the viz plugin and later add the following to the array that's passed to the
+<code>plugins</code> property:</p><div class="language-js codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-js codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">new</span><span class="token plain"> </span><span class="token class-name">SupersetPluginChartHelloWorld</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token method function property-access" style="color:#d73a49">configure</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token literal-property property" style="color:#36acaa">key</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ext-hello-world'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After that the viz plugin should show up when you run Superset, e.g. the development
+server:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run dev-server</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/creating-viz-plugins.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/translations"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Translating</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/frequently-asked-questions"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Frequently Asked Questions</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#creating-visualization-plugins" class="table-of-contents__link toc-highlight">Creating Visualization Plugins</a><ul><li><a href="#prerequisites" class="table-of-contents__link toc-highlight">Prerequisites</a></li><li><a href="#creating-a-simple-hello-world-viz-plugin" class="table-of-contents__link toc-highlight">Creating a simple Hello World viz plugin</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -51,7 +51,7 @@
<a href="https://apache.org/events/current-event" target="_blank" rel="noreferrer">Events</a> |
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
</small></div></div></div></footer></div>
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+<script src="/assets/js/main.e645c500.js"></script>
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diff --git a/docs/contributing/hooks-and-linting/index.html b/docs/contributing/hooks-and-linting/index.html
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@@ -2,7 +2,7 @@
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Pre-commit Hooks and Linting</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="git-hooks">Git Hooks<a href="#git-hooks" class="hash-link" aria-label="Direct link to Git Hooks" title="Direct link to Git Hooks"></a></h2><p>Superset uses Git pre-commit hooks courtesy of <a href="https://pre-commit.com/" target="_blank" rel="noopener noreferrer">pre-commit</a>. To install run the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit </span><span class="token function" style="color:#d73a49">install</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A series of checks will now run when you make a git commit.</p><p>Alternatively it is possible to run pre-commit via tox:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or by running pre-commit manually:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit run --all-files</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="linting">Linting<a href="#linting" class="hash-link" aria-label="Direct link to Linting" title="Direct link to Linting"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python"></a></h3><p>We use <a href="https://pylint.org/" target="_blank" rel="noopener noreferrer">Pylint</a> for linting which can be invoked via:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># for python</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pylint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In terms of best practices please avoid blanket disablement of Pylint messages globally (via <code>.pylintrc</code>) or top-level within the file header, albeit there being a few exceptions. Disablement should occur inline as it prevents masking issues and provides context as to why said message is disabled.</p><p>Additionally, the Python code is auto-formatted using <a href="https://github.com/python/black" target="_blank" rel="noopener noreferrer">Black</a> which
-is configured as a pre-commit hook. There are also numerous <a href="https://black.readthedocs.io/en/stable/integrations/editors.html" target="_blank" rel="noopener noreferrer">editor integrations</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="typescript">TypeScript<a href="#typescript" class="hash-link" aria-label="Direct link to TypeScript" title="Direct link to TypeScript"></a></h3><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> ci</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run lint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If using the eslint extension with vscode, put the following in your workspace <code>settings.json</code> file:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token property" style="color:#36acaa">"eslint.workingDirectories"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset-frontend"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" 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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Pre-commit Hooks and Linting</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="git-hooks">Git Hooks<a href="#git-hooks" class="hash-link" aria-label="Direct link to Git Hooks" title="Direct link to Git Hooks"></a></h2><p>Superset uses Git pre-commit hooks courtesy of <a href="https://pre-commit.com/" target="_blank" rel="noopener noreferrer">pre-commit</a>. To install run the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit </span><span class="token function" style="color:#d73a49">install</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A series of checks will now run when you make a git commit.</p><p>Alternatively it is possible to run pre-commit via tox:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or by running pre-commit manually:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pre-commit run --all-files</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="linting">Linting<a href="#linting" class="hash-link" aria-label="Direct link to Linting" title="Direct link to Linting"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python">Python<a href="#python" class="hash-link" aria-label="Direct link to Python" title="Direct link to Python"></a></h3><p>We use <a href="https://pylint.org/" target="_blank" rel="noopener noreferrer">Pylint</a> for linting which can be invoked via:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># for python</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tox -e pylint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In terms of best practices please avoid blanket disablement of Pylint messages globally (via <code>.pylintrc</code>) or top-level within the file header, albeit there being a few exceptions. Disablement should occur inline as it prevents masking issues and provides context as to why said message is disabled.</p><p>Additionally, the Python code is auto-formatted using <a href="https://github.com/python/black" target="_blank" rel="noopener noreferrer">Black</a> which
+is configured as a pre-commit hook. There are also numerous <a href="https://black.readthedocs.io/en/stable/integrations/editors.html" target="_blank" rel="noopener noreferrer">editor integrations</a></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="typescript">TypeScript<a href="#typescript" class="hash-link" aria-label="Direct link to TypeScript" title="Direct link to TypeScript"></a></h3><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> ci</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run lint</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If using the eslint extension with vscode, put the following in your workspace <code>settings.json</code> file:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token property" style="color:#36acaa">"eslint.workingDirectories"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset-frontend"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" 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toc-highlight">Linting</a><ul><li><a href="#python" class="table-of-contents__link toc-highlight">Python</a></li><li><a href="#typescript" class="table-of-contents__link toc-highlight">TypeScript</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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@@ -2,7 +2,7 @@
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Running a Local Flask Backend</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h3 class="anchor anchorWithStickyNavbar_LWe7" id="flask-server">Flask server<a href="#flask-server" class="hash-link" aria-label="Direct link to Flask server" title="Direct link to Flask server"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="os-dependencies">OS Dependencies<a href="#os-dependencies" class="hash-link" aria-label="Direct link to OS Dependencies" title="Direct link to OS Dependencies"></a></h4><p>Make sure your machine meets the <a href="https://superset.apache.org/docs/installation/installing-superset-from-scratch#os-dependencies" target="_blank" rel="noopener noreferrer">OS dependencies</a> before following these steps.
-You also need to install MySQL or <a href="https://mariadb.com/downloads" target="_blank" rel="noopener noreferrer">MariaDB</a>.</p><p>Ensure that you are using Python version 3.9 or 3.10, then proceed with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># Create a virtual environment and activate it (recommended)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv </span><span class="token comment" style="color:#999988;font-style:italic"># setup a python3 virtualenv</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install external dependencies</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/testing.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install Superset in editable (development) mode</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -e </span><span class="token builtin class-name">.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Initialize the database</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note: For generating a SECRET_KEY if you haven't done already, you can use the command:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># echo "SECRET_KEY='$(openssl rand -base64 42)'" | tee -a superset_config.py</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Create an admin user in your metadata database (use `admin` as username to be able to load the examples)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset fab create-admin</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Create default roles and permissions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Load some data to play with.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note: you MUST have previously created an admin user with the username `admin` for this command to work.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load-examples</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Start the Flask dev web server from inside your virtualenv.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note that your page may not have CSS at this point.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">FLASK_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development superset run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or you can install via our Makefile</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># Create a virtual environment and activate it (recommended)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv </span><span class="token comment" style="color:#999988;font-style:italic"># setup a python3 virtualenv</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># install pip packages + pre-commit</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install superset pip packages and setup env only</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Setup pre-commit only</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Note: the FLASK_APP env var should not need to be set, as it's currently controlled
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Running a Local Flask Backend</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h3 class="anchor anchorWithStickyNavbar_LWe7" id="flask-server">Flask server<a href="#flask-server" class="hash-link" aria-label="Direct link to Flask server" title="Direct link to Flask server"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="os-dependencies">OS Dependencies<a href="#os-dependencies" class="hash-link" aria-label="Direct link to OS Dependencies" title="Direct link to OS Dependencies"></a></h4><p>Make sure your machine meets the <a href="https://superset.apache.org/docs/installation/installing-superset-from-scratch#os-dependencies" target="_blank" rel="noopener noreferrer">OS dependencies</a> before following these steps.
+You also need to install MySQL or <a href="https://mariadb.com/downloads" target="_blank" rel="noopener noreferrer">MariaDB</a>.</p><p>Ensure that you are using Python version 3.9 or 3.10, then proceed with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># Create a virtual environment and activate it (recommended)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv </span><span class="token comment" style="color:#999988;font-style:italic"># setup a python3 virtualenv</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install external dependencies</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/testing.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install Superset in editable (development) mode</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -e </span><span class="token builtin class-name">.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Initialize the database</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note: For generating a SECRET_KEY if you haven't done already, you can use the command:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># echo "SECRET_KEY='$(openssl rand -base64 42)'" | tee -a superset_config.py</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Create an admin user in your metadata database (use `admin` as username to be able to load the examples)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset fab create-admin</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Create default roles and permissions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Load some data to play with.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note: you MUST have previously created an admin user with the username `admin` for this command to work.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load-examples</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Start the Flask dev web server from inside your virtualenv.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Note that your page may not have CSS at this point.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">FLASK_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development superset run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or you can install via our Makefile</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># Create a virtual environment and activate it (recommended)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv </span><span class="token comment" style="color:#999988;font-style:italic"># setup a python3 virtualenv</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># install pip packages + pre-commit</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Install superset pip packages and setup env only</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Setup pre-commit only</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">make</span><span class="token plain"> pre-commit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Note: the FLASK_APP env var should not need to be set, as it's currently controlled
via <code>.flaskenv</code>, however if needed, it should be set to <code>superset.app:create_app()</code></strong></p><p>If you have made changes to the FAB-managed templates, which are not built the same way as the newer, React-powered front-end assets, you need to start the app without the <code>--with-threads</code> argument like so:
-<code>FLASK_ENV=development superset run -p 8088 --reload --debugger</code></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies"></a></h4><p>If you add a new requirement or update an existing requirement (per the <code>install_requires</code> section in <code>setup.py</code>) you must recompile (freeze) the Python dependencies to ensure that for CI, testing, etc. the build is deterministic. This can be achieved via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ python3 -m venv venv</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ </span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ python3 -m pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ pip-compile-multi --no-upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="logging-to-the-browser-console">Logging to the browser console<a href="#logging-to-the-browser-console" class="hash-link" aria-label="Direct link to Logging to the browser console" title="Direct link to Logging to the browser console"></a></h4><p>This feature is only available on Python 3. When debugging your application, you can have the server logs sent directly to the browser console using the <a href="https://github.com/betodealmeida/consolelog" target="_blank" rel="noopener noreferrer">ConsoleLog</a> package. You need to mutate the app, by adding the following to your <code>config.py</code> or <code>superset_config.py</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> console_log </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ConsoleLog</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">FLASK_APP_MUTATOR</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">wsgi_app </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> ConsoleLog</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">wsgi_app</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then make sure you run your WSGI server using the right worker type:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token assign-left variable" style="color:#36acaa">FLASK_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development gunicorn </span><span class="token string" style="color:#e3116c">"superset.app:create_app()"</span><span class="token plain"> -k </span><span class="token string" style="color:#e3116c">"geventwebsocket.gunicorn.workers.GeventWebSocketWorker"</span><span class="token plain"> -b </span><span class="token number" style="color:#36acaa">127.0</span><span class="token plain">.0.1:8088 --reload</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can log anything to the browser console, including objects:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> app</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">error</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'An exception occurred!'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">info</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">form_data</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="frontend-assets">Frontend Assets<a href="#frontend-assets" class="hash-link" aria-label="Direct link to Frontend Assets" title="Direct link to Frontend Assets"></a></h3><p>See <a href="https://github.com/apache/superset/blob/master/CONTRIBUTING.md#frontend" target="_blank" rel="noopener noreferrer">Building Frontend Assets Locally</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/local-backend.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Style Guide</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/hooks-and-linting"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Pre-commit Hooks and Linting</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#flask-server" class="table-of-contents__link toc-highlight">Flask server</a></li><li><a href="#frontend-assets" class="table-of-contents__link toc-highlight">Frontend Assets</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+<code>FLASK_ENV=development superset run -p 8088 --reload --debugger</code></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies"></a></h4><p>If you add a new requirement or update an existing requirement (per the <code>install_requires</code> section in <code>setup.py</code>) you must recompile (freeze) the Python dependencies to ensure that for CI, testing, etc. the build is deterministic. This can be achieved via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">$ python3 -m venv venv</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ </span><span class="token builtin class-name">source</span><span class="token plain"> venv/bin/activate</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ python3 -m pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r requirements/integration.txt</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">$ pip-compile-multi --no-upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="logging-to-the-browser-console">Logging to the browser console<a href="#logging-to-the-browser-console" class="hash-link" aria-label="Direct link to Logging to the browser console" title="Direct link to Logging to the browser console"></a></h4><p>This feature is only available on Python 3. When debugging your application, you can have the server logs sent directly to the browser console using the <a href="https://github.com/betodealmeida/consolelog" target="_blank" rel="noopener noreferrer">ConsoleLog</a> package. You need to mutate the app, by adding the following to your <code>config.py</code> or <code>superset_config.py</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> console_log </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ConsoleLog</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">FLASK_APP_MUTATOR</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">wsgi_app </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> ConsoleLog</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">wsgi_app</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then make sure you run your WSGI server using the right worker type:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token assign-left variable" style="color:#36acaa">FLASK_ENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">development gunicorn </span><span class="token string" style="color:#e3116c">"superset.app:create_app()"</span><span class="token plain"> -k </span><span class="token string" style="color:#e3116c">"geventwebsocket.gunicorn.workers.GeventWebSocketWorker"</span><span class="token plain"> -b </span><span class="token number" style="color:#36acaa">127.0</span><span class="token plain">.0.1:8088 --reload</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can log anything to the browser console, including objects:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> app</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">error</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'An exception occurred!'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">logger</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">info</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">form_data</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" 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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Pull Request Guidelines</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="pull-request-guidelines">Pull Request Guidelines<a href="#pull-request-guidelines" class="hash-link" aria-label="Direct link to Pull Request Guidelines" title="Direct link to Pull Request Guidelines"></a></h2><p>A philosophy we would like to strongly encourage is</p><blockquote><p>Before creating a PR, create an issue.</p></blockquote><p>The purpose is to separate problem from possible solutions.</p><p><strong>Bug fixes:</strong> If you’re only fixing a small bug, it’s fine to submit a pull request right away but we highly recommend to file an issue detailing what you’re fixing. This is helpful in case we don’t accept that specific fix but want to keep track of the issue. Please keep in mind that the project maintainers reserve the rights to accept or reject incoming PRs, so it is better to separate the issue and the code to fix it from each other. In some cases, project maintainers may request you to create a separate issue from PR before proceeding.</p><p><strong>Refactor:</strong> For small refactors, it can be a standalone PR itself detailing what you are refactoring and why. If there are concerns, project maintainers may request you to create a <code>#SIP</code> for the PR before proceeding.</p><p><strong>Feature/Large changes:</strong> If you intend to change the public API, or make any non-trivial changes to the implementation, we require you to file a new issue as <code>#SIP</code> (Superset Improvement Proposal). This lets us reach an agreement on your proposal before you put significant effort into it. You are welcome to submit a PR along with the SIP (sometimes necessary for demonstration), but we will not review/merge the code until the SIP is approved.</p><p>In general, small PRs are always easier to review than large PRs. The best practice is to break your work into smaller independent PRs and refer to the same issue. This will greatly reduce turnaround time.</p><p>If you wish to share your work which is not ready to merge yet, create a <a href="https://github.blog/2019-02-14-introducing-draft-pull-requests/" target="_blank" rel="noopener noreferrer">Draft PR</a>. This will enable maintainers and the CI runner to prioritize mature PR's.</p><p>Finally, never submit a PR that will put master branch in broken state. If the PR is part of multiple PRs to complete a large feature and cannot work on its own, you can create a feature branch and merge all related PRs into the feature branch before creating a PR from feature branch to master.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="protocol">Protocol<a href="#protocol" class="hash-link" aria-label="Direct link to Protocol" title="Direct link to Protocol"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="authoring">Authoring<a href="#authoring" class="hash-link" aria-label="Direct link to Authoring" title="Direct link to Authoring"></a></h4><ul><li><p>Fill in all sections of the PR template.</p></li><li><p>Title the PR with one of the following semantic prefixes (inspired by <a href="http://karma-runner.github.io/0.10/dev/git-commit-msg.html%5D" target="_blank" rel="noopener noreferrer">Karma</a>):</p><ul><li><code>feat</code> (new feature)</li><li><code>fix</code> (bug fix)</li><li><code>docs</code> (changes to the documentation)</li><li><code>style</code> (formatting, missing semi colons, etc; no application logic change)</li><li><code>refactor</code> (refactoring code)</li><li><code>test</code> (adding missing tests, refactoring tests; no application logic change)</li><li><code>chore</code> (updating tasks etc; no application logic change)</li><li><code>perf</code> (performance-related change)</li><li><code>build</code> (build tooling, Docker configuration change)</li><li><code>ci</code> (test runner, GitHub Actions workflow changes)</li><li><code>other</code> (changes that don't correspond to the above -- should be rare!)</li><li>Examples:<ul><li><code>feat: export charts as ZIP files</code></li><li><code>perf(api): improve API info performance</code></li><li><code>fix(chart-api): cached-indicator always shows value is cached</code></li></ul></li></ul></li><li><p>Add prefix <code>[WIP]</code> to title if not ready for review (WIP = work-in-progress). We recommend creating a PR with <code>[WIP]</code> first and remove it once you have passed CI test and read through your code changes at least once.</p></li><li><p>If you believe your PR contributes a potentially breaking change, put a <code>!</code> after the semantic prefix but before the colon in the PR title, like so: <code>feat!: Added foo functionality to bar</code></p></li><li><p><strong>Screenshots/GIFs:</strong> Changes to user interface require before/after screenshots, or GIF for interactions</p><ul><li>Recommended capture tools (<a href="https://getkap.co/" target="_blank" rel="noopener noreferrer">Kap</a>, <a href="https://www.cockos.com/licecap/" target="_blank" rel="noopener noreferrer">LICEcap</a>, <a href="https://download.cnet.com/Skitch/3000-13455_4-189876.html" target="_blank" rel="noopener noreferrer">Skitch</a>)</li><li>If no screenshot is provided, the committers will mark the PR with <code>need:screenshot</code> label and will not review until screenshot is provided.</li></ul></li><li><p><strong>Dependencies:</strong> Be careful about adding new dependency and avoid unnecessary dependencies.</p><ul><li>For Python, include it in <code>setup.py</code> denoting any specific restrictions and in <code>requirements.txt</code> pinned to a specific version which ensures that the application build is deterministic.</li><li>For TypeScript/JavaScript, include new libraries in <code>package.json</code></li></ul></li><li><p><strong>Tests:</strong> The pull request should include tests, either as doctests, unit tests, or both. Make sure to resolve all errors and test failures. See <a href="#testing">Testing</a> for how to run tests.</p></li><li><p><strong>Documentation:</strong> If the pull request adds functionality, the docs should be updated as part of the same PR.</p></li><li><p><strong>CI:</strong> Reviewers will not review the code until all CI tests are passed. Sometimes there can be flaky tests. You can close and open PR to re-run CI test. Please report if the issue persists. After the CI fix has been deployed to <code>master</code>, please rebase your PR.</p></li><li><p><strong>Code coverage:</strong> Please ensure that code coverage does not decrease.</p></li><li><p>Remove <code>[WIP]</code> when ready for review. Please note that it may be merged soon after approved so please make sure the PR is ready to merge and do not expect more time for post-approval edits.</p></li><li><p>If the PR was not ready for review and inactive for > 30 days, we will close it due to inactivity. The author is welcome to re-open and update.</p></li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="reviewing">Reviewing<a href="#reviewing" class="hash-link" aria-label="Direct link to Reviewing" title="Direct link to Reviewing"></a></h4><ul><li>Use constructive tone when writing reviews.</li><li>If there are changes required, state clearly what needs to be done before the PR can be approved.</li><li>If you are asked to update your pull request with some changes there's no need to create a new one. Push your changes to the same branch.</li><li>The committers reserve the right to reject any PR and in some cases may request the author to file an issue.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="test-environments">Test Environments<a href="#test-environments" class="hash-link" aria-label="Direct link to Test Environments" title="Direct link to Test Environments"></a></h4><ul><li>Members of the Apache GitHub org can launch an ephemeral test environment directly on a pull request by creating a comment containing (only) the command <code>/testenv up</code>.<ul><li>Note that org membership must be public in order for this validation to function properly.</li></ul></li><li>Feature flags may be set for a test environment by specifying the flag name (prefixed with <code>FEATURE_</code>) and value after the command.<ul><li>Format: <code>/testenv up FEATURE_<feature flag name>=true|false</code></li><li>Example: <code>/testenv up FEATURE_DASHBOARD_NATIVE_FILTERS=true</code></li><li>Multiple feature flags may be set in single command, separated by whitespace</li></ul></li><li>A comment will be created by the workflow script with the address and login information for the ephemeral environment.</li><li>Test environments may be created once the Docker build CI workflow for the PR has completed successfully.</li><li>Test environments do not currently update automatically when new commits are added to a pull request.</li><li>Test environments do not currently support async workers, though this is planned.</li><li>Running test environments will be shutdown upon closing the pull request.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="merging">Merging<a href="#merging" class="hash-link" aria-label="Direct link to Merging" title="Direct link to Merging"></a></h4><ul><li>At least one approval is required for merging a PR.</li><li>PR is usually left open for at least 24 hours before merging.</li><li>After the PR is merged, <a href="https://help.github.com/articles/closing-issues-using-keywords/" target="_blank" rel="noopener noreferrer">close the corresponding issue(s)</a>.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="post-merge-responsibility">Post-merge Responsibility<a href="#post-merge-responsibility" class="hash-link" aria-label="Direct link to Post-merge Responsibility" title="Direct link to Post-merge Responsibility"></a></h4><ul><li>Project maintainers may contact the PR author if new issues are introduced by the PR.</li><li>Project maintainers may revert your changes if a critical issue is found, such as breaking master branch CI.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/pull-request-guidelines.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/types-of-contributions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Types of Contributions</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Style Guide</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#pull-request-guidelines" class="table-of-contents__link toc-highlight">Pull Request Guidelines</a><ul><li><a href="#protocol" class="table-of-contents__link toc-highlight">Protocol</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Pull Request Guidelines</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="pull-request-guidelines">Pull Request Guidelines<a href="#pull-request-guidelines" class="hash-link" aria-label="Direct link to Pull Request Guidelines" title="Direct link to Pull Request Guidelines"></a></h2><p>A philosophy we would like to strongly encourage is</p><blockquote><p>Before creating a PR, create an issue.</p></blockquote><p>The purpose is to separate problem from possible solutions.</p><p><strong>Bug fixes:</strong> If you’re only fixing a small bug, it’s fine to submit a pull request right away but we highly recommend to file an issue detailing what you’re fixing. This is helpful in case we don’t accept that specific fix but want to keep track of the issue. Please keep in mind that the project maintainers reserve the rights to accept or reject incoming PRs, so it is better to separate the issue and the code to fix it from each other. In some cases, project maintainers may request you to create a separate issue from PR before proceeding.</p><p><strong>Refactor:</strong> For small refactors, it can be a standalone PR itself detailing what you are refactoring and why. If there are concerns, project maintainers may request you to create a <code>#SIP</code> for the PR before proceeding.</p><p><strong>Feature/Large changes:</strong> If you intend to change the public API, or make any non-trivial changes to the implementation, we require you to file a new issue as <code>#SIP</code> (Superset Improvement Proposal). This lets us reach an agreement on your proposal before you put significant effort into it. You are welcome to submit a PR along with the SIP (sometimes necessary for demonstration), but we will not review/merge the code until the SIP is approved.</p><p>In general, small PRs are always easier to review than large PRs. The best practice is to break your work into smaller independent PRs and refer to the same issue. This will greatly reduce turnaround time.</p><p>If you wish to share your work which is not ready to merge yet, create a <a href="https://github.blog/2019-02-14-introducing-draft-pull-requests/" target="_blank" rel="noopener noreferrer">Draft PR</a>. This will enable maintainers and the CI runner to prioritize mature PR's.</p><p>Finally, never submit a PR that will put master branch in broken state. If the PR is part of multiple PRs to complete a large feature and cannot work on its own, you can create a feature branch and merge all related PRs into the feature branch before creating a PR from feature branch to master.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="protocol">Protocol<a href="#protocol" class="hash-link" aria-label="Direct link to Protocol" title="Direct link to Protocol"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="authoring">Authoring<a href="#authoring" class="hash-link" aria-label="Direct link to Authoring" title="Direct link to Authoring"></a></h4><ul><li><p>Fill in all sections of the PR template.</p></li><li><p>Title the PR with one of the following semantic prefixes (inspired by <a href="http://karma-runner.github.io/0.10/dev/git-commit-msg.html%5D" target="_blank" rel="noopener noreferrer">Karma</a>):</p><ul><li><code>feat</code> (new feature)</li><li><code>fix</code> (bug fix)</li><li><code>docs</code> (changes to the documentation)</li><li><code>style</code> (formatting, missing semi colons, etc; no application logic change)</li><li><code>refactor</code> (refactoring code)</li><li><code>test</code> (adding missing tests, refactoring tests; no application logic change)</li><li><code>chore</code> (updating tasks etc; no application logic change)</li><li><code>perf</code> (performance-related change)</li><li><code>build</code> (build tooling, Docker configuration change)</li><li><code>ci</code> (test runner, GitHub Actions workflow changes)</li><li><code>other</code> (changes that don't correspond to the above -- should be rare!)</li><li>Examples:<ul><li><code>feat: export charts as ZIP files</code></li><li><code>perf(api): improve API info performance</code></li><li><code>fix(chart-api): cached-indicator always shows value is cached</code></li></ul></li></ul></li><li><p>Add prefix <code>[WIP]</code> to title if not ready for review (WIP = work-in-progress). We recommend creating a PR with <code>[WIP]</code> first and remove it once you have passed CI test and read through your code changes at least once.</p></li><li><p>If you believe your PR contributes a potentially breaking change, put a <code>!</code> after the semantic prefix but before the colon in the PR title, like so: <code>feat!: Added foo functionality to bar</code></p></li><li><p><strong>Screenshots/GIFs:</strong> Changes to user interface require before/after screenshots, or GIF for interactions</p><ul><li>Recommended capture tools (<a href="https://getkap.co/" target="_blank" rel="noopener noreferrer">Kap</a>, <a href="https://www.cockos.com/licecap/" target="_blank" rel="noopener noreferrer">LICEcap</a>, <a href="https://download.cnet.com/Skitch/3000-13455_4-189876.html" target="_blank" rel="noopener noreferrer">Skitch</a>)</li><li>If no screenshot is provided, the committers will mark the PR with <code>need:screenshot</code> label and will not review until screenshot is provided.</li></ul></li><li><p><strong>Dependencies:</strong> Be careful about adding new dependency and avoid unnecessary dependencies.</p><ul><li>For Python, include it in <code>setup.py</code> denoting any specific restrictions and in <code>requirements.txt</code> pinned to a specific version which ensures that the application build is deterministic.</li><li>For TypeScript/JavaScript, include new libraries in <code>package.json</code></li></ul></li><li><p><strong>Tests:</strong> The pull request should include tests, either as doctests, unit tests, or both. Make sure to resolve all errors and test failures. See <a href="#testing">Testing</a> for how to run tests.</p></li><li><p><strong>Documentation:</strong> If the pull request adds functionality, the docs should be updated as part of the same PR.</p></li><li><p><strong>CI:</strong> Reviewers will not review the code until all CI tests are passed. Sometimes there can be flaky tests. You can close and open PR to re-run CI test. Please report if the issue persists. After the CI fix has been deployed to <code>master</code>, please rebase your PR.</p></li><li><p><strong>Code coverage:</strong> Please ensure that code coverage does not decrease.</p></li><li><p>Remove <code>[WIP]</code> when ready for review. Please note that it may be merged soon after approved so please make sure the PR is ready to merge and do not expect more time for post-approval edits.</p></li><li><p>If the PR was not ready for review and inactive for > 30 days, we will close it due to inactivity. The author is welcome to re-open and update.</p></li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="reviewing">Reviewing<a href="#reviewing" class="hash-link" aria-label="Direct link to Reviewing" title="Direct link to Reviewing"></a></h4><ul><li>Use constructive tone when writing reviews.</li><li>If there are changes required, state clearly what needs to be done before the PR can be approved.</li><li>If you are asked to update your pull request with some changes there's no need to create a new one. Push your changes to the same branch.</li><li>The committers reserve the right to reject any PR and in some cases may request the author to file an issue.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="test-environments">Test Environments<a href="#test-environments" class="hash-link" aria-label="Direct link to Test Environments" title="Direct link to Test Environments"></a></h4><ul><li>Members of the Apache GitHub org can launch an ephemeral test environment directly on a pull request by creating a comment containing (only) the command <code>/testenv up</code>.<ul><li>Note that org membership must be public in order for this validation to function properly.</li></ul></li><li>Feature flags may be set for a test environment by specifying the flag name (prefixed with <code>FEATURE_</code>) and value after the command.<ul><li>Format: <code>/testenv up FEATURE_<feature flag name>=true|false</code></li><li>Example: <code>/testenv up FEATURE_DASHBOARD_NATIVE_FILTERS=true</code></li><li>Multiple feature flags may be set in single command, separated by whitespace</li></ul></li><li>A comment will be created by the workflow script with the address and login information for the ephemeral environment.</li><li>Test environments may be created once the Docker build CI workflow for the PR has completed successfully.</li><li>Test environments do not currently update automatically when new commits are added to a pull request.</li><li>Test environments do not currently support async workers, though this is planned.</li><li>Running test environments will be shutdown upon closing the pull request.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="merging">Merging<a href="#merging" class="hash-link" aria-label="Direct link to Merging" title="Direct link to Merging"></a></h4><ul><li>At least one approval is required for merging a PR.</li><li>PR is usually left open for at least 24 hours before merging.</li><li>After the PR is merged, <a href="https://help.github.com/articles/closing-issues-using-keywords/" target="_blank" rel="noopener noreferrer">close the corresponding issue(s)</a>.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="post-merge-responsibility">Post-merge Responsibility<a href="#post-merge-responsibility" class="hash-link" aria-label="Direct link to Post-merge Responsibility" title="Direct link to Post-merge Responsibility"></a></h4><ul><li>Project maintainers may contact the PR author if new issues are introduced by the PR.</li><li>Project maintainers may revert your changes if a critical issue is found, such as breaking master branch CI.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/pull-request-guidelines.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/types-of-contributions"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Types of Contributions</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/style-guide"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Style Guide</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#pull-request-guidelines" class="table-of-contents__link toc-highlight">Pull Request Guidelines</a><ul><li><a href="#protocol" class="table-of-contents__link toc-highlight">Protocol</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Capitalization guidelines" title="Direct link to Capitalization guidelines"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="sentence-case">Sentence case<a href="#sentence-case" class="hash-link" aria-label="Direct link to Sentence case" title="Direct link to Sentence case"></a></h4><p>Use sentence-case capitalization for everything in the UI (except these <!-- -->*<!-- -->*<!-- -->).</p><p>Sentence case is predominantly lowercase. Capitalize only the initial character of the first word, and other words that require capitalization, like:</p><ul><li><strong>Proper nouns.</strong> Objects in the product <em>are not</em> considered proper nouns e.g. dashboards, charts, saved queries etc. Proprietary feature names eg. SQL Lab, Preset Manager <em>are</em> considered proper nouns</li><li><strong>Acronyms</strong> (e.g. CSS, HTML)</li><li>When referring to <strong>UI labels that are themselves capitalized</strong> from sentence case (e.g. page titles - Dashboards page, Charts page, Saved queries page, etc.)</li><li>User input that is reflected in the UI. E.g. a user-named a dashboard tab</li></ul><p><strong>Sentence case vs. Title case:</strong>
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Style Guide</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="design-guidelines">Design Guidelines<a href="#design-guidelines" class="hash-link" aria-label="Direct link to Design Guidelines" title="Direct link to Design Guidelines"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="capitalization-guidelines">Capitalization guidelines<a href="#capitalization-guidelines" class="hash-link" aria-label="Direct link to Capitalization guidelines" title="Direct link to Capitalization guidelines"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="sentence-case">Sentence case<a href="#sentence-case" class="hash-link" aria-label="Direct link to Sentence case" title="Direct link to Sentence case"></a></h4><p>Use sentence-case capitalization for everything in the UI (except these <!-- -->*<!-- -->*<!-- -->).</p><p>Sentence case is predominantly lowercase. Capitalize only the initial character of the first word, and other words that require capitalization, like:</p><ul><li><strong>Proper nouns.</strong> Objects in the product <em>are not</em> considered proper nouns e.g. dashboards, charts, saved queries etc. Proprietary feature names eg. SQL Lab, Preset Manager <em>are</em> considered proper nouns</li><li><strong>Acronyms</strong> (e.g. CSS, HTML)</li><li>When referring to <strong>UI labels that are themselves capitalized</strong> from sentence case (e.g. page titles - Dashboards page, Charts page, Saved queries page, etc.)</li><li>User input that is reflected in the UI. E.g. a user-named a dashboard tab</li></ul><p><strong>Sentence case vs. Title case:</strong>
Title case: "A Dog Takes a Walk in Paris"
Sentence case: "A dog takes a walk in Paris"</p><p><strong>Why sentence case?</strong></p><ul><li>It’s generally accepted as the quickest to read</li><li>It’s the easiest form to distinguish between common and proper nouns</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-refer-to-ui-elements">How to refer to UI elements<a href="#how-to-refer-to-ui-elements" class="hash-link" aria-label="Direct link to How to refer to UI elements" title="Direct link to How to refer to UI elements"></a></h4><p>When writing about a UI element, use the same capitalization as used in the UI.</p><p>For example, if an input field is labeled “Name” then you refer to this as the “Name input field”. Similarly, if a button has the label “Save” in it, then it is correct to refer to the “Save button”.</p><p>Where a product page is titled “Settings”, you refer to this in writing as follows:
-“Edit your personal information on the Settings page”.</p><p>Often a product page will have the same title as the objects it contains. In this case, refer to the page as it appears in the UI, and the objects as common nouns:</p><ul><li>Upload a dashboard on the Dashboards page</li><li>Go to Dashboards</li><li>View dashboard</li><li>View all dashboards</li><li>Upload CSS templates on the CSS templates page</li><li>Queries that you save will appear on the Saved queries page</li><li>Create custom queries in SQL Lab then create dashboards</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="exceptions-to-sentence-case">*<!-- -->*<!-- -->Exceptions to sentence case:<a href="#exceptions-to-sentence-case" class="hash-link" aria-label="Direct link to exceptions-to-sentence-case" title="Direct link to exceptions-to-sentence-case"></a></h4><ul><li>Input labels, buttons and UI tabs are all caps</li><li>User input values (e.g. column names, SQL Lab tab names) should be in their original case</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/style-guide.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/pull-request-guidelines"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Pull Request Guidelines</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/local-backend"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Running a Local Flask Backend</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#design-guidelines" class="table-of-contents__link toc-highlight">Design Guidelines</a><ul><li><a href="#capitalization-guidelines" class="table-of-contents__link toc-highlight">Capitalization guidelines</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+“Edit your personal information on the Settings page”.</p><p>Often a product page will have the same title as the objects it contains. In this case, refer to the page as it appears in the UI, and the objects as common nouns:</p><ul><li>Upload a dashboard on the Dashboards page</li><li>Go to Dashboards</li><li>View dashboard</li><li>View all dashboards</li><li>Upload CSS templates on the CSS templates page</li><li>Queries that you save will appear on the Saved queries page</li><li>Create custom queries in SQL Lab then create dashboards</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="exceptions-to-sentence-case">*<!-- -->*<!-- -->Exceptions to sentence case:<a href="#exceptions-to-sentence-case" class="hash-link" aria-label="Direct link to exceptions-to-sentence-case" title="Direct link to exceptions-to-sentence-case"></a></h4><ul><li>Input labels, buttons and UI tabs are all caps</li><li>User input values (e.g. column names, SQL Lab tab names) should be in their original case</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/style-guide.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/pull-request-guidelines"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Pull Request Guidelines</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/local-backend"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Running a Local Flask Backend</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#design-guidelines" class="table-of-contents__link toc-highlight">Design Guidelines</a><ul><li><a href="#capitalization-guidelines" class="table-of-contents__link toc-highlight">Capitalization guidelines</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Testing</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="testing">Testing<a href="#testing" class="hash-link" aria-label="Direct link to Testing" title="Direct link to Testing"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-testing">Python Testing<a href="#python-testing" class="hash-link" aria-label="Direct link to Python Testing" title="Direct link to Python Testing"></a></h3><p>All python tests are carried out in <a href="https://tox.readthedocs.io/en/latest/index.html" target="_blank" rel="noopener noreferrer">tox</a>
a standardized testing framework.
-All python tests can be run with any of the tox <a href="https://tox.readthedocs.io/en/latest/example/basic.html#a-simple-tox-ini-default-environments" target="_blank" rel="noopener noreferrer">environments</a>, via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For example,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e py38</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, you can run all tests in a single file via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> -- tests/test_file.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or for a specific test via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> -- tests/test_file.py::TestClassName::test_method_name</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that the test environment uses a temporary directory for defining the
+All python tests can be run with any of the tox <a href="https://tox.readthedocs.io/en/latest/example/basic.html#a-simple-tox-ini-default-environments" target="_blank" rel="noopener noreferrer">environments</a>, via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For example,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e py38</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, you can run all tests in a single file via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> -- tests/test_file.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>or for a specific test via,</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">tox -e </span><span class="token operator" style="color:#393A34"><</span><span class="token plain">environment</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> -- tests/test_file.py::TestClassName::test_method_name</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that the test environment uses a temporary directory for defining the
SQLite databases which will be cleared each time before the group of test
commands are invoked.</p><p>There is also a utility script included in the Superset codebase to run python integration tests. The <a href="https://github.com/apache/superset/tree/master/scripts/tests" target="_blank" rel="noopener noreferrer">readme can be
-found here</a></p><p>To run all integration tests for example, run this script from the root directory:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">scripts/tests/run.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can run unit tests found in './tests/unit_tests' for example with pytest. It is a simple way to run an isolated test that doesn't need any database setup</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pytest ./link_to_test.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="testing-with-local-presto-connections">Testing with local Presto connections<a href="#testing-with-local-presto-connections" class="hash-link" aria-label="Direct link to Testing with local Presto connections" title="Direct link to Testing with local Presto connections"></a></h4><p>If you happen to change db engine spec for Presto/Trino, you can run a local Presto cluster with Docker:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> run -p </span><span class="token number" style="color:#36acaa">15433</span><span class="token plain">:15433 starburstdata/presto:350-e.6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then update <code>SUPERSET__SQLALCHEMY_EXAMPLES_URI</code> to point to local Presto cluster:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET__SQLALCHEMY_EXAMPLES_URI</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">presto://localhost:15433/memory/default</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="frontend-testing">Frontend Testing<a href="#frontend-testing" class="hash-link" aria-label="Direct link to Frontend Testing" title="Direct link to Frontend Testing"></a></h3><p>We use <a href="https://jestjs.io/" target="_blank" rel="noopener noreferrer">Jest</a> and <a href="https://airbnb.io/enzyme/" target="_blank" rel="noopener noreferrer">Enzyme</a> to test TypeScript/JavaScript. Tests can be run with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run </span><span class="token builtin class-name">test</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To run a single test file:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run </span><span class="token builtin class-name">test</span><span class="token plain"> -- path/to/file.js</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="integration-testing">Integration Testing<a href="#integration-testing" class="hash-link" aria-label="Direct link to Integration Testing" title="Direct link to Integration Testing"></a></h3><p>We use <a href="https://www.cypress.io/" target="_blank" rel="noopener noreferrer">Cypress</a> for integration tests. Tests can be run by <code>tox -e cypress</code>. To open Cypress and explore tests first setup and run test server:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET_CONFIG</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">tests.integration_tests.superset_test_config</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET_TESTENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">true</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">CYPRESS_BASE_URL</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">"http://localhost:8081"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load_test_users</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load-examples --load-test-data</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset run --port </span><span class="token number" style="color:#36acaa">8081</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Run Cypress tests:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run build-instrumented</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> cypress-base</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># run tests via headless Chrome browser (requires Chrome 64+)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-run-chrome</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># run tests from a specific file</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-run-chrome -- --spec cypress/e2e/explore/link.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># run specific file with video capture</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-run-chrome -- --spec cypress/e2e/dashboard/index.test.js --config </span><span class="token assign-left variable" style="color:#36acaa">video</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">true</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># to open the cypress ui</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-debug</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># to point cypress to a url other than the default (http://localhost:8088) set the environment variable before running the script</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># e.g., CYPRESS_BASE_URL="http://localhost:9000"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">CYPRESS_BASE_URL</span><span class="token operator" style="color:#393A34">=</span><span class="token operator" style="color:#393A34"><</span><span class="token plain">your url</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress </span><span class="token function" style="color:#d73a49">open</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>See <a href="https://github.com/apache/superset/blob/master/superset-frontend/cypress_build.sh" target="_blank" rel="noopener noreferrer"><code>superset-frontend/cypress_build.sh</code></a>.</p><p>As an alternative you can use docker-compose environment for testing:</p><p>Make sure you have added below line to your /etc/hosts file:
+found here</a></p><p>To run all integration tests for example, run this script from the root directory:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">scripts/tests/run.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can run unit tests found in './tests/unit_tests' for example with pytest. It is a simple way to run an isolated test that doesn't need any database setup</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pytest ./link_to_test.py</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="testing-with-local-presto-connections">Testing with local Presto connections<a href="#testing-with-local-presto-connections" class="hash-link" aria-label="Direct link to Testing with local Presto connections" title="Direct link to Testing with local Presto connections"></a></h4><p>If you happen to change db engine spec for Presto/Trino, you can run a local Presto cluster with Docker:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> run -p </span><span class="token number" style="color:#36acaa">15433</span><span class="token plain">:15433 starburstdata/presto:350-e.6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then update <code>SUPERSET__SQLALCHEMY_EXAMPLES_URI</code> to point to local Presto cluster:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET__SQLALCHEMY_EXAMPLES_URI</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">presto://localhost:15433/memory/default</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="frontend-testing">Frontend Testing<a href="#frontend-testing" class="hash-link" aria-label="Direct link to Frontend Testing" title="Direct link to Frontend Testing"></a></h3><p>We use <a href="https://jestjs.io/" target="_blank" rel="noopener noreferrer">Jest</a> and <a href="https://airbnb.io/enzyme/" target="_blank" rel="noopener noreferrer">Enzyme</a> to test TypeScript/JavaScript. Tests can be run with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run </span><span class="token builtin class-name">test</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To run a single test file:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run </span><span class="token builtin class-name">test</span><span class="token plain"> -- path/to/file.js</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="integration-testing">Integration Testing<a href="#integration-testing" class="hash-link" aria-label="Direct link to Integration Testing" title="Direct link to Integration Testing"></a></h3><p>We use <a href="https://www.cypress.io/" target="_blank" rel="noopener noreferrer">Cypress</a> for integration tests. Tests can be run by <code>tox -e cypress</code>. To open Cypress and explore tests first setup and run test server:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET_CONFIG</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">tests.integration_tests.superset_test_config</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">SUPERSET_TESTENV</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">true</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:#36acaa">CYPRESS_BASE_URL</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">"http://localhost:8081"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load_test_users</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load-examples --load-test-data</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset run --port </span><span class="token number" style="color:#36acaa">8081</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Run Cypress tests:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run build-instrumented</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> cypress-base</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># run tests via headless Chrome browser (requires Chrome 64+)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-run-chrome</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># run tests from a specific file</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-run-chrome -- --spec cypress/e2e/explore/link.test.ts</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># run specific file with video capture</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-run-chrome -- --spec cypress/e2e/dashboard/index.test.js --config </span><span class="token assign-left variable" style="color:#36acaa">video</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">true</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># to open the cypress ui</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress-debug</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># to point cypress to a url other than the default (http://localhost:8088) set the environment variable before running the script</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># e.g., CYPRESS_BASE_URL="http://localhost:9000"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">CYPRESS_BASE_URL</span><span class="token operator" style="color:#393A34">=</span><span class="token operator" style="color:#393A34"><</span><span class="token plain">your url</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress </span><span class="token function" style="color:#d73a49">open</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>See <a href="https://github.com/apache/superset/blob/master/superset-frontend/cypress_build.sh" target="_blank" rel="noopener noreferrer"><code>superset-frontend/cypress_build.sh</code></a>.</p><p>As an alternative you can use docker-compose environment for testing:</p><p>Make sure you have added below line to your /etc/hosts file:
<code>127.0.0.1 db</code></p><p>If you already have launched Docker environment please use the following command to assure a fresh database instance:
-<code>docker-compose down -v</code></p><p>Launch environment:</p><p><code>CYPRESS_CONFIG=true docker-compose up</code></p><p>It will serve backend and frontend on port 8088.</p><p>Run Cypress tests:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> cypress-base</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress </span><span class="token function" style="color:#d73a49">open</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="debugging-server-app">Debugging Server App<a href="#debugging-server-app" class="hash-link" aria-label="Direct link to Debugging Server App" title="Direct link to Debugging Server App"></a></h3><p>Follow these instructions to debug the Flask app running inside a docker container.</p><p>First add the following to the ./docker-compose.yaml file</p><div class="language-diff codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-diff codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> env_file: docker/.env</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> image: *superset-image</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> container_name: superset_app</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> command: ["/app/docker/docker-bootstrap.sh", "app"]</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> restart: unless-stopped</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token inserted-sign inserted prefix inserted" style="color:#36acaa">+</span><span class="token inserted-sign inserted line" style="color:#36acaa"> cap_add:</span><br></span><span class="token-line" style="color:#393A34"><span class="token inserted-sign inserted line" style="color:#36acaa"></span><span class="token inserted-sign inserted prefix inserted" style="color:#36acaa">+</span><span class="token inserted-sign inserted line" style="color:#36acaa"> - SYS_PTRACE</span><br></span><span class="token-line" style="color:#393A34"><span class="token inserted-sign inserted line" style="color:#36acaa"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> ports:</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> - 8088:8088</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token inserted-sign inserted prefix inserted" style="color:#36acaa">+</span><span class="token inserted-sign inserted line" style="color:#36acaa"> - 5678:5678</span><br></span><span class="token-line" style="color:#393A34"><span class="token inserted-sign inserted line" style="color:#36acaa"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> user: "root"</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> depends_on: *superset-depends-on</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> volumes: *superset-volumes</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> environment:</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> CYPRESS_CONFIG: "${CYPRESS_CONFIG}"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Start Superset as usual</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Install the required libraries and packages to the docker container</p><p>Enter the superset_app container</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> </span><span class="token builtin class-name">exec</span><span class="token plain"> -it superset_app /bin/bash</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root@39ce8cf9d6ab:/app</span><span class="token comment" style="color:#999988;font-style:italic">#</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Run the following commands inside the container</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">apt</span><span class="token plain"> update</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">apt</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -y gdb</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">apt</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -y net-tools</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> debugpy</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Find the PID for the Flask process. Make sure to use the first PID. The Flask app will re-spawn a sub-process every time you change any of the python code. So it's important to use the first PID.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">ps</span><span class="token plain"> -ef</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token environment constant" style="color:#36acaa">UID</span><span class="token plain"> PID </span><span class="token environment constant" style="color:#36acaa">PPID</span><span class="token plain"> C STIME TTY TIME CMD</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root </span><span class="token number" style="color:#36acaa">1</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">14</span><span class="token plain">:09 ? 00:00:00 </span><span class="token function" style="color:#d73a49">bash</span><span class="token plain"> /app/docker/docker-bootstrap.sh app</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root </span><span class="token number" style="color:#36acaa">6</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">1</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">4</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">14</span><span class="token plain">:09 ? 00:00:04 /usr/local/bin/python /usr/bin/flask run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger --host</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">6</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">7</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">14</span><span class="token plain">:09 ? 00:00:07 /usr/local/bin/python /usr/bin/flask run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger --host</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Inject debugpy into the running Flask process. In this case PID 6.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m debugpy --listen </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:5678 --pid </span><span class="token number" style="color:#36acaa">6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Verify that debugpy is listening on port 5678</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">netstat</span><span class="token plain"> -tunap</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Active Internet connections </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">servers and established</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Proto Recv-Q Send-Q Local Address Foreign Address State PID/Program name</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tcp </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:5678 </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:* LISTEN </span><span class="token number" style="color:#36acaa">462</span><span class="token plain">/python</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tcp </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:8088 </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:* LISTEN </span><span class="token number" style="color:#36acaa">6</span><span class="token plain">/python</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You are now ready to attach a debugger to the process. Using VSCode you can configure a launch configuration file .vscode/launch.json like so.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "version": "0.2.0",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "configurations": [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "name": "Attach to Superset App in Docker Container",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "type": "python",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "request": "attach",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "connect": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "host": "127.0.0.1",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "port": 5678</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> },</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "pathMappings": [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "localRoot": "${workspaceFolder}",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "remoteRoot": "/app"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> },</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>VSCode will not stop on breakpoints right away. We've attached to PID 6 however it does not yet know of any sub-processes. In order to "wakeup" the debugger you need to modify a python file. This will trigger Flask to reload the code and create a new sub-process. This new sub-process will be detected by VSCode and breakpoints will be activated.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="debugging-server-app-in-kubernetes-environment">Debugging Server App in Kubernetes Environment<a href="#debugging-server-app-in-kubernetes-environment" class="hash-link" aria-label="Direct link to Debugging Server App in Kubernetes Environment" title="Direct link to Debugging Server App in Kubernetes Environment"></a></h3><p>To debug Flask running in POD inside kubernetes cluster. You'll need to make sure the pod runs as root and is granted the SYS_TRACE capability.These settings should not be used in production environments.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> securityContext:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> capabilities:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> add: ["SYS_PTRACE"]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>See (set capabilities for a container)<!-- -->[https://kubernetes.io/docs/tasks/configure-pod-container/security-context/#set-capabilities-for-a-container]<!-- --> for more details.</p><p>Once the pod is running as root and has the SYS_PTRACE capability it will be able to debug the Flask app.</p><p>You can follow the same instructions as in the docker-compose. Enter the pod and install the required library and packages; gdb, netstat and debugpy.</p><p>Often in a Kubernetes environment nodes are not addressable from outside the cluster. VSCode will thus be unable to remotely connect to port 5678 on a Kubernetes node. In order to do this you need to create a tunnel that port forwards 5678 to your local machine.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kubectl port-forward pod/superset-<some random id> 5678:5678</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can now launch your VSCode debugger with the same config as above. VSCode will connect to to 127.0.0.1:5678 which is forwarded by kubectl to your remote kubernetes POD.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="storybook">Storybook<a href="#storybook" class="hash-link" aria-label="Direct link to Storybook" title="Direct link to Storybook"></a></h3><p>Superset includes a <a href="https://storybook.js.org/" target="_blank" rel="noopener noreferrer">Storybook</a> to preview the layout/styling of various Superset components, and variations thereof. To open and view the Storybook:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run storybook</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When contributing new React components to Superset, please try to add a Story alongside the component's <code>jsx/tsx</code> file.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/testing-locally.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/conventions-and-typing"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Conventions and Typing</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/translations"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Translating</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#testing" class="table-of-contents__link toc-highlight">Testing</a><ul><li><a href="#python-testing" class="table-of-contents__link toc-highlight">Python Testing</a></li><li><a href="#frontend-testing" class="table-of-contents__link toc-highlight">Frontend Testing</a></li><li><a href="#integration-testing" class="table-of-contents__link toc-highlight">Integration Testing</a></li><li><a href="#debugging-server-app" class="table-of-contents__link toc-highlight">Debugging Server App</a></li><li><a href="#debugging-server-app-in-kubernetes-environment" class="table-of-contents__link toc-highlight">Debugging Server App in Kubernetes Environment</a></li><li><a href="#storybook" class="table-of-contents__link toc-highlight">Storybook</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+<code>docker-compose down -v</code></p><p>Launch environment:</p><p><code>CYPRESS_CONFIG=true docker-compose up</code></p><p>It will serve backend and frontend on port 8088.</p><p>Run Cypress tests:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> cypress-base</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run cypress </span><span class="token function" style="color:#d73a49">open</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="debugging-server-app">Debugging Server App<a href="#debugging-server-app" class="hash-link" aria-label="Direct link to Debugging Server App" title="Direct link to Debugging Server App"></a></h3><p>Follow these instructions to debug the Flask app running inside a docker container.</p><p>First add the following to the ./docker-compose.yaml file</p><div class="language-diff codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-diff codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> env_file: docker/.env</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> image: *superset-image</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> container_name: superset_app</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> command: ["/app/docker/docker-bootstrap.sh", "app"]</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> restart: unless-stopped</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token inserted-sign inserted prefix inserted" style="color:#36acaa">+</span><span class="token inserted-sign inserted line" style="color:#36acaa"> cap_add:</span><br></span><span class="token-line" style="color:#393A34"><span class="token inserted-sign inserted line" style="color:#36acaa"></span><span class="token inserted-sign inserted prefix inserted" style="color:#36acaa">+</span><span class="token inserted-sign inserted line" style="color:#36acaa"> - SYS_PTRACE</span><br></span><span class="token-line" style="color:#393A34"><span class="token inserted-sign inserted line" style="color:#36acaa"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> ports:</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> - 8088:8088</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token inserted-sign inserted prefix inserted" style="color:#36acaa">+</span><span class="token inserted-sign inserted line" style="color:#36acaa"> - 5678:5678</span><br></span><span class="token-line" style="color:#393A34"><span class="token inserted-sign inserted line" style="color:#36acaa"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> user: "root"</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> depends_on: *superset-depends-on</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> volumes: *superset-volumes</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> environment:</span><br></span><span class="token-line" style="color:#393A34"><span class="token unchanged line"></span><span class="token unchanged prefix unchanged"> </span><span class="token unchanged line"> CYPRESS_CONFIG: "${CYPRESS_CONFIG}"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Start Superset as usual</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Install the required libraries and packages to the docker container</p><p>Enter the superset_app container</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> </span><span class="token builtin class-name">exec</span><span class="token plain"> -it superset_app /bin/bash</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root@39ce8cf9d6ab:/app</span><span class="token comment" style="color:#999988;font-style:italic">#</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Run the following commands inside the container</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">apt</span><span class="token plain"> update</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">apt</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -y gdb</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">apt</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -y net-tools</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> debugpy</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Find the PID for the Flask process. Make sure to use the first PID. The Flask app will re-spawn a sub-process every time you change any of the python code. So it's important to use the first PID.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">ps</span><span class="token plain"> -ef</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token environment constant" style="color:#36acaa">UID</span><span class="token plain"> PID </span><span class="token environment constant" style="color:#36acaa">PPID</span><span class="token plain"> C STIME TTY TIME CMD</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root </span><span class="token number" style="color:#36acaa">1</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">14</span><span class="token plain">:09 ? 00:00:00 </span><span class="token function" style="color:#d73a49">bash</span><span class="token plain"> /app/docker/docker-bootstrap.sh app</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root </span><span class="token number" style="color:#36acaa">6</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">1</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">4</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">14</span><span class="token plain">:09 ? 00:00:04 /usr/local/bin/python /usr/bin/flask run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger --host</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">root </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">6</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">7</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">14</span><span class="token plain">:09 ? 00:00:07 /usr/local/bin/python /usr/bin/flask run -p </span><span class="token number" style="color:#36acaa">8088</span><span class="token plain"> --with-threads --reload --debugger --host</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Inject debugpy into the running Flask process. In this case PID 6.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m debugpy --listen </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:5678 --pid </span><span class="token number" style="color:#36acaa">6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Verify that debugpy is listening on port 5678</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">netstat</span><span class="token plain"> -tunap</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Active Internet connections </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">servers and established</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Proto Recv-Q Send-Q Local Address Foreign Address State PID/Program name</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tcp </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:5678 </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:* LISTEN </span><span class="token number" style="color:#36acaa">462</span><span class="token plain">/python</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">tcp </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:8088 </span><span class="token number" style="color:#36acaa">0.0</span><span class="token plain">.0.0:* LISTEN </span><span class="token number" style="color:#36acaa">6</span><span class="token plain">/python</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You are now ready to attach a debugger to the process. Using VSCode you can configure a launch configuration file .vscode/launch.json like so.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "version": "0.2.0",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "configurations": [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "name": "Attach to Superset App in Docker Container",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "type": "python",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "request": "attach",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "connect": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "host": "127.0.0.1",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "port": 5678</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> },</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "pathMappings": [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "localRoot": "${workspaceFolder}",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "remoteRoot": "/app"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> },</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>VSCode will not stop on breakpoints right away. We've attached to PID 6 however it does not yet know of any sub-processes. In order to "wakeup" the debugger you need to modify a python file. This will trigger Flask to reload the code and create a new sub-process. This new sub-process will be detected by VSCode and breakpoints will be activated.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="debugging-server-app-in-kubernetes-environment">Debugging Server App in Kubernetes Environment<a href="#debugging-server-app-in-kubernetes-environment" class="hash-link" aria-label="Direct link to Debugging Server App in Kubernetes Environment" title="Direct link to Debugging Server App in Kubernetes Environment"></a></h3><p>To debug Flask running in POD inside kubernetes cluster. You'll need to make sure the pod runs as root and is granted the SYS_TRACE capability.These settings should not be used in production environments.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> securityContext:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> capabilities:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> add: ["SYS_PTRACE"]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>See (set capabilities for a container)<!-- -->[https://kubernetes.io/docs/tasks/configure-pod-container/security-context/#set-capabilities-for-a-container]<!-- --> for more details.</p><p>Once the pod is running as root and has the SYS_PTRACE capability it will be able to debug the Flask app.</p><p>You can follow the same instructions as in the docker-compose. Enter the pod and install the required library and packages; gdb, netstat and debugpy.</p><p>Often in a Kubernetes environment nodes are not addressable from outside the cluster. VSCode will thus be unable to remotely connect to port 5678 on a Kubernetes node. In order to do this you need to create a tunnel that port forwards 5678 to your local machine.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kubectl port-forward pod/superset-<some random id> 5678:5678</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can now launch your VSCode debugger with the same config as above. VSCode will connect to to 127.0.0.1:5678 which is forwarded by kubectl to your remote kubernetes POD.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="storybook">Storybook<a href="#storybook" class="hash-link" aria-label="Direct link to Storybook" title="Direct link to Storybook"></a></h3><p>Superset includes a <a href="https://storybook.js.org/" target="_blank" rel="noopener noreferrer">Storybook</a> to preview the layout/styling of various Superset components, and variations thereof. To open and view the Storybook:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> run storybook</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When contributing new React components to Superset, please try to add a Story alongside the component's <code>jsx/tsx</code> file.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/testing-locally.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/conventions-and-typing"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Conventions and Typing</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/translations"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Translating</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#testing" class="table-of-contents__link toc-highlight">Testing</a><ul><li><a href="#python-testing" class="table-of-contents__link toc-highlight">Python Testing</a></li><li><a href="#frontend-testing" class="table-of-contents__link toc-highlight">Frontend Testing</a></li><li><a href="#integration-testing" class="table-of-contents__link toc-highlight">Integration Testing</a></li><li><a href="#debugging-server-app" class="table-of-contents__link toc-highlight">Debugging Server App</a></li><li><a href="#debugging-server-app-in-kubernetes-environment" class="table-of-contents__link toc-highlight">Debugging Server App in Kubernetes Environment</a></li><li><a href="#storybook" class="table-of-contents__link toc-highlight">Storybook</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="breadcrumbs__item"><span class="breadcrumbs__link">Contributing</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Translating</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="translating">Translating<a href="#translating" class="hash-link" aria-label="Direct link to Translating" title="Direct link to Translating"></a></h2><p>We use <a href="https://python-babel.github.io/flask-babel/" target="_blank" rel="noopener noreferrer">Flask-Babel</a> to translate Superset.
In Python files, we use the following
<a href="https://python-babel.github.io/flask-babel/#using-translations" target="_blank" rel="noopener noreferrer">translation functions</a>
from <code>Flask-Babel</code>:</p><ul><li><code>gettext</code> and <code>lazy_gettext</code> (usually aliased to <code>_</code>): for translating singular
-strings.</li><li><code>ngettext</code>: for translating strings that might become plural.</li></ul><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask_babel </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> lazy_gettext </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> _</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>then wrap the translatable strings with it, e.g. <code>_('Translate me')</code>.
+strings.</li><li><code>ngettext</code>: for translating strings that might become plural.</li></ul><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask_babel </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> lazy_gettext </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> _</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>then wrap the translatable strings with it, e.g. <code>_('Translate me')</code>.
During extraction, string literals passed to <code>_</code> will be added to the
generated <code>.po</code> file for each language for later translation.</p><p>At runtime, the <code>_</code> function will return the translation of the given
string for the current language, or the given string itself
if no translation is available.</p><p>In TypeScript/JavaScript, the technique is similar:
-we import <code>t</code> (simple translation), <code>tn</code> (translation containing a number).</p><div class="language-javascript codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-javascript codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword module" style="color:#00009f">import</span><span class="token plain"> </span><span class="token imports punctuation" style="color:#393A34">{</span><span class="token imports"> t</span><span class="token imports punctuation" style="color:#393A34">,</span><span class="token imports"> tn </span><span class="token imports punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"@superset-ui/translation"</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-language-selection">Enabling language selection<a href="#enabling-language-selection" class="hash-link" aria-label="Direct link to Enabling language selection" title="Direct link to Enabling language selection"></a></h3><p>Add the <code>LANGUAGES</code> variable to your <code>superset_config.py</code>. Having more than one
+we import <code>t</code> (simple translation), <code>tn</code> (translation containing a number).</p><div class="language-javascript codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-javascript codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword module" style="color:#00009f">import</span><span class="token plain"> </span><span class="token imports punctuation" style="color:#393A34">{</span><span class="token imports"> t</span><span class="token imports punctuation" style="color:#393A34">,</span><span class="token imports"> tn </span><span class="token imports punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token keyword module" style="color:#00009f">from</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"@superset-ui/translation"</span><span class="token punctuation" style="color:#393A34">;</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-language-selection">Enabling language selection<a href="#enabling-language-selection" class="hash-link" aria-label="Direct link to Enabling language selection" title="Direct link to Enabling language selection"></a></h3><p>Add the <code>LANGUAGES</code> variable to your <code>superset_config.py</code>. Having more than one
option inside will add a language selection dropdown to the UI on the right side
-of the navigation bar.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">LANGUAGES </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'en'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token string" style="color:#e3116c">'flag'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'us'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'English'</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'fr'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token string" style="color:#e3116c">'flag'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'fr'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'French'</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'zh'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token string" style="color:#e3116c">'flag'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'cn'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Chinese'</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="creating-a-new-language-dictionary">Creating a new language dictionary<a href="#creating-a-new-language-dictionary" class="hash-link" aria-label="Direct link to Creating a new language dictionary" title="Direct link to Creating a new language dictionary"></a></h3><p>First check if the language code for your target language already exists. Check if the
+of the navigation bar.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">LANGUAGES </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'en'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token string" style="color:#e3116c">'flag'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'us'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'English'</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'fr'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token string" style="color:#e3116c">'flag'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'fr'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'French'</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'zh'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token string" style="color:#e3116c">'flag'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'cn'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Chinese'</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="creating-a-new-language-dictionary">Creating a new language dictionary<a href="#creating-a-new-language-dictionary" class="hash-link" aria-label="Direct link to Creating a new language dictionary" title="Direct link to Creating a new language dictionary"></a></h3><p>First check if the language code for your target language already exists. Check if the
<a href="https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes" target="_blank" rel="noopener noreferrer">two letter ISO 639-1 code</a>
-for your target language already exists in the <code>superset/translations</code> directory:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">ls</span><span class="token plain"> superset/translations </span><span class="token operator" style="color:#393A34">|</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">grep</span><span class="token plain"> -E </span><span class="token string" style="color:#e3116c">"^[a-z]{2}\/"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If your language already has a pre-existing translation, skip to the next section</p><p>The following languages are already supported by Flask AppBuilder, and will make it
+for your target language already exists in the <code>superset/translations</code> directory:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">ls</span><span class="token plain"> superset/translations </span><span class="token operator" style="color:#393A34">|</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">grep</span><span class="token plain"> -E </span><span class="token string" style="color:#e3116c">"^[a-z]{2}\/"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If your language already has a pre-existing translation, skip to the next section</p><p>The following languages are already supported by Flask AppBuilder, and will make it
easier to translate the application to your target language:
-<a href="https://flask-appbuilder.readthedocs.io/en/latest/i18n.html" target="_blank" rel="noopener noreferrer">Flask AppBuilder i18n documentation</a></p><p>To create a dictionary for a new language, first make sure the necessary dependencies are installed:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r superset/translations/requirements.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then run the following, where <code>LANGUAGE_CODE</code> is replaced with the language code for your target
-language:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel init -i superset/translations/messages.pot -d superset/translations -l LANGUAGE_CODE</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For instance, to add a translation for Finnish (language code <code>fi</code>), run the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel init -i superset/translations/messages.pot -d superset/translations -l </span><span class="token keyword" style="color:#00009f">fi</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="extracting-new-strings-for-translation">Extracting new strings for translation<a href="#extracting-new-strings-for-translation" class="hash-link" aria-label="Direct link to Extracting new strings for translation" title="Direct link to Extracting new strings for translation"></a></h3><p>This step needs to be done every time application strings change. This happens fairly
+<a href="https://flask-appbuilder.readthedocs.io/en/latest/i18n.html" target="_blank" rel="noopener noreferrer">Flask AppBuilder i18n documentation</a></p><p>To create a dictionary for a new language, first make sure the necessary dependencies are installed:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -r superset/translations/requirements.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then run the following, where <code>LANGUAGE_CODE</code> is replaced with the language code for your target
+language:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel init -i superset/translations/messages.pot -d superset/translations -l LANGUAGE_CODE</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For instance, to add a translation for Finnish (language code <code>fi</code>), run the following:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel init -i superset/translations/messages.pot -d superset/translations -l </span><span class="token keyword" style="color:#00009f">fi</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="extracting-new-strings-for-translation">Extracting new strings for translation<a href="#extracting-new-strings-for-translation" class="hash-link" aria-label="Direct link to Extracting new strings for translation" title="Direct link to Extracting new strings for translation"></a></h3><p>This step needs to be done every time application strings change. This happens fairly
frequently, so if you want to ensure that your translation has good coverage, this
step needs to be run fairly frequently and the updated strings merged to the upstream
codebase via PRs. To update the template file <code>superset/translations/messages.pot</code>
-with current application strings, run the following command:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel extract -F superset/translations/babel.cfg -o superset/translations/messages.pot -k _ -k __ -k t -k tn -k tct </span><span class="token builtin class-name">.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Do not forget to update this file with the appropriate license information.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="updating-language-files">Updating language files<a href="#updating-language-files" class="hash-link" aria-label="Direct link to Updating language files" title="Direct link to Updating language files"></a></h3><p>Run the following command to update the language files with the new extracted strings.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> pybabel update -i superset/translations/messages.pot -d superset/translations --ignore-obsolete</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can then translate the strings gathered in files located under
+with current application strings, run the following command:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel extract -F superset/translations/babel.cfg -o superset/translations/messages.pot -k _ -k __ -k t -k tn -k tct </span><span class="token builtin class-name">.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Do not forget to update this file with the appropriate license information.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="updating-language-files">Updating language files<a href="#updating-language-files" class="hash-link" aria-label="Direct link to Updating language files" title="Direct link to Updating language files"></a></h3><p>Run the following command to update the language files with the new extracted strings.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> pybabel update -i superset/translations/messages.pot -d superset/translations --ignore-obsolete</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can then translate the strings gathered in files located under
<code>superset/translation</code>, where there's one folder per language. You can use <a href="https://poedit.net/features" target="_blank" rel="noopener noreferrer">Poedit</a>
to translate the <code>po</code> file more conveniently.
-Here is <a href="https://web.archive.org/web/20220517065036/https://wiki.lxde.org/en/Translate_*.po_files_with_Poedit" target="_blank" rel="noopener noreferrer">a tutorial</a>.</p><p>To perform the translation on MacOS, you can install <code>poedit</code> via Homebrew:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">brew </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> poedit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After this, just start the <code>poedit</code> application and open the <code>messages.po</code> file. In the
+Here is <a href="https://web.archive.org/web/20220517065036/https://wiki.lxde.org/en/Translate_*.po_files_with_Poedit" target="_blank" rel="noopener noreferrer">a tutorial</a>.</p><p>To perform the translation on MacOS, you can install <code>poedit</code> via Homebrew:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">brew </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> poedit</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After this, just start the <code>poedit</code> application and open the <code>messages.po</code> file. In the
case of the Finnish translation, this would be <code>superset/translations/fi/LC_MESSAGES/messages.po</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="applying-translations">Applying translations<a href="#applying-translations" class="hash-link" aria-label="Direct link to Applying translations" title="Direct link to Applying translations"></a></h3><p>To make the translations available on the frontend, we need to convert the PO file into
-a JSON file. To do this, we need to globally install the npm package <code>po2json</code>.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -g po2json</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To convert all PO files to formatted JSON files you can use the <code>po2json.sh</code> script.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">./scripts/po2json.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you get errors running <code>po2json</code>, you might be running the Ubuntu package with the same
+a JSON file. To do this, we need to globally install the npm package <code>po2json</code>.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">npm</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> -g po2json</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To convert all PO files to formatted JSON files you can use the <code>po2json.sh</code> script.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">./scripts/po2json.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you get errors running <code>po2json</code>, you might be running the Ubuntu package with the same
name, rather than the Node.js package (they have a different format for the arguments). If
there is a conflict, you may need to update your <code>PATH</code> environment variable or fully qualify
the executable path (e.g. <code>/usr/local/bin/po2json</code> instead of <code>po2json</code>).
If you get a lot of <code>[null,***]</code> in <code>messages.json</code>, just delete all the <code>null,</code>.
For example, <code>"year":["年"]</code> is correct while <code>"year":[null,"年"]</code>is incorrect.</p><p>Finally, for the translations to take effect we need to compile translation catalogs into
-binary MO files.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel compile -d superset/translations</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/translations.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/testing-locally"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Testing</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/creating-viz-plugins"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Creating Visualization Plugins</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#translating" class="table-of-contents__link toc-highlight">Translating</a><ul><li><a href="#enabling-language-selection" class="table-of-contents__link toc-highlight">Enabling language selection</a></li><li><a href="#creating-a-new-language-dictionary" class="table-of-contents__link toc-highlight">Creating a new language dictionary</a></li><li><a href="#extracting-new-strings-for-translation" class="table-of-contents__link toc-highlight">Extracting new strings for translation</a></li><li><a href="#updating-language-files" class="table-of-contents__link toc-highlight">Updating language files</a></li><li><a href="#applying-translations" class="table-of-contents__link toc-highlight">Applying translations</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+binary MO files.</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pybabel compile -d superset/translations</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/contributing/translations.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/testing-locally"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Testing</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/creating-viz-plugins"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Creating Visualization Plugins</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#translating" class="table-of-contents__link toc-highlight">Translating</a><ul><li><a href="#enabling-language-selection" class="table-of-contents__link toc-highlight">Enabling language selection</a></li><li><a href="#creating-a-new-language-dictionary" class="table-of-contents__link toc-highlight">Creating a new language dictionary</a></li><li><a href="#extracting-new-strings-for-translation" class="table-of-contents__link toc-highlight">Extracting new strings for translation</a></li><li><a href="#updating-language-files" class="table-of-contents__link toc-highlight">Updating language files</a></li><li><a href="#applying-translations" class="table-of-contents__link toc-highlight">Applying translations</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -66,7 +66,7 @@
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@@ -34,7 +34,7 @@
language dictionaries at
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Creating Charts and Dashboards</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Creating Your First Dashboard</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="creating-your-first-dashboard">Creating Your First Dashboard<a href="#creating-your-first-dashboard" class="hash-link" aria-label="Direct link to Creating Your First Dashboard" title="Direct link to Creating Your First Dashboard"></a></h2><p>This section is focused on documentation for end-users who will be using Superset
for the data analysis and exploration workflow
(data analysts, business analysts, data
scientists, etc). In addition to this site, <a href="http://preset.io/" target="_blank" rel="noopener noreferrer">Preset.io</a> maintains an updated set of end-user
@@ -66,7 +66,7 @@
of other table configuration and visualization options, so please start exploring and creating
slices and dashboards of your own</p><p>ֿ</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="manage-access-to-dashboards">Manage access to Dashboards<a href="#manage-access-to-dashboards" class="hash-link" aria-label="Direct link to Manage access to Dashboards" title="Direct link to Manage access to Dashboards"></a></h3><p>Access to dashboards is managed via owners (users that have edit permissions to the dashboard)</p><p>Non-owner users access can be managed two different ways:</p><ol><li>Dataset permissions - if you add to the relevant role permissions to datasets it automatically grants implicit access to all dashboards that uses those permitted datasets</li><li>Dashboard roles - if you enable <strong>DASHBOARD_RBAC</strong> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> then you be able to manage which roles can access the dashboard<ul><li>Granting a role access to a dashboard will bypass dataset level checks. Having dashboard access implicitly grants read access to all the featured charts in the dashboard, and thereby also all the associated datasets.</li><li>If no roles are specified for a dashboard, regular <strong>Dataset permissions</strong> will apply.</li></ul></li></ol><img loading="lazy" src="/img/tutorial/tutorial_dashboard_access.png" class="img_ev3q"><h3 class="anchor anchorWithStickyNavbar_LWe7" id="customizing-dashboard">Customizing dashboard<a href="#customizing-dashboard" class="hash-link" aria-label="Direct link to Customizing dashboard" title="Direct link to Customizing dashboard"></a></h3><p>The following URL parameters can be used to modify how the dashboard is rendered:</p><ul><li><code>standalone</code>:<ul><li><code>0</code> (default): dashboard is displayed normally</li><li><code>1</code>: Top Navigation is hidden</li><li><code>2</code>: Top Navigation + title is hidden</li><li><code>3</code>: Top Navigation + title + top level tabs are hidden</li></ul></li><li><code>show_filters</code>:<ul><li><code>0</code>: render dashboard without Filter Bar</li><li><code>1</code> (default): render dashboard with Filter Bar if native filters are enabled</li></ul></li><li><code>expand_filters</code>:<ul><li>(default): render dashboard with Filter Bar expanded if there are native filters</li><li><code>0</code>: render dashboard with Filter Bar collapsed</li><li><code>1</code>: render dashboard with Filter Bar expanded</li></ul></li></ul><p>For example, when running the local development build, the following will disable the
Top Nav and remove the Filter Bar:
-<code>http://localhost:8088/superset/dashboard/my-dashboard/?standalone=1&show_filters=0</code></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/creating-charts-dashboards/creating-your-first-dashboard.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/kusto"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">kusto</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/creating-charts-dashboards/exploring-data"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Exploring Data in Superset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#creating-your-first-dashboard" class="table-of-contents__link toc-highlight">Creating Your First Dashboard</a><ul><li><a href="#connecting-to-a-new-database" class="table-of-contents__link toc-highlight">Connecting to a new database</a></li><li><a href="#registering-a-new-table" class="table-of-contents__link toc-highlight">Registering a new table</a></li><li><a href="#customizing-column-properties" class="table-of-contents__link toc-highlight">Customizing column properties</a></li><li><a href="#superset-semantic-layer" class="table-of-contents__link toc-highlight">Superset semantic layer</a></li><li><a href="#creating-charts-in-explore-view" class="table-of-contents__link toc-highlight">Creating charts in Explore view</a></li><li><a href="#creating-a-slice-and-dashboard" class="table-of-contents__link toc-highlight">Creating a slice and dashboard</a></li><li><a href="#manage-access-to-dashboards" class="table-of-contents__link toc-highlight">Manage access to Dashboards</a></li><li><a href="#customizing-dashboard" class="table-of-contents__link toc-highlight">Customizing dashboard</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="exploring-data-in-superset">Exploring Data in Superset<a href="#exploring-data-in-superset" class="hash-link" aria-label="Direct link to Exploring Data in Superset" title="Direct link to Exploring Data in Superset"></a></h2><p>In this tutorial, we will introduce key concepts in Apache Superset through the exploration of a
real dataset which contains the flights made by employees of a UK-based organization in 2011. The
following information about each flight is given:</p><ul><li>The traveller’s department. For the purposes of this tutorial the departments have been renamed
Orange, Yellow and Purple.</li><li>The cost of the ticket.</li><li>The travel class (Economy, Premium Economy, Business and First Class).</li><li>Whether the ticket was a single or return.</li><li>The date of travel.</li><li>Information about the origin and destination.</li><li>The distance between the origin and destination, in kilometers (km).</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="enabling-data-upload-functionality">Enabling Data Upload Functionality<a href="#enabling-data-upload-functionality" class="hash-link" aria-label="Direct link to Enabling Data Upload Functionality" title="Direct link to Enabling Data Upload Functionality"></a></h3><p>You may need to enable the functionality to upload a CSV or Excel file to your database. The following section
@@ -128,7 +128,7 @@
the median value within the seven daily data points. For more information on the meaning of the
various options in this section, refer to the
<a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.resample.html" target="_blank" rel="noopener noreferrer">Pandas documentation</a>.</p><p>Lastly, save your chart as Tutorial Resample and add it to the Tutorial Dashboard. Go to the
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Amazon Athena</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-athena">AWS Athena<a href="#aws-athena" class="hash-link" aria-label="Direct link to AWS Athena" title="Direct link to AWS Athena"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pyathenajdbc">PyAthenaJDBC<a href="#pyathenajdbc" class="hash-link" aria-label="Direct link to PyAthenaJDBC" title="Direct link to PyAthenaJDBC"></a></h3><p><a href="https://pypi.org/project/PyAthenaJDBC/" target="_blank" rel="noopener noreferrer">PyAthenaJDBC</a> is a Python DB 2.0 compliant wrapper for the
-<a href="https://docs.aws.amazon.com/athena/latest/ug/connect-with-jdbc.html" target="_blank" rel="noopener noreferrer">Amazon Athena JDBC driver</a>.</p><p>The connection string for Amazon Athena is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">awsathena+jdbc://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that you'll need to escape & encode when forming the connection string like so:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">s3://... -> s3%3A//...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pyathena">PyAthena<a href="#pyathena" class="hash-link" aria-label="Direct link to PyAthena" title="Direct link to PyAthena"></a></h3><p>You can also use <a href="https://pypi.org/project/PyAthena/" target="_blank" rel="noopener noreferrer">PyAthena library</a> (no Java required) with the
-following connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">awsathena+rest://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The PyAthena library also allows to assume a specific IAM role, by <a href="https://superset.apache.org/docs/miscellaneous/importing-exporting-datasources/#importing-datasources-from-yaml" target="_blank" rel="noopener noreferrer">importing the datasource from YAML</a> and passing extra parameters:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databases:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> - database_name: awsathena</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> sqlalchemy_uri: awsathena+rest://athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> extra: "{\"engine_params\": {\"connect_args\": {\"role_arn\": \"{{ ROLE_ARN }}\" }}}"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/athena.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Using Database Connection UI</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon DynamoDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#aws-athena" class="table-of-contents__link toc-highlight">AWS Athena</a><ul><li><a href="#pyathenajdbc" class="table-of-contents__link toc-highlight">PyAthenaJDBC</a></li><li><a href="#pyathena" class="table-of-contents__link toc-highlight">PyAthena</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Amazon Athena</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-athena">AWS Athena<a href="#aws-athena" class="hash-link" aria-label="Direct link to AWS Athena" title="Direct link to AWS Athena"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pyathenajdbc">PyAthenaJDBC<a href="#pyathenajdbc" class="hash-link" aria-label="Direct link to PyAthenaJDBC" title="Direct link to PyAthenaJDBC"></a></h3><p><a href="https://pypi.org/project/PyAthenaJDBC/" target="_blank" rel="noopener noreferrer">PyAthenaJDBC</a> is a Python DB 2.0 compliant wrapper for the
+<a href="https://docs.aws.amazon.com/athena/latest/ug/connect-with-jdbc.html" target="_blank" rel="noopener noreferrer">Amazon Athena JDBC driver</a>.</p><p>The connection string for Amazon Athena is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">awsathena+jdbc://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that you'll need to escape & encode when forming the connection string like so:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">s3://... -> s3%3A//...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pyathena">PyAthena<a href="#pyathena" class="hash-link" aria-label="Direct link to PyAthena" title="Direct link to PyAthena"></a></h3><p>You can also use <a href="https://pypi.org/project/PyAthena/" target="_blank" rel="noopener noreferrer">PyAthena library</a> (no Java required) with the
+following connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">awsathena+rest://{aws_access_key_id}:{aws_secret_access_key}@athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The PyAthena library also allows to assume a specific IAM role, by <a href="https://superset.apache.org/docs/miscellaneous/importing-exporting-datasources/#importing-datasources-from-yaml" target="_blank" rel="noopener noreferrer">importing the datasource from YAML</a> and passing extra parameters:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databases:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> - database_name: awsathena</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> sqlalchemy_uri: awsathena+rest://athena.{region_name}.amazonaws.com/{schema_name}?s3_staging_dir={s3_staging_dir}&...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> extra: "{\"engine_params\": {\"connect_args\": {\"role_arn\": \"{{ ROLE_ARN }}\" }}}"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/athena.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Using Database Connection UI</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon DynamoDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#aws-athena" class="table-of-contents__link toc-highlight">AWS Athena</a><ul><li><a href="#pyathenajdbc" class="table-of-contents__link toc-highlight">PyAthenaJDBC</a></li><li><a href="#pyathena" class="table-of-contents__link toc-highlight">PyAthena</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="google-bigquery">Google BigQuery<a href="#google-bigquery" class="hash-link" aria-label="Direct link to Google BigQuery" title="Direct link to Google BigQuery"></a></h2><p>The recommended connector library for BigQuery is
<a href="https://github.com/googleapis/python-bigquery-sqlalchemy" target="_blank" rel="noopener noreferrer">sqlalchemy-bigquery</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="install-bigquery-driver">Install BigQuery Driver<a href="#install-bigquery-driver" class="hash-link" aria-label="Direct link to Install BigQuery Driver" title="Direct link to Install BigQuery Driver"></a></h3><p>Follow the steps <a href="/docs/databases/docker-add-drivers">here</a> about how to
-install new database drivers when setting up Superset locally via docker-compose.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo "sqlalchemy-bigquery" >> ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-bigquery">Connecting to BigQuery<a href="#connecting-to-bigquery" class="hash-link" aria-label="Direct link to Connecting to BigQuery" title="Direct link to Connecting to BigQuery"></a></h3><p>When adding a new BigQuery connection in Superset, you'll need to add the GCP Service Account
+install new database drivers when setting up Superset locally via docker-compose.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo "sqlalchemy-bigquery" >> ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-bigquery">Connecting to BigQuery<a href="#connecting-to-bigquery" class="hash-link" aria-label="Direct link to Connecting to BigQuery" title="Direct link to Connecting to BigQuery"></a></h3><p>When adding a new BigQuery connection in Superset, you'll need to add the GCP Service Account
credentials file (as a JSON).</p><ol><li>Create your Service Account via the Google Cloud Platform control panel, provide it access to the
-appropriate BigQuery datasets, and download the JSON configuration file for the service account.</li><li>In Superset, you can either upload that JSON or add the JSON blob in the following format (this should be the content of your credential JSON file):</li></ol><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "type": "service_account",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "project_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_email": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "token_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_provider_x509_cert_url": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_x509_cert_url": "..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><img loading="lazy" src="https://user-images.githubusercontent.com/52086618/138352958-a18ef9cb-8880-4ef1-88c1-452a9f1b8105.gif" alt="CleanShot 2021-10-22 at 04 18 11" class="img_ev3q"></p><ol start="3"><li><p>Additionally, can connect via SQLAlchemy URI instead</p><p>The connection string for BigQuery looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">bigquery://{project_id}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Go to the <strong>Advanced</strong> tab, Add a JSON blob to the <strong>Secure Extra</strong> field in the database configuration form with
-the following format:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">"credentials_info": <contents of credentials JSON file></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The resulting file should have this structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "credentials_info": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "type": "service_account",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "project_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_email": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "token_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_provider_x509_cert_url": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_x509_cert_url": "..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ol><p>You should then be able to connect to your BigQuery datasets.</p><p><img loading="lazy" src="https://user-images.githubusercontent.com/52086618/138354340-df57f477-d3e5-42d4-b032-d901c69d2213.gif" alt="CleanShot 2021-10-22 at 04 47 08" class="img_ev3q"></p><p>To be able to upload CSV or Excel files to BigQuery in Superset, you'll need to also add the
-<a href="https://github.com/pydata/pandas-gbq" target="_blank" rel="noopener noreferrer">pandas_gbq</a> library.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/bigquery.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/exasol"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Exasol</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/ocient"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Ocient DB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#google-bigquery" class="table-of-contents__link toc-highlight">Google BigQuery</a><ul><li><a href="#install-bigquery-driver" class="table-of-contents__link toc-highlight">Install BigQuery Driver</a></li><li><a href="#connecting-to-bigquery" class="table-of-contents__link toc-highlight">Connecting to BigQuery</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+appropriate BigQuery datasets, and download the JSON configuration file for the service account.</li><li>In Superset, you can either upload that JSON or add the JSON blob in the following format (this should be the content of your credential JSON file):</li></ol><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "type": "service_account",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "project_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_email": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "token_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_provider_x509_cert_url": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_x509_cert_url": "..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><img loading="lazy" src="https://user-images.githubusercontent.com/52086618/138352958-a18ef9cb-8880-4ef1-88c1-452a9f1b8105.gif" alt="CleanShot 2021-10-22 at 04 18 11" class="img_ev3q"></p><ol start="3"><li><p>Additionally, can connect via SQLAlchemy URI instead</p><p>The connection string for BigQuery looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">bigquery://{project_id}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Go to the <strong>Advanced</strong> tab, Add a JSON blob to the <strong>Secure Extra</strong> field in the database configuration form with
+the following format:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">"credentials_info": <contents of credentials JSON file></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The resulting file should have this structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "credentials_info": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "type": "service_account",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "project_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "private_key": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_email": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_id": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "token_uri": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_provider_x509_cert_url": "...",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "client_x509_cert_url": "..."</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ol><p>You should then be able to connect to your BigQuery datasets.</p><p><img loading="lazy" src="https://user-images.githubusercontent.com/52086618/138354340-df57f477-d3e5-42d4-b032-d901c69d2213.gif" alt="CleanShot 2021-10-22 at 04 47 08" class="img_ev3q"></p><p>To be able to upload CSV or Excel files to BigQuery in Superset, you'll need to also add the
+<a href="https://github.com/pydata/pandas-gbq" target="_blank" rel="noopener noreferrer">pandas_gbq</a> library.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/bigquery.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/exasol"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Exasol</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/ocient"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Ocient DB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#google-bigquery" class="table-of-contents__link toc-highlight">Google BigQuery</a><ul><li><a href="#install-bigquery-driver" class="table-of-contents__link toc-highlight">Install BigQuery Driver</a></li><li><a href="#connecting-to-bigquery" class="table-of-contents__link toc-highlight">Connecting to BigQuery</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">ClickHouse</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="clickhouse">ClickHouse<a href="#clickhouse" class="hash-link" aria-label="Direct link to ClickHouse" title="Direct link to ClickHouse"></a></h2><p>To use ClickHouse with Superset, you will need to add the following Python library:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If running Superset using Docker Compose, add the following to your <code>./docker/requirements-local.txt</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The recommended connector library for ClickHouse is
-<a href="https://github.com/ClickHouse/clickhouse-connect" target="_blank" rel="noopener noreferrer">clickhouse-connect</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://<user>:<password>@<host>:<port>/<database>[?options…]clickhouse://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a concrete example of a real connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://demo:demo@github.demo.trial.altinity.cloud/default?secure=true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you're using Clickhouse locally on your computer, you can get away with using a http protocol URL that
-uses the default user without a password (and doesn't encrypt the connection):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://localhost/default</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/clickhouse.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Spark SQL</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">CockroachDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#clickhouse" class="table-of-contents__link toc-highlight">ClickHouse</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">ClickHouse</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="clickhouse">ClickHouse<a href="#clickhouse" class="hash-link" aria-label="Direct link to ClickHouse" title="Direct link to ClickHouse"></a></h2><p>To use ClickHouse with Superset, you will need to add the following Python library:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If running Superset using Docker Compose, add the following to your <code>./docker/requirements-local.txt</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhouse-connect>=0.4.1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The recommended connector library for ClickHouse is
+<a href="https://github.com/ClickHouse/clickhouse-connect" target="_blank" rel="noopener noreferrer">clickhouse-connect</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://<user>:<password>@<host>:<port>/<database>[?options…]clickhouse://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a concrete example of a real connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://demo:demo@github.demo.trial.altinity.cloud/default?secure=true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you're using Clickhouse locally on your computer, you can get away with using a http protocol URL that
+uses the default user without a password (and doesn't encrypt the connection):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">clickhousedb://localhost/default</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/clickhouse.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Spark SQL</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">CockroachDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#clickhouse" class="table-of-contents__link toc-highlight">ClickHouse</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="cockroachdb">CockroachDB<a href="#cockroachdb" class="hash-link" aria-label="Direct link to CockroachDB" title="Direct link to CockroachDB"></a></h2><p>The recommended connector library for CockroachDB is
-<a href="https://github.com/cockroachdb/sqlalchemy-cockroachdb" target="_blank" rel="noopener noreferrer">sqlalchemy-cockroachdb</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">cockroachdb://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/cockroachdb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/clickhouse"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ClickHouse</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">RisingWave</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#cockroachdb" class="table-of-contents__link toc-highlight">CockroachDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">CockroachDB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="cockroachdb">CockroachDB<a href="#cockroachdb" class="hash-link" aria-label="Direct link to CockroachDB" title="Direct link to CockroachDB"></a></h2><p>The recommended connector library for CockroachDB is
+<a href="https://github.com/cockroachdb/sqlalchemy-cockroachdb" target="_blank" rel="noopener noreferrer">sqlalchemy-cockroachdb</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">cockroachdb://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/cockroachdb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/clickhouse"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ClickHouse</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">RisingWave</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#cockroachdb" class="table-of-contents__link toc-highlight">CockroachDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">CrateDB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="cratedb">CrateDB<a href="#cratedb" class="hash-link" aria-label="Direct link to CrateDB" title="Direct link to CrateDB"></a></h2><p>The recommended connector library for CrateDB is
<a href="https://pypi.org/project/crate/" target="_blank" rel="noopener noreferrer">crate</a>.
You need to install the extras as well for this library.
We recommend adding something like the following
-text to your requirements file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">crate[sqlalchemy]==0.26.0</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">crate://crate@127.0.0.1:4200</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/cratedb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/rockset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Rockset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/databricks"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Databricks</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#cratedb" class="table-of-contents__link toc-highlight">CrateDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+text to your requirements file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">crate[sqlalchemy]==0.26.0</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">crate://crate@127.0.0.1:4200</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/cratedb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/rockset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Rockset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/databricks"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Databricks</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#cratedb" class="table-of-contents__link toc-highlight">CrateDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="databricks">Databricks<a href="#databricks" class="hash-link" aria-label="Direct link to Databricks" title="Direct link to Databricks"></a></h2><p>Databricks now offer a native DB API 2.0 driver, <code>databricks-sql-connector</code>, that can be used with the <code>sqlalchemy-databricks</code> dialect. You can install both with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"apache-superset[databricks]"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To use the Hive connector you need the following information from your cluster:</p><ul><li>Server hostname</li><li>Port</li><li>HTTP path</li></ul><p>These can be found under "Configuration" -> "Advanced Options" -> "JDBC/ODBC".</p><p>You also need an access token from "Settings" -> "User Settings" -> "Access Tokens".</p><p>Once you have all this information, add a database of type "Databricks Native Connector" and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+connector://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="older-driver">Older driver<a href="#older-driver" class="hash-link" aria-label="Direct link to Older driver" title="Direct link to Older driver"></a></h2><p>Originally Superset used <code>databricks-dbapi</code> to connect to Databricks. You might want to try it if you're having problems with the official Databricks connector:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"databricks-dbapi[sqlalchemy]"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two ways to connect to Databricks when using <code>databricks-dbapi</code>: using a Hive connector or an ODBC connector. Both ways work similarly, but only ODBC can be used to connect to <a href="https://docs.databricks.com/sql/admin/sql-endpoints.html" target="_blank" rel="noopener noreferrer">SQL endpoints</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="hive">Hive<a href="#hive" class="hash-link" aria-label="Direct link to Hive" title="Direct link to Hive"></a></h3><p>To connect to a Hive cluster add a database of type "Databricks Interactive Cluster" in Superset, and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyhive://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="odbc">ODBC<a href="#odbc" class="hash-link" aria-label="Direct link to ODBC" title="Direct link to ODBC"></a></h3><p>For ODBC you first need to install the <a href="https://databricks.com/spark/odbc-drivers-download" target="_blank" rel="noopener noreferrer">ODBC drivers for your platform</a>.</p><p>For a regular connection use this as the SQLAlchemy URI after selecting either "Databricks Interactive Cluster" or "Databricks SQL Endpoint" for the database, depending on your use case:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyodbc://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>And for the connection arguments:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The driver path should be:</p><ul><li><code>/Library/simba/spark/lib/libsparkodbc_sbu.dylib</code> (Mac OS)</li><li><code>/opt/simba/spark/lib/64/libsparkodbc_sb64.so</code> (Linux)</li></ul><p>For a connection to a SQL endpoint you need to use the HTTP path from the endpoint:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/sql/1.0/endpoints/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Databricks</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="databricks">Databricks<a href="#databricks" class="hash-link" aria-label="Direct link to Databricks" title="Direct link to Databricks"></a></h2><p>Databricks now offer a native DB API 2.0 driver, <code>databricks-sql-connector</code>, that can be used with the <code>sqlalchemy-databricks</code> dialect. You can install both with:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"apache-superset[databricks]"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To use the Hive connector you need the following information from your cluster:</p><ul><li>Server hostname</li><li>Port</li><li>HTTP path</li></ul><p>These can be found under "Configuration" -> "Advanced Options" -> "JDBC/ODBC".</p><p>You also need an access token from "Settings" -> "User Settings" -> "Access Tokens".</p><p>Once you have all this information, add a database of type "Databricks Native Connector" and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+connector://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="older-driver">Older driver<a href="#older-driver" class="hash-link" aria-label="Direct link to Older driver" title="Direct link to Older driver"></a></h2><p>Originally Superset used <code>databricks-dbapi</code> to connect to Databricks. You might want to try it if you're having problems with the official Databricks connector:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"databricks-dbapi[sqlalchemy]"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two ways to connect to Databricks when using <code>databricks-dbapi</code>: using a Hive connector or an ODBC connector. Both ways work similarly, but only ODBC can be used to connect to <a href="https://docs.databricks.com/sql/admin/sql-endpoints.html" target="_blank" rel="noopener noreferrer">SQL endpoints</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="hive">Hive<a href="#hive" class="hash-link" aria-label="Direct link to Hive" title="Direct link to Hive"></a></h3><p>To connect to a Hive cluster add a database of type "Databricks Interactive Cluster" in Superset, and use the following SQLAlchemy URI:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyhive://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need to add the following configuration to "Other" -> "Engine Parameters", with your HTTP path:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="odbc">ODBC<a href="#odbc" class="hash-link" aria-label="Direct link to ODBC" title="Direct link to ODBC"></a></h3><p>For ODBC you first need to install the <a href="https://databricks.com/spark/odbc-drivers-download" target="_blank" rel="noopener noreferrer">ODBC drivers for your platform</a>.</p><p>For a regular connection use this as the SQLAlchemy URI after selecting either "Databricks Interactive Cluster" or "Databricks SQL Endpoint" for the database, depending on your use case:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databricks+pyodbc://token:{access_token}@{server_hostname}:{port}/{database_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>And for the connection arguments:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"sql/protocolv1/o/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The driver path should be:</p><ul><li><code>/Library/simba/spark/lib/libsparkodbc_sbu.dylib</code> (Mac OS)</li><li><code>/opt/simba/spark/lib/64/libsparkodbc_sb64.so</code> (Linux)</li></ul><p>For a connection to a SQL endpoint you need to use the HTTP path from the endpoint:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"connect_args"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token property" style="color:#36acaa">"http_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/sql/1.0/endpoints/****"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token property" style="color:#36acaa">"driver_path"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/odbc/driver"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/databricks.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/cratedb"><div class="pagination-nav__sublabel">Previous</div><div 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Using Database Connection UI</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><p>Here is the documentation on how to leverage the new DB Connection UI. This will provide admins the ability to enhance the UX for users who want to connect to new databases.</p><p><img loading="lazy" src="https://user-images.githubusercontent.com/27827808/125499607-94e300aa-1c0f-4c60-b199-3f9de41060a3.gif" alt="db-conn-docs" class="img_ev3q"></p><p>There are now 3 steps when connecting to a database in the new UI:</p><p>Step 1: First the admin must inform superset what engine they want to connect to. This page is powered by the <code>/available</code> endpoint which pulls on the engines currently installed in your environment, so that only supported databases are shown.</p><p>Step 2: Next, the admin is prompted to enter database specific parameters. Depending on whether there is a dynamic form available for that specific engine, the admin will either see the new custom form or the legacy SQLAlchemy form. We currently have built dynamic forms for (Redshift, MySQL, Postgres, and BigQuery). The new form prompts the user for the parameters needed to connect (for example, username, password, host, port, etc.) and provides immediate feedback on errors.</p><p>Step 3: Finally, once the admin has connected to their DB using the dynamic form they have the opportunity to update any optional advanced settings.</p><p>We hope this feature will help eliminate a huge bottleneck for users to get into the application and start crafting datasets.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-setup-up-preferred-database-options-and-images">How to setup up preferred database options and images<a href="#how-to-setup-up-preferred-database-options-and-images" class="hash-link" aria-label="Direct link to How to setup up preferred database options and images" title="Direct link to How to setup up preferred database options and images"></a></h3><p>We added a new configuration option where the admin can define their preferred databases, in order:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># A list of preferred databases, in order. These databases will be</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># displayed prominently in the "Add Database" dialog. You should</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># use the "engine_name" attribute of the corresponding DB engine spec</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># in `superset/db_engine_specs/`.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PREFERRED_DATABASES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> List</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"PostgreSQL"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"Presto"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"MySQL"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"SQLite"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For copyright reasons the logos for each database are not distributed with Superset.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="setting-images">Setting images<a href="#setting-images" class="hash-link" aria-label="Direct link to Setting images" title="Direct link to Setting images"></a></h3><ul><li>To set the images of your preferred database, admins must create a mapping in the <code>superset_text.yml</code> file with engine and location of the image. The image can be host locally inside your static/file directory or online (e.g. S3)</li></ul><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">DB_IMAGES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"path/to/image/postgres.jpg"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> bigquery</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"path/to/s3bucket/bigquery.jpg"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> snowflake</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"path/to/image/snowflake.jpg"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-add-new-database-engines-to-available-endpoint">How to add new database engines to available endpoint<a href="#how-to-add-new-database-engines-to-available-endpoint" class="hash-link" aria-label="Direct link to How to add new database engines to available endpoint" title="Direct link to How to add new database engines to available endpoint"></a></h3><p>Currently the new modal supports the following databases:</p><ul><li>Postgres</li><li>Redshift</li><li>MySQL</li><li>BigQuery</li></ul><p>When the user selects a database not in this list they will see the old dialog asking for the SQLAlchemy URI. New databases can be added gradually to the new flow. In order to support the rich configuration a DB engine spec needs to have the following attributes:</p><ol><li><code>parameters_schema</code>: a Marshmallow schema defining the parameters needed to configure the database. For Postgres this includes username, password, host, port, etc. (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1309-L1320" target="_blank" rel="noopener noreferrer">see</a>).</li><li><code>default_driver</code>: the name of the recommended driver for the DB engine spec. Many SQLAlchemy dialects support multiple drivers, but usually one is the official recommendation. For Postgres we use "psycopg2".</li><li><code>sqlalchemy_uri_placeholder</code>: a string that helps the user in case they want to type the URI directly.</li><li><code>encryption_parameters</code>: parameters used to build the URI when the user opts for an encrypted connection. For Postgres this is <code>{"sslmode": "require"}</code>.</li></ol><p>In addition, the DB engine spec must implement these class methods:</p><ul><li><code>build_sqlalchemy_uri(cls, parameters, encrypted_extra)</code>: this method receives the distinct parameters and builds the URI from them.</li><li><code>get_parameters_from_uri(cls, uri, encrypted_extra)</code>: this method does the opposite, extracting the parameters from a given URI.</li><li><code>validate_parameters(cls, parameters)</code>: this method is used for <code>onBlur</code> validation of the form. It should return a list of <code>SupersetError</code> indicating which parameters are missing, and which parameters are definitely incorrect (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1404" target="_blank" rel="noopener noreferrer">example</a>).</li></ul><p>For databases like MySQL and Postgres that use the standard format of <code>engine+driver://user:password@host:port/dbname</code> all you need to do is add the <code>BasicParametersMixin</code> to the DB engine spec, and then define the parameters 2-4 (<code>parameters_schema</code> is already present in the mixin).</p><p>For other databases you need to implement these methods yourself. 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Using Database Connection UI</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><p>Here is the documentation on how to leverage the new DB Connection UI. This will provide admins the ability to enhance the UX for users who want to connect to new databases.</p><p><img loading="lazy" src="https://user-images.githubusercontent.com/27827808/125499607-94e300aa-1c0f-4c60-b199-3f9de41060a3.gif" alt="db-conn-docs" class="img_ev3q"></p><p>There are now 3 steps when connecting to a database in the new UI:</p><p>Step 1: First the admin must inform superset what engine they want to connect to. This page is powered by the <code>/available</code> endpoint which pulls on the engines currently installed in your environment, so that only supported databases are shown.</p><p>Step 2: Next, the admin is prompted to enter database specific parameters. Depending on whether there is a dynamic form available for that specific engine, the admin will either see the new custom form or the legacy SQLAlchemy form. We currently have built dynamic forms for (Redshift, MySQL, Postgres, and BigQuery). The new form prompts the user for the parameters needed to connect (for example, username, password, host, port, etc.) and provides immediate feedback on errors.</p><p>Step 3: Finally, once the admin has connected to their DB using the dynamic form they have the opportunity to update any optional advanced settings.</p><p>We hope this feature will help eliminate a huge bottleneck for users to get into the application and start crafting datasets.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-setup-up-preferred-database-options-and-images">How to setup up preferred database options and images<a href="#how-to-setup-up-preferred-database-options-and-images" class="hash-link" aria-label="Direct link to How to setup up preferred database options and images" title="Direct link to How to setup up preferred database options and images"></a></h3><p>We added a new configuration option where the admin can define their preferred databases, in order:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># A list of preferred databases, in order. These databases will be</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># displayed prominently in the "Add Database" dialog. You should</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># use the "engine_name" attribute of the corresponding DB engine spec</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># in `superset/db_engine_specs/`.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PREFERRED_DATABASES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> List</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"PostgreSQL"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"Presto"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"MySQL"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"SQLite"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For copyright reasons the logos for each database are not distributed with Superset.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="setting-images">Setting images<a href="#setting-images" class="hash-link" aria-label="Direct link to Setting images" title="Direct link to Setting images"></a></h3><ul><li>To set the images of your preferred database, admins must create a mapping in the <code>superset_text.yml</code> file with engine and location of the image. The image can be host locally inside your static/file directory or online (e.g. S3)</li></ul><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">DB_IMAGES</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"path/to/image/postgres.jpg"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> bigquery</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"path/to/s3bucket/bigquery.jpg"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> snowflake</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"path/to/image/snowflake.jpg"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-add-new-database-engines-to-available-endpoint">How to add new database engines to available endpoint<a href="#how-to-add-new-database-engines-to-available-endpoint" class="hash-link" aria-label="Direct link to How to add new database engines to available endpoint" title="Direct link to How to add new database engines to available endpoint"></a></h3><p>Currently the new modal supports the following databases:</p><ul><li>Postgres</li><li>Redshift</li><li>MySQL</li><li>BigQuery</li></ul><p>When the user selects a database not in this list they will see the old dialog asking for the SQLAlchemy URI. New databases can be added gradually to the new flow. In order to support the rich configuration a DB engine spec needs to have the following attributes:</p><ol><li><code>parameters_schema</code>: a Marshmallow schema defining the parameters needed to configure the database. For Postgres this includes username, password, host, port, etc. (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1309-L1320" target="_blank" rel="noopener noreferrer">see</a>).</li><li><code>default_driver</code>: the name of the recommended driver for the DB engine spec. Many SQLAlchemy dialects support multiple drivers, but usually one is the official recommendation. For Postgres we use "psycopg2".</li><li><code>sqlalchemy_uri_placeholder</code>: a string that helps the user in case they want to type the URI directly.</li><li><code>encryption_parameters</code>: parameters used to build the URI when the user opts for an encrypted connection. For Postgres this is <code>{"sslmode": "require"}</code>.</li></ol><p>In addition, the DB engine spec must implement these class methods:</p><ul><li><code>build_sqlalchemy_uri(cls, parameters, encrypted_extra)</code>: this method receives the distinct parameters and builds the URI from them.</li><li><code>get_parameters_from_uri(cls, uri, encrypted_extra)</code>: this method does the opposite, extracting the parameters from a given URI.</li><li><code>validate_parameters(cls, parameters)</code>: this method is used for <code>onBlur</code> validation of the form. It should return a list of <code>SupersetError</code> indicating which parameters are missing, and which parameters are definitely incorrect (<a href="https://github.com/apache/superset/blob/accee507c0819cd0d7bcfb5a3e1199bc81eeebf2/superset/db_engine_specs/base.py#L1404" target="_blank" rel="noopener noreferrer">example</a>).</li></ul><p>For databases like MySQL and Postgres that use the standard format of <code>engine+driver://user:password@host:port/dbname</code> all you need to do is add the <code>BasicParametersMixin</code> to the DB engine spec, and then define the parameters 2-4 (<code>parameters_schema</code> is already present in the mixin).</p><p>For other databases you need to implement these methods yourself. The BigQuery DB engine spec is a good example of how to do that.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/db-connection-ui.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/docker-add-drivers"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Adding New Drivers in Docker</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/athena"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Amazon Athena</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#how-to-setup-up-preferred-database-options-and-images" class="table-of-contents__link toc-highlight">How to setup up preferred database options and images</a></li><li><a href="#setting-images" class="table-of-contents__link toc-highlight">Setting images</a></li><li><a href="#how-to-add-new-database-engines-to-available-endpoint" class="table-of-contents__link toc-highlight">How to add new database engines to available endpoint</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Adding New Drivers in Docker</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="adding-new-database-drivers-in-docker">Adding New Database Drivers in Docker<a href="#adding-new-database-drivers-in-docker" class="hash-link" aria-label="Direct link to Adding New Database Drivers in Docker" title="Direct link to Adding New Database Drivers in Docker"></a></h2><p>Superset requires a Python database driver to be installed for each additional type of database you
want to connect to. When setting up Superset locally via <code>docker-compose</code>, the drivers and packages
contained in
<a href="https://github.com/apache/superset/blob/master/requirements.txt" target="_blank" rel="noopener noreferrer">requirements.txt</a> and
@@ -34,11 +34,11 @@
<code>pip install mysqlclient</code> on our local shell and expect the drivers to be installed within the
Docker containers for superset.</p><p>In order to address this, the Superset <code>docker compose</code> setup comes with a mechanism for you to
install packages locally, which will be ignored by Git for the purposes of local development. Please
-follow these steps:</p><p>Create <code>requirements-local.txt</code></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># From the repo root...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">touch ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Add the driver selected in step above:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo "mysqlclient" >> ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Rebuild your local image with the new driver baked in:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose build --force-rm</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After the rebuild of the Docker images is complete (which may take a few minutes) you can relaunch using the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The other option is to start Superset via Docker Compose is using the recipe in <code>docker-compose-non-dev.yml</code>, which will use pre-built frontend assets and skip the building of front-end assets:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose -f docker-compose-non-dev.yml pull</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose -f docker-compose-non-dev.yml up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3-connect-to-mysql">3. Connect to MySQL<a href="#3-connect-to-mysql" class="hash-link" aria-label="Direct link to 3. Connect to MySQL" title="Direct link to 3. Connect to MySQL"></a></h3><p>Now that you've got a MySQL driver installed locally, you should be able to test it out.</p><p>We can now create a Datasource in Superset that can be used to connect to a MySQL instance. Assuming
+follow these steps:</p><p>Create <code>requirements-local.txt</code></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># From the repo root...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">touch ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Add the driver selected in step above:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">echo "mysqlclient" >> ./docker/requirements-local.txt</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Rebuild your local image with the new driver baked in:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose build --force-rm</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>After the rebuild of the Docker images is complete (which may take a few minutes) you can relaunch using the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The other option is to start Superset via Docker Compose is using the recipe in <code>docker-compose-non-dev.yml</code>, which will use pre-built frontend assets and skip the building of front-end assets:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose -f docker-compose-non-dev.yml pull</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">docker-compose -f docker-compose-non-dev.yml up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3-connect-to-mysql">3. Connect to MySQL<a href="#3-connect-to-mysql" class="hash-link" aria-label="Direct link to 3. Connect to MySQL" title="Direct link to 3. Connect to MySQL"></a></h3><p>Now that you've got a MySQL driver installed locally, you should be able to test it out.</p><p>We can now create a Datasource in Superset that can be used to connect to a MySQL instance. Assuming
your MySQL instance is running locally and can be accessed via localhost, use the following
connection string in “SQL Alchemy URI”, by going to Sources > Databases > + icon (to add a new
-datasource) in Superset.</p><p>For Docker running in Linux:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://mysqluser:mysqluserpassword@localhost/example?charset=utf8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For Docker running in OSX:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://mysqluser:mysqluserpassword@docker.for.mac.host.internal/example?charset=utf8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then click “Test Connection”, which should give you an “OK” message. If not, please look at your
-terminal for error messages, and reach out for help.</p><p>You can repeat this process for every database you want superset to be able to connect to.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/docker-add-drivers.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/installing-database-drivers"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing Database Drivers</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Using Database Connection UI</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#adding-new-database-drivers-in-docker" class="table-of-contents__link toc-highlight">Adding New Database Drivers in Docker</a><ul><li><a href="#1-determine-the-driver-you-need" class="table-of-contents__link toc-highlight">1. Determine the driver you need</a></li><li><a href="#2-install-mysql-driver" class="table-of-contents__link toc-highlight">2. Install MySQL Driver</a></li><li><a href="#3-connect-to-mysql" class="table-of-contents__link toc-highlight">3. Connect to MySQL</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+datasource) in Superset.</p><p>For Docker running in Linux:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://mysqluser:mysqluserpassword@localhost/example?charset=utf8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For Docker running in OSX:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://mysqluser:mysqluserpassword@docker.for.mac.host.internal/example?charset=utf8</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then click “Test Connection”, which should give you an “OK” message. If not, please look at your
+terminal for error messages, and reach out for help.</p><p>You can repeat this process for every database you want superset to be able to connect to.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/docker-add-drivers.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/installing-database-drivers"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing Database Drivers</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/db-connection-ui"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Using Database Connection UI</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#adding-new-database-drivers-in-docker" class="table-of-contents__link toc-highlight">Adding New Database Drivers in Docker</a><ul><li><a href="#1-determine-the-driver-you-need" class="table-of-contents__link toc-highlight">1. Determine the driver you need</a></li><li><a href="#2-install-mysql-driver" class="table-of-contents__link toc-highlight">2. Install MySQL Driver</a></li><li><a href="#3-connect-to-mysql" class="table-of-contents__link toc-highlight">3. Connect to MySQL</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
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class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Dremio</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="dremio">Dremio<a href="#dremio" class="hash-link" aria-label="Direct link to Dremio" title="Direct link to Dremio"></a></h2><p>The recommended connector library for Dremio is
-<a href="https://pypi.org/project/sqlalchemy-dremio/" target="_blank" rel="noopener noreferrer">sqlalchemy_dremio</a>.</p><p>The expected connection string for ODBC (Default port is 31010) is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dremio://{username}:{password}@{host}:{port}/{database_name}/dremio?SSL=1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string for Arrow Flight (Dremio 4.9.1+. Default port is 32010) is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dremio+flight://{username}:{password}@{host}:{port}/dremio</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This <a href="https://www.dremio.com/tutorials/dremio-apache-superset/" target="_blank" rel="noopener noreferrer">blog post by Dremio</a> has some
-additional helpful instructions on connecting Superset to Dremio.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/dremio.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">RisingWave</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/elasticsearch"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Elasticsearch</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#dremio" class="table-of-contents__link toc-highlight">Dremio</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Dremio</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="dremio">Dremio<a href="#dremio" class="hash-link" aria-label="Direct link to Dremio" title="Direct link to Dremio"></a></h2><p>The recommended connector library for Dremio is
+<a href="https://pypi.org/project/sqlalchemy-dremio/" target="_blank" rel="noopener noreferrer">sqlalchemy_dremio</a>.</p><p>The expected connection string for ODBC (Default port is 31010) is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dremio://{username}:{password}@{host}:{port}/{database_name}/dremio?SSL=1</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The expected connection string for Arrow Flight (Dremio 4.9.1+. Default port is 32010) is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dremio+flight://{username}:{password}@{host}:{port}/dremio</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This <a href="https://www.dremio.com/tutorials/dremio-apache-superset/" target="_blank" rel="noopener noreferrer">blog post by Dremio</a> has some
+additional helpful instructions on connecting Superset to Dremio.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/dremio.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/risingwave"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">RisingWave</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/elasticsearch"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Elasticsearch</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#dremio" class="table-of-contents__link toc-highlight">Dremio</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apache Drill</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-drill">Apache Drill<a href="#apache-drill" class="hash-link" aria-label="Direct link to Apache Drill" title="Direct link to Apache Drill"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="sqlalchemy">SQLAlchemy<a href="#sqlalchemy" class="hash-link" aria-label="Direct link to SQLAlchemy" title="Direct link to SQLAlchemy"></a></h3><p>The recommended way to connect to Apache Drill is through SQLAlchemy. You can use the
<a href="https://github.com/JohnOmernik/sqlalchemy-drill" target="_blank" rel="noopener noreferrer">sqlalchemy-drill</a> package.</p><p>Once that is done, you can connect to Drill in two ways, either via the REST interface or by JDBC.
-If you are connecting via JDBC, you must have the Drill JDBC Driver installed.</p><p>The basic connection string for Drill looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://<username>:<password>@<host>:<port>/<storage_plugin>?use_ssl=True</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To connect to Drill running on a local machine running in embedded mode you can use the following
-connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://localhost:8047/dfs?use_ssl=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="jdbc">JDBC<a href="#jdbc" class="hash-link" aria-label="Direct link to JDBC" title="Direct link to JDBC"></a></h3><p>Connecting to Drill through JDBC is more complicated and we recommend following
-<a href="https://drill.apache.org/docs/using-the-jdbc-driver/" target="_blank" rel="noopener noreferrer">this tutorial</a>.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+jdbc://<username>:<password>@<host>:<port></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="odbc">ODBC<a href="#odbc" class="hash-link" aria-label="Direct link to ODBC" title="Direct link to ODBC"></a></h3><p>We recommend reading the
+If you are connecting via JDBC, you must have the Drill JDBC Driver installed.</p><p>The basic connection string for Drill looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://<username>:<password>@<host>:<port>/<storage_plugin>?use_ssl=True</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To connect to Drill running on a local machine running in embedded mode you can use the following
+connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+sadrill://localhost:8047/dfs?use_ssl=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="jdbc">JDBC<a href="#jdbc" class="hash-link" aria-label="Direct link to JDBC" title="Direct link to JDBC"></a></h3><p>Connecting to Drill through JDBC is more complicated and we recommend following
+<a href="https://drill.apache.org/docs/using-the-jdbc-driver/" target="_blank" rel="noopener noreferrer">this tutorial</a>.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">drill+jdbc://<username>:<password>@<host>:<port></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="odbc">ODBC<a href="#odbc" class="hash-link" aria-label="Direct link to ODBC" title="Direct link to ODBC"></a></h3><p>We recommend reading the
<a href="https://drill.apache.org/docs/installing-the-driver-on-linux/" target="_blank" rel="noopener noreferrer">Apache Drill documentation</a> and read
the <a href="https://github.com/JohnOmernik/sqlalchemy-drill#usage-with-odbc" target="_blank" rel="noopener noreferrer">GitHub README</a> to learn how to
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-druid">Apache Druid<a href="#apache-druid" class="hash-link" aria-label="Direct link to Apache Druid" title="Direct link to Apache Druid"></a></h2><p>A native connector to Druid ships with Superset (behind the <code>DRUID_IS_ACTIVE</code> flag) but this is
slowly getting deprecated in favor of SQLAlchemy / DBAPI connector made available in the
-<a href="https://pythonhosted.org/pydruid/" target="_blank" rel="noopener noreferrer">pydruid library</a>.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">druid://<User>:<password>@<Host>:<Port-default-9088>/druid/v2/sql</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a breakdown of the key components of this connection string:</p><p>User: username portion of the credentials needed to connect to your database
+<a href="https://pythonhosted.org/pydruid/" target="_blank" rel="noopener noreferrer">pydruid library</a>.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">druid://<User>:<password>@<Host>:<Port-default-9088>/druid/v2/sql</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a breakdown of the key components of this connection string:</p><p>User: username portion of the credentials needed to connect to your database
Password: password portion of the credentials needed to connect to your database
Host: IP address (or URL) of the host machine that's running your database
Port: specific port that's exposed on your host machine where your database is running</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="customizing-druid-connection">Customizing Druid Connection<a href="#customizing-druid-connection" class="hash-link" aria-label="Direct link to Customizing Druid Connection" title="Direct link to Customizing Druid Connection"></a></h3><p>When adding a connection to Druid, you can customize the connection a few different ways in the
<strong>Add Database</strong> form.</p><p><strong>Custom Certificate</strong></p><p>You can add certificates in the <strong>Root Certificate</strong> field when configuring the new database
-connection to Druid:</p><img loading="lazy" src="/img/root-cert-example.png" class="img_ev3q"> <p>When using a custom certificate, pydruid will automatically use https scheme.</p><p><strong>Disable SSL Verification</strong></p><p>To disable SSL verification, add the following to the <strong>Extras</strong> field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">engine_params:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">{"connect_args":</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {"scheme": "https", "ssl_verify_cert": false}}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="aggregations">Aggregations<a href="#aggregations" class="hash-link" aria-label="Direct link to Aggregations" title="Direct link to Aggregations"></a></h3><p>Common aggregations or Druid metrics can be defined and used in Superset. The first and simpler use
+connection to Druid:</p><img loading="lazy" src="/img/root-cert-example.png" class="img_ev3q"> <p>When using a custom certificate, pydruid will automatically use https scheme.</p><p><strong>Disable SSL Verification</strong></p><p>To disable SSL verification, add the following to the <strong>Extras</strong> field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">engine_params:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">{"connect_args":</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {"scheme": "https", "ssl_verify_cert": false}}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="aggregations">Aggregations<a href="#aggregations" class="hash-link" aria-label="Direct link to Aggregations" title="Direct link to Aggregations"></a></h3><p>Common aggregations or Druid metrics can be defined and used in Superset. The first and simpler use
case is to use the checkbox matrix exposed in your datasource’s edit view (<strong>Sources -> Druid
Datasources -> <!-- -->[your datasource]<!-- --> -> Edit -> <!-- -->[tab]<!-- --> List Druid Column</strong>).</p><p>Clicking the GroupBy and Filterable checkboxes will make the column appear in the related dropdowns
while in the Explore view. Checking Count Distinct, Min, Max or Sum will result in creating new
@@ -39,7 +39,7 @@
following Druid documentation.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="post-aggregations">Post-Aggregations<a href="#post-aggregations" class="hash-link" aria-label="Direct link to Post-Aggregations" title="Direct link to Post-Aggregations"></a></h3><p>Druid supports post aggregation and this works in Superset. All you have to do is create a metric,
much like you would create an aggregation manually, but specify <code>postagg</code> as a <code>Metric Type</code>. You
then have to provide a valid json post-aggregation definition (as specified in the Druid docs) in
-the JSON field.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/druid.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/drill"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Drill</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/hive"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Hive</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-druid" class="table-of-contents__link toc-highlight">Apache Druid</a><ul><li><a href="#customizing-druid-connection" class="table-of-contents__link toc-highlight">Customizing Druid Connection</a></li><li><a href="#aggregations" class="table-of-contents__link toc-highlight">Aggregations</a></li><li><a href="#post-aggregations" class="table-of-contents__link toc-highlight">Post-Aggregations</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-dynamodb">AWS DynamoDB<a href="#aws-dynamodb" class="hash-link" aria-label="Direct link to AWS DynamoDB" title="Direct link to AWS DynamoDB"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pydynamodb">PyDynamoDB<a href="#pydynamodb" class="hash-link" aria-label="Direct link to PyDynamoDB" title="Direct link to PyDynamoDB"></a></h3><p><a href="https://pypi.org/project/PyDynamoDB/" target="_blank" rel="noopener noreferrer">PyDynamoDB</a> is a Python DB API 2.0 (PEP 249) client for Amazon DynamoDB.</p><p>The connection string for Amazon DynamoDB is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dynamodb://{aws_access_key_id}:{aws_secret_access_key}@dynamodb.{region_name}.amazonaws.com:443?connector=superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To get more documentation, please visit: <a href="https://github.com/passren/PyDynamoDB/wiki/5.-Superset" target="_blank" rel="noopener noreferrer">PyDynamoDB WIKI</a>.</p></div><footer 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Amazon DynamoDB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-dynamodb">AWS DynamoDB<a href="#aws-dynamodb" class="hash-link" aria-label="Direct link to AWS DynamoDB" title="Direct link to AWS DynamoDB"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="pydynamodb">PyDynamoDB<a href="#pydynamodb" class="hash-link" aria-label="Direct link to PyDynamoDB" title="Direct link to PyDynamoDB"></a></h3><p><a href="https://pypi.org/project/PyDynamoDB/" target="_blank" rel="noopener noreferrer">PyDynamoDB</a> is a Python DB API 2.0 (PEP 249) client for Amazon DynamoDB.</p><p>The connection string for Amazon DynamoDB is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">dynamodb://{aws_access_key_id}:{aws_secret_access_key}@dynamodb.{region_name}.amazonaws.com:443?connector=superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To get more documentation, please visit: <a href="https://github.com/passren/PyDynamoDB/wiki/5.-Superset" target="_blank" rel="noopener noreferrer">PyDynamoDB 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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="elasticsearch">Elasticsearch<a href="#elasticsearch" class="hash-link" aria-label="Direct link to Elasticsearch" title="Direct link to Elasticsearch"></a></h2><p>The recommended connector library for Elasticsearch is
-<a href="https://github.com/preset-io/elasticsearch-dbapi" target="_blank" rel="noopener noreferrer">elasticsearch-dbapi</a>.</p><p>The connection string for Elasticsearch looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+http://{user}:{password}@{host}:9200/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Using HTTPS</strong></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+https://{user}:{password}@{host}:9200/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Elasticsearch as a default limit of 10000 rows, so you can increase this limit on your cluster or
-set Superset’s row limit on config</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 10000</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can query multiple indices on SQL Lab for example</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT timestamp, agent FROM "logstash"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>But, to use visualizations for multiple indices you need to create an alias index on your cluster</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">POST /_aliases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "actions" : [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> { "add" : { "index" : "logstash-**", "alias" : "logstash_all" } }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then register your table with the alias name logstash_all</p><p><strong>Time zone</strong></p><p>By default, Superset uses UTC time zone for elasticsearch query. If you need to specify a time zone,
-please edit your Database and enter the settings of your specified time zone in the Other > ENGINE PARAMETERS:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "connect_args": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "time_zone": "Asia/Shanghai"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Another issue to note about the time zone problem is that before elasticsearch7.8, if you want to convert a string into a <code>DATETIME</code> object,
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class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" aria-expanded="false" href="/docs/contributing/contributing-page">Contributing</a></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/frequently-asked-questions">Frequently Asked Questions</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/docs/security">Security</a></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Elasticsearch</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="elasticsearch">Elasticsearch<a href="#elasticsearch" class="hash-link" aria-label="Direct link to Elasticsearch" title="Direct link to Elasticsearch"></a></h2><p>The recommended connector library for Elasticsearch is
+<a href="https://github.com/preset-io/elasticsearch-dbapi" target="_blank" rel="noopener noreferrer">elasticsearch-dbapi</a>.</p><p>The connection string for Elasticsearch looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+http://{user}:{password}@{host}:9200/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Using HTTPS</strong></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+https://{user}:{password}@{host}:9200/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Elasticsearch as a default limit of 10000 rows, so you can increase this limit on your cluster or
+set Superset’s row limit on config</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 10000</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can query multiple indices on SQL Lab for example</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT timestamp, agent FROM "logstash"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>But, to use visualizations for multiple indices you need to create an alias index on your cluster</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">POST /_aliases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "actions" : [</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> { "add" : { "index" : "logstash-**", "alias" : "logstash_all" } }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then register your table with the alias name logstash_all</p><p><strong>Time zone</strong></p><p>By default, Superset uses UTC time zone for elasticsearch query. If you need to specify a time zone,
+please edit your Database and enter the settings of your specified time zone in the Other > ENGINE PARAMETERS:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "connect_args": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "time_zone": "Asia/Shanghai"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Another issue to note about the time zone problem is that before elasticsearch7.8, if you want to convert a string into a <code>DATETIME</code> object,
you need to use the <code>CAST</code> function,but this function does not support our <code>time_zone</code> setting. So it is recommended to upgrade to the version after elasticsearch7.8.
After elasticsearch7.8, you can use the <code>DATETIME_PARSE</code> function to solve this problem.
The DATETIME_PARSE function is to support our <code>time_zone</code> setting, and here you need to fill in your elasticsearch version number in the Other > VERSION setting.
-the superset will use the <code>DATETIME_PARSE</code> function for conversion.</p><p><strong>Disable SSL Verification</strong></p><p>To disable SSL verification, add the following to the <strong>SQLALCHEMY URI</strong> field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+https://{user}:{password}@{host}:9200/?verify_certs=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/elasticsearch.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/dremio"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Dremio</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/exasol"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Exasol</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#elasticsearch" class="table-of-contents__link toc-highlight">Elasticsearch</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+the superset will use the <code>DATETIME_PARSE</code> function for conversion.</p><p><strong>Disable SSL Verification</strong></p><p>To disable SSL verification, add the following to the <strong>SQLALCHEMY URI</strong> field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">elasticsearch+https://{user}:{password}@{host}:9200/?verify_certs=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/elasticsearch.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/dremio"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Dremio</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/exasol"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Exasol</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#elasticsearch" class="table-of-contents__link toc-highlight">Elasticsearch</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
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@@ -2,7 +2,7 @@
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="exasol">Exasol<a href="#exasol" class="hash-link" aria-label="Direct link to Exasol" title="Direct link to Exasol"></a></h2><p>The recommended connector library for Exasol is
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class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Exasol</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="exasol">Exasol<a href="#exasol" class="hash-link" aria-label="Direct link to Exasol" title="Direct link to Exasol"></a></h2><p>The recommended connector library for Exasol is
+<a href="https://github.com/exasol/sqlalchemy-exasol" target="_blank" rel="noopener noreferrer">sqlalchemy-exasol</a>.</p><p>The connection string for Exasol looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">exa+pyodbc://{username}:{password}@{hostname}:{port}/my_schema?CONNECTIONLCALL=en_US.UTF-8&driver=EXAODBC</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/exasol.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/elasticsearch"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Elasticsearch</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/bigquery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Google BigQuery</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#exasol" class="table-of-contents__link toc-highlight">Exasol</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="extra-database-settings">Extra Database Settings<a href="#extra-database-settings" class="hash-link" aria-label="Direct link to Extra Database Settings" title="Direct link to Extra Database Settings"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="deeper-sqlalchemy-integration">Deeper SQLAlchemy Integration<a href="#deeper-sqlalchemy-integration" class="hash-link" aria-label="Direct link to Deeper SQLAlchemy Integration" title="Direct link to Deeper SQLAlchemy Integration"></a></h3><p>It is possible to tweak the database connection information using the parameters exposed by
SQLAlchemy. In the <strong>Database edit</strong> view, you can edit the <strong>Extra</strong> field as a JSON blob.</p><p>This JSON string contains extra configuration elements. The <code>engine_params</code> object gets unpacked
into the <code>sqlalchemy.create_engine</code> call, while the <code>metadata_params</code> get unpacked into the
<code>sqlalchemy.MetaData</code> call. Refer to the SQLAlchemy docs for more information.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="schemas">Schemas<a href="#schemas" class="hash-link" aria-label="Direct link to Schemas" title="Direct link to Schemas"></a></h3><p>Databases like Postgres and Redshift use the <strong>schema</strong> as the logical entity on top of the
@@ -32,8 +32,8 @@
running a custom secret distribution framework and do not wish to store secrets in Superset’s meta
database.</p><p>Example: Write a function that takes a single argument of type <code>sqla.engine.url</code> and returns the
password for the given connection string. Then set <code>SQLALCHEMY_CUSTOM_PASSWORD_STORE</code> in your config
-file to point to that function.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">example_lookup_password</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">url</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> secret </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token operator" style="color:#393A34"><<</span><span class="token plain">get password </span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> external framework</span><span class="token operator" style="color:#393A34">>></span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'secret'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_CUSTOM_PASSWORD_STORE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> example_lookup_password</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A common pattern is to use environment variables to make secrets available.
-<code>SQLALCHEMY_CUSTOM_PASSWORD_STORE</code> can also be used for that purpose.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">example_password_as_env_var</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">url</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># assuming the uri looks like</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># mysql://localhost?superset_user:{SUPERSET_PASSWORD}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> url</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">password</span><span class="token punctuation" style="color:#393A34">.</span><span class="token builtin">format</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">os</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">environ</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_CUSTOM_PASSWORD_STORE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> example_password_as_env_var</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="ssl-access-to-databases">SSL Access to Databases<a href="#ssl-access-to-databases" class="hash-link" aria-label="Direct link to SSL Access to Databases" title="Direct link to SSL Access to Databases"></a></h3><p>You can use the <code>Extra</code> field in the <strong>Edit Databases</strong> form to configure SSL:</p><div class="language-JSON codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-JSON codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "metadata_params": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "engine_params": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "connect_args":{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "sslmode":"require",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "sslrootcert": "/path/to/my/pem"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg 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+file to point to that function.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">example_lookup_password</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">url</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> secret </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token operator" style="color:#393A34"><<</span><span class="token plain">get password </span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> external framework</span><span class="token operator" style="color:#393A34">>></span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'secret'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_CUSTOM_PASSWORD_STORE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> example_lookup_password</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A common pattern is to use environment variables to make secrets available.
+<code>SQLALCHEMY_CUSTOM_PASSWORD_STORE</code> can also be used for that purpose.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">example_password_as_env_var</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">url</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># assuming the uri looks like</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># mysql://localhost?superset_user:{SUPERSET_PASSWORD}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> url</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">password</span><span class="token punctuation" style="color:#393A34">.</span><span class="token builtin">format</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">os</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">environ</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_CUSTOM_PASSWORD_STORE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> example_password_as_env_var</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="ssl-access-to-databases">SSL Access to Databases<a href="#ssl-access-to-databases" class="hash-link" aria-label="Direct link to SSL Access to Databases" title="Direct link to SSL Access to Databases"></a></h3><p>You can use the <code>Extra</code> field in the <strong>Edit Databases</strong> form to configure SSL:</p><div class="language-JSON codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-JSON codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "metadata_params": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "engine_params": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "connect_args":{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "sslmode":"require",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "sslrootcert": "/path/to/my/pem"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/extra-settings.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/firebolt"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Firebolt</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/kusto"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">kusto</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#extra-database-settings" class="table-of-contents__link toc-highlight">Extra Database Settings</a><ul><li><a href="#deeper-sqlalchemy-integration" class="table-of-contents__link toc-highlight">Deeper SQLAlchemy Integration</a></li><li><a href="#schemas" class="table-of-contents__link toc-highlight">Schemas</a></li><li><a href="#external-password-store-for-sqlalchemy-connections" class="table-of-contents__link toc-highlight">External Password Store for SQLAlchemy Connections</a></li><li><a href="#ssl-access-to-databases" class="table-of-contents__link toc-highlight">SSL Access to Databases</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="firebird">Firebird<a href="#firebird" class="hash-link" aria-label="Direct link to Firebird" title="Direct link to Firebird"></a></h2><p>The recommended connector library for Firebird is <a href="https://pypi.org/project/sqlalchemy-firebird/" target="_blank" rel="noopener noreferrer">sqlalchemy-firebird</a>.
-Superset has been tested on <code>sqlalchemy-firebird>=0.7.0, <0.8</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebird+fdb://{username}:{password}@{host}:{port}//{path_to_db_file}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a connection string example of Superset connecting to a local Firebird database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebird+fdb://SYSDBA:masterkey@192.168.86.38:3050//Library/Frameworks/Firebird.framework/Versions/A/Resources/examples/empbuild/employee.fdb</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/firebird.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/databricks"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Databricks</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">YugabyteDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#firebird" class="table-of-contents__link toc-highlight">Firebird</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Firebird</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="firebird">Firebird<a href="#firebird" class="hash-link" aria-label="Direct link to Firebird" title="Direct link to Firebird"></a></h2><p>The recommended connector library for Firebird is <a href="https://pypi.org/project/sqlalchemy-firebird/" target="_blank" rel="noopener noreferrer">sqlalchemy-firebird</a>.
+Superset has been tested on <code>sqlalchemy-firebird>=0.7.0, <0.8</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebird+fdb://{username}:{password}@{host}:{port}//{path_to_db_file}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a connection string example of Superset connecting to a local Firebird database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebird+fdb://SYSDBA:masterkey@192.168.86.38:3050//Library/Frameworks/Firebird.framework/Versions/A/Resources/examples/empbuild/employee.fdb</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/firebird.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/databricks"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Databricks</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">YugabyteDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#firebird" class="table-of-contents__link toc-highlight">Firebird</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Firebolt</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="firebolt">Firebolt<a href="#firebolt" class="hash-link" aria-label="Direct link to Firebolt" title="Direct link to Firebolt"></a></h2><p>The recommended connector library for Firebolt is <a href="https://pypi.org/project/firebolt-sqlalchemy/" target="_blank" rel="noopener noreferrer">firebolt-sqlalchemy</a>.
-Superset has been tested on <code>firebolt-sqlalchemy>=0.0.1</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://{username}:{password}@{database}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">or</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://{username}:{password}@{database}/{engine_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a connection string example of Superset connecting to a Firebolt database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://email@domain:password@sample_database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">or</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://email@domain:password@sample_database/sample_engine</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/firebolt.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">YugabyteDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Extra Database Settings</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#firebolt" class="table-of-contents__link toc-highlight">Firebolt</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="firebolt">Firebolt<a href="#firebolt" class="hash-link" aria-label="Direct link to Firebolt" title="Direct link to Firebolt"></a></h2><p>The recommended connector library for Firebolt is <a href="https://pypi.org/project/firebolt-sqlalchemy/" target="_blank" rel="noopener noreferrer">firebolt-sqlalchemy</a>.
+Superset has been tested on <code>firebolt-sqlalchemy>=0.0.1</code>.</p><p>The recommended connection string is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://{username}:{password}@{database}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">or</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://{username}:{password}@{database}/{engine_name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here's a connection string example of Superset connecting to a Firebolt database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://email@domain:password@sample_database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">or</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">firebolt://email@domain:password@sample_database/sample_engine</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/firebolt.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/yugabytedb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">YugabyteDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Extra Database Settings</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#firebolt" class="table-of-contents__link toc-highlight">Firebolt</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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<a href="https://developers.google.com/chart/interactive/docs/querylanguage" target="_blank" rel="noopener noreferrer">SQL API</a>. The recommended
connector library for Google Sheets is <a href="https://github.com/betodealmeida/shillelagh" target="_blank" rel="noopener noreferrer">shillelagh</a>.</p><p>There are a few steps involved in connecting Superset to Google Sheets. This
<a href="https://preset.io/blog/2020-06-01-connect-superset-google-sheets/" target="_blank" rel="noopener noreferrer">tutorial</a> has the most up to date
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<small>Apache Superset, Apache, Superset, the Superset 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.
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hana">Hana<a href="#hana" class="hash-link" aria-label="Direct link to Hana" title="Direct link to Hana"></a></h2><p>The recommended connector library is <a href="https://github.com/SAP/sqlalchemy-hana" target="_blank" rel="noopener noreferrer">sqlalchemy-hana</a>.</p><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hana://{username}:{password}@{host}:{port}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" 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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-hive">Apache Hive<a href="#apache-hive" class="hash-link" aria-label="Direct link to Apache Hive" title="Direct link to Apache Hive"></a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Hive through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" 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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hologres">Hologres<a href="#hologres" class="hash-link" aria-label="Direct link to Hologres" title="Direct link to Hologres"></a></h2><p>Hologres is a real-time interactive analytics service developed by Alibaba Cloud. It is fully compatible with PostgreSQL 11 and integrates seamlessly with the big data ecosystem.</p><p>Hologres sample connection parameters:</p><ul><li><strong>User Name</strong>: The AccessKey ID of your Alibaba Cloud account.</li><li><strong>Password</strong>: The AccessKey secret of your Alibaba Cloud account.</li><li><strong>Database Host</strong>: The public endpoint of the Hologres instance.</li><li><strong>Database Name</strong>: The name of the Hologres database.</li><li><strong>Port</strong>: The port number of the Hologres instance.</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql+psycopg2://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/hologres.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vertica</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Trino</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#hologres" class="table-of-contents__link toc-highlight">Hologres</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Hologres</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="hologres">Hologres<a href="#hologres" class="hash-link" aria-label="Direct link to Hologres" title="Direct link to Hologres"></a></h2><p>Hologres is a real-time interactive analytics service developed by Alibaba Cloud. It is fully compatible with PostgreSQL 11 and integrates seamlessly with the big data ecosystem.</p><p>Hologres sample connection parameters:</p><ul><li><strong>User Name</strong>: The AccessKey ID of your Alibaba Cloud account.</li><li><strong>Password</strong>: The AccessKey secret of your Alibaba Cloud account.</li><li><strong>Database Host</strong>: The public endpoint of the Hologres instance.</li><li><strong>Database Name</strong>: The name of the Hologres database.</li><li><strong>Port</strong>: The port number of the Hologres instance.</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql+psycopg2://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/hologres.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Vertica</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Trino</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#hologres" class="table-of-contents__link toc-highlight">Hologres</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ibm-db2">IBM DB2<a href="#ibm-db2" class="hash-link" aria-label="Direct link to IBM DB2" title="Direct link to IBM DB2"></a></h2><p>The <a href="https://github.com/ibmdb/python-ibmdbsa/tree/master/ibm_db_sa" target="_blank" rel="noopener noreferrer">IBM_DB_SA</a> library provides a
-Python / SQLAlchemy interface to IBM Data Servers.</p><p>Here's the recommended connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">db2+ibm_db://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two DB2 dialect versions implemented in SQLAlchemy. If you are connecting to a DB2 version without <code>LIMIT [n]</code> syntax, the recommended connection string to be able to use the SQL Lab is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ibm_db_sa://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/ibm-db2.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/hana"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hana</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ibm-db2" class="table-of-contents__link toc-highlight">IBM DB2</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ibm-db2">IBM DB2<a href="#ibm-db2" class="hash-link" aria-label="Direct link to IBM DB2" title="Direct link to IBM DB2"></a></h2><p>The <a href="https://github.com/ibmdb/python-ibmdbsa/tree/master/ibm_db_sa" target="_blank" rel="noopener noreferrer">IBM_DB_SA</a> library provides a
+Python / SQLAlchemy interface to IBM Data Servers.</p><p>Here's the recommended connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">db2+ibm_db://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are two DB2 dialect versions implemented in SQLAlchemy. If you are connecting to a DB2 version without <code>LIMIT [n]</code> syntax, the recommended connection string to be able to use the SQL Lab is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ibm_db_sa://{username}:{passport}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/ibm-db2.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/hana"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hana</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ibm-db2" class="table-of-contents__link toc-highlight">IBM DB2</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-impala">Apache Impala<a href="#apache-impala" class="hash-link" aria-label="Direct link to Apache Impala" title="Direct link to Apache Impala"></a></h2><p>The recommended connector library to Apache Impala is <a href="https://github.com/cloudera/impyla" target="_blank" rel="noopener noreferrer">impyla</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">impala://{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" 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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-impala">Apache Impala<a href="#apache-impala" class="hash-link" aria-label="Direct link to Apache Impala" title="Direct link to Apache Impala"></a></h2><p>The recommended connector library to Apache Impala is <a href="https://github.com/cloudera/impyla" target="_blank" rel="noopener noreferrer">impyla</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">impala://{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Installing Database Drivers</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="install-database-drivers">Install Database Drivers<a href="#install-database-drivers" class="hash-link" aria-label="Direct link to Install Database Drivers" title="Direct link to Install Database Drivers"></a></h2><p>Superset requires a Python DB-API database driver and a SQLAlchemy
dialect to be installed for each datastore you want to connect to.</p><p>You can read more <a href="/docs/databases/docker-add-drivers">here</a> about how to
install new database drivers into your Superset configuration.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="supported-databases-and-dependencies">Supported Databases and Dependencies<a href="#supported-databases-and-dependencies" class="hash-link" aria-label="Direct link to Supported Databases and Dependencies" title="Direct link to Supported Databases and Dependencies"></a></h3><p>Superset does not ship bundled with connectivity to databases, except for SQLite,
which is part of the Python standard library.
@@ -34,7 +34,7 @@
exists, please file an issue on the
<a href="https://github.com/apache/superset/issues" target="_blank" rel="noopener noreferrer">Superset GitHub repo</a>, so we can work on documenting and
supporting it.</p><p>If you'd like to build a database connector for Superset integration,
-read the <a href="https://preset.io/blog/building-database-connector/" target="_blank" rel="noopener noreferrer">following tutorial</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/installing-database-drivers.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/setup-ssh-tunneling"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Setup SSH Tunneling</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/docker-add-drivers"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Adding New Drivers in Docker</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#install-database-drivers" class="table-of-contents__link toc-highlight">Install Database Drivers</a><ul><li><a href="#supported-databases-and-dependencies" class="table-of-contents__link toc-highlight">Supported Databases and Dependencies</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+read the <a href="https://preset.io/blog/building-database-connector/" target="_blank" rel="noopener noreferrer">following tutorial</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/installing-database-drivers.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/setup-ssh-tunneling"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Setup SSH Tunneling</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/docker-add-drivers"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Adding New Drivers in Docker</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#install-database-drivers" class="table-of-contents__link toc-highlight">Install Database Drivers</a><ul><li><a href="#supported-databases-and-dependencies" class="table-of-contents__link toc-highlight">Supported Databases and Dependencies</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">kusto</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="kusto">Kusto<a href="#kusto" class="hash-link" aria-label="Direct link to Kusto" title="Direct link to Kusto"></a></h2><p>The recommended connector library for Kusto is
-<a href="https://pypi.org/project/sqlalchemy-kusto/2.0.0/" target="_blank" rel="noopener noreferrer">sqlalchemy-kusto</a>>=2.0.0.</p><p>The connection string for Kusto (sql dialect) looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kustosql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The connection string for Kusto (kql dialect) looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kustokql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure the user has privileges to access and use all required
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="kusto">Kusto<a href="#kusto" class="hash-link" aria-label="Direct link to Kusto" title="Direct link to Kusto"></a></h2><p>The recommended connector library for Kusto is
+<a href="https://pypi.org/project/sqlalchemy-kusto/2.0.0/" target="_blank" rel="noopener noreferrer">sqlalchemy-kusto</a>>=2.0.0.</p><p>The connection string for Kusto (sql dialect) looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kustosql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The connection string for Kusto (kql dialect) looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kustokql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure the user has privileges to access and use all required
+databases/tables/views.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/kusto.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/extra-settings"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Extra Database Settings</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/creating-charts-dashboards/creating-your-first-dashboard"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Creating Your First Dashboard</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#kusto" class="table-of-contents__link toc-highlight">Kusto</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-kylin">Apache Kylin<a href="#apache-kylin" class="hash-link" aria-label="Direct link to Apache Kylin" title="Direct link to Apache Kylin"></a></h2><p>The recommended connector library for Apache Kylin is
-<a href="https://github.com/Kyligence/kylinpy" target="_blank" rel="noopener noreferrer">kylinpy</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kylin://<username>:<password>@<hostname>:<port>/<project>?<param1>=<value1>&<param2>=<value2></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/kylin.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/ascend"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Ascend.io</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/pinot"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Pinot</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-kylin" class="table-of-contents__link toc-highlight">Apache Kylin</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apache Kylin</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn 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+<a href="https://github.com/Kyligence/kylinpy" target="_blank" rel="noopener noreferrer">kylinpy</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kylin://<username>:<password>@<hostname>:<port>/<project>?<param1>=<value1>&<param2>=<value2></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/kylin.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/ascend"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Ascend.io</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/pinot"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Pinot</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-kylin" class="table-of-contents__link toc-highlight">Apache Kylin</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="mysql">MySQL<a href="#mysql" class="hash-link" aria-label="Direct link to MySQL" title="Direct link to MySQL"></a></h2><p>The recommended connector library for MySQL is <a href="https://pypi.org/project/mysqlclient/" target="_blank" rel="noopener noreferrer">mysqlclient</a>.</p><p>Here's the connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Host:</p><ul><li>For Localhost or Docker running Linux: <code>localhost</code> or <code>127.0.0.1</code></li><li>For On Prem: IP address or Host name</li><li>For Docker running in OSX: <code>docker.for.mac.host.internal</code>
-Port: <code>3306</code> by default</li></ul><p>One problem with <code>mysqlclient</code> is that it will fail to connect to newer MySQL databases using <code>caching_sha2_password</code> for authentication, since the plugin is not included in the client. In this case, you should use <code>[mysql-connector-python](https://pypi.org/project/mysql-connector-python/)</code> instead:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql+mysqlconnector://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/mysql.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/oracle"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Oracle</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#mysql" class="table-of-contents__link toc-highlight">MySQL</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">MySQL</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="mysql">MySQL<a href="#mysql" class="hash-link" aria-label="Direct link to MySQL" title="Direct link to MySQL"></a></h2><p>The recommended connector library for MySQL is <a href="https://pypi.org/project/mysqlclient/" target="_blank" rel="noopener noreferrer">mysqlclient</a>.</p><p>Here's the connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Host:</p><ul><li>For Localhost or Docker running Linux: <code>localhost</code> or <code>127.0.0.1</code></li><li>For On Prem: IP address or Host name</li><li>For Docker running in OSX: <code>docker.for.mac.host.internal</code>
+Port: <code>3306</code> by default</li></ul><p>One problem with <code>mysqlclient</code> is that it will fail to connect to newer MySQL databases using <code>caching_sha2_password</code> for authentication, since the plugin is not included in the client. In this case, you should use <code>[mysql-connector-python](https://pypi.org/project/mysql-connector-python/)</code> instead:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mysql+mysqlconnector://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/mysql.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/netezza"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM Netezza Performance Server</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/oracle"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Oracle</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#mysql" class="table-of-contents__link toc-highlight">MySQL</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ibm-netezza-performance-server">IBM Netezza Performance Server<a href="#ibm-netezza-performance-server" class="hash-link" aria-label="Direct link to IBM Netezza Performance Server" title="Direct link to IBM Netezza Performance Server"></a></h2><p>The <a href="https://pypi.org/project/nzalchemy/" target="_blank" rel="noopener noreferrer">nzalchemy</a> library provides a
-Python / SQLAlchemy interface to IBM Netezza Performance Server (aka Netezza).</p><p>Here's the recommended connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">netezza+nzpy://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/netezza.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/ibm-db2"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM DB2</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/mysql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">MySQL</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ibm-netezza-performance-server" class="table-of-contents__link toc-highlight">IBM Netezza Performance Server</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">IBM Netezza Performance Server</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ibm-netezza-performance-server">IBM Netezza Performance Server<a href="#ibm-netezza-performance-server" class="hash-link" aria-label="Direct link to IBM Netezza Performance Server" title="Direct link to IBM Netezza Performance Server"></a></h2><p>The <a href="https://pypi.org/project/nzalchemy/" target="_blank" rel="noopener noreferrer">nzalchemy</a> library provides a
+Python / SQLAlchemy interface to IBM Netezza Performance Server (aka Netezza).</p><p>Here's the recommended connection string:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">netezza+nzpy://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/netezza.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/ibm-db2"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">IBM DB2</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/mysql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">MySQL</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ibm-netezza-performance-server" class="table-of-contents__link toc-highlight">IBM Netezza Performance Server</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ocient-db">Ocient DB<a href="#ocient-db" class="hash-link" aria-label="Direct link to Ocient DB" title="Direct link to Ocient DB"></a></h2><p>The recommended connector library for Ocient is <a href="https://pypi.org/project/sqlalchemy-ocient" target="_blank" rel="noopener noreferrer">sqlalchemy-ocient</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="install-the-ocient-driver">Install the Ocient Driver<a href="#install-the-ocient-driver" class="hash-link" aria-label="Direct link to Install the Ocient Driver" title="Direct link to Install the Ocient Driver"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install sqlalchemy-ocient</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-ocient">Connecting to Ocient<a href="#connecting-to-ocient" class="hash-link" aria-label="Direct link to Connecting to Ocient" title="Direct link to Connecting to Ocient"></a></h2><p>The format of the Ocient DSN is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://user:password@</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">host</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">:port</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">/database</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">?param1</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">value1</span><span class="token operator" style="color:#393A34">&</span><span class="token punctuation" style="color:#393A34">..</span><span class="token plain">.</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The DSN for connecting to an <code>exampledb</code> database hosted at <code>examplehost:4050</code> with TLS enabled is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://admin:abc123@examplehost:4050/exampledb?tls</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">on</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>NOTE</strong>: You must enter the <code>user</code> and <code>password</code> credentials. <code>host</code> defaults to localhost,
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ocient-db">Ocient DB<a href="#ocient-db" class="hash-link" aria-label="Direct link to Ocient DB" title="Direct link to Ocient DB"></a></h2><p>The recommended connector library for Ocient is <a href="https://pypi.org/project/sqlalchemy-ocient" target="_blank" rel="noopener noreferrer">sqlalchemy-ocient</a>.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="install-the-ocient-driver">Install the Ocient Driver<a href="#install-the-ocient-driver" class="hash-link" aria-label="Direct link to Install the Ocient Driver" title="Direct link to Install the Ocient Driver"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install sqlalchemy-ocient</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="connecting-to-ocient">Connecting to Ocient<a href="#connecting-to-ocient" class="hash-link" aria-label="Direct link to Connecting to Ocient" title="Direct link to Connecting to Ocient"></a></h2><p>The format of the Ocient DSN is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://user:password@</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">host</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">:port</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">/database</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">?param1</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">value1</span><span class="token operator" style="color:#393A34">&</span><span class="token punctuation" style="color:#393A34">..</span><span class="token plain">.</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The DSN for connecting to an <code>exampledb</code> database hosted at <code>examplehost:4050</code> with TLS enabled is:</p><div class="language-shell codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-shell codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">ocient://admin:abc123@examplehost:4050/exampledb?tls</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">on</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>NOTE</strong>: You must enter the <code>user</code> and <code>password</code> credentials. <code>host</code> defaults to localhost,
port defaults to 4050, database defaults to <code>system</code> and <code>tls</code> defaults
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+<a href="https://cx-oracle.readthedocs.io/en/latest/user_guide/installation.html" target="_blank" rel="noopener noreferrer">cx_Oracle</a>.</p><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">oracle://<username>:<password>@<hostname>:<port></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/oracle.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/mysql"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">MySQL</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/postgres"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Postgres</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#oracle" class="table-of-contents__link toc-highlight">Oracle</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-pinot">Apache Pinot<a href="#apache-pinot" class="hash-link" aria-label="Direct link to Apache Pinot" title="Direct link to Apache Pinot"></a></h2><p>The recommended connector library for Apache Pinot is <a href="https://pypi.org/project/pinotdb/" target="_blank" rel="noopener noreferrer">pinotdb</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pinot+http://<pinot-broker-host>:<pinot-broker-port>/query?controller=http://<pinot-controller-host>:<pinot-controller-port>/``</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/pinot.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg 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plain">pinot+http://<pinot-broker-host>:<pinot-broker-port>/query?controller=http://<pinot-controller-host>:<pinot-controller-port>/``</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/pinot.mdx" target="_blank" rel="noreferrer noopener" 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Postgres</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="postgres">Postgres<a href="#postgres" class="hash-link" aria-label="Direct link to Postgres" title="Direct link to Postgres"></a></h2><p>Note that, if you're using docker-compose, the Postgres connector library <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>
-comes out of the box with Superset.</p><p>Postgres sample connection parameters:</p><ul><li><strong>User Name</strong>: UserName</li><li><strong>Password</strong>: DBPassword</li><li><strong>Database Host</strong>:<ul><li>For Localhost: localhost or 127.0.0.1</li><li>For On Prem: IP address or Host name</li><li>For AWS Endpoint</li></ul></li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5432</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}?sslmode=require</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can read about the other SSL modes that Postgres supports in
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Postgres</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="postgres">Postgres<a href="#postgres" class="hash-link" aria-label="Direct link to Postgres" title="Direct link to Postgres"></a></h2><p>Note that, if you're using docker-compose, the Postgres connector library <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>
+comes out of the box with Superset.</p><p>Postgres sample connection parameters:</p><ul><li><strong>User Name</strong>: UserName</li><li><strong>Password</strong>: DBPassword</li><li><strong>Database Host</strong>:<ul><li>For Localhost: localhost or 127.0.0.1</li><li>For On Prem: IP address or Host name</li><li>For AWS Endpoint</li></ul></li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5432</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}?sslmode=require</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can read about the other SSL modes that Postgres supports in
<a href="https://www.postgresql.org/docs/9.1/libpq-ssl.html" target="_blank" rel="noopener noreferrer">Table 31-1 from this documentation</a>.</p><p>More information about PostgreSQL connection options can be found in the
<a href="https://docs.sqlalchemy.org/en/13/dialects/postgresql.html#module-sqlalchemy.dialects.postgresql.psycopg2" target="_blank" rel="noopener noreferrer">SQLAlchemy docs</a>
and the
-<a href="https://www.postgresql.org/docs/9.1/libpq-connect.html#LIBPQ-PQCONNECTDBPARAMS" target="_blank" rel="noopener noreferrer">PostgreSQL docs</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/postgres.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/oracle"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Oracle</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/presto"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Presto</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#postgres" class="table-of-contents__link toc-highlight">Postgres</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="presto">Presto<a href="#presto" class="hash-link" aria-label="Direct link to Presto" title="Direct link to Presto"></a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Presto through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can pass in a username and password as well:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here is an example connection string with values:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://datascientist:securepassword@presto.example.com:8080/hive</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default Superset assumes the most recent version of Presto is being used when querying the
-datasource. If you’re using an older version of Presto, you can configure it in the extra parameter:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "version": "0.123"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/presto.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/postgres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Postgres</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/snowflake"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Snowflake</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#presto" class="table-of-contents__link toc-highlight">Presto</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Presto</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="presto">Presto<a href="#presto" class="hash-link" aria-label="Direct link to Presto" title="Direct link to Presto"></a></h2><p>The <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a> library is the recommended way to connect to Presto through SQLAlchemy.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can pass in a username and password as well:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://{username}:{password}@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here is an example connection string with values:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">presto://datascientist:securepassword@presto.example.com:8080/hive</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default Superset assumes the most recent version of Presto is being used when querying the
+datasource. If you’re using an older version of Presto, you can configure it in the extra parameter:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "version": "0.123"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/presto.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/postgres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Postgres</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/snowflake"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Snowflake</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#presto" class="table-of-contents__link toc-highlight">Presto</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-redshift">AWS Redshift<a href="#aws-redshift" class="hash-link" aria-label="Direct link to AWS Redshift" title="Direct link to AWS Redshift"></a></h2><p>The <a href="https://pypi.org/project/sqlalchemy-redshift/" target="_blank" rel="noopener noreferrer">sqlalchemy-redshift</a> library is the recommended
-way to connect to Redshift through SQLAlchemy.</p><p>You'll need to the following setting values to form the connection string:</p><ul><li><strong>User Name</strong>: userName</li><li><strong>Password</strong>: DBPassword</li><li><strong>Database Host</strong>: AWS Endpoint</li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5439</li></ul><p>Here's what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">redshift+psycopg2://<userName>:<DBPassword>@<AWS End Point>:5439/<Database Name></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/redshift.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Amazon DynamoDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/starrocks"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">StarRocks</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#aws-redshift" class="table-of-contents__link toc-highlight">AWS Redshift</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="aws-redshift">AWS Redshift<a href="#aws-redshift" class="hash-link" aria-label="Direct link to AWS Redshift" title="Direct link to AWS Redshift"></a></h2><p>The <a href="https://pypi.org/project/sqlalchemy-redshift/" target="_blank" rel="noopener noreferrer">sqlalchemy-redshift</a> library is the recommended
+way to connect to Redshift through SQLAlchemy.</p><p>You'll need to the following setting values to form the connection string:</p><ul><li><strong>User Name</strong>: userName</li><li><strong>Password</strong>: DBPassword</li><li><strong>Database Host</strong>: AWS Endpoint</li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5439</li></ul><p>Here's what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">redshift+psycopg2://<userName>:<DBPassword>@<AWS End Point>:5439/<Database Name></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/redshift.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/dynamodb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Amazon DynamoDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/starrocks"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">StarRocks</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#aws-redshift" class="table-of-contents__link toc-highlight">AWS Redshift</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="risingwave">RisingWave<a href="#risingwave" class="hash-link" aria-label="Direct link to RisingWave" title="Direct link to RisingWave"></a></h2><p>The recommended connector library for RisingWave is
-<a href="https://github.com/risingwavelabs/sqlalchemy-risingwave" target="_blank" rel="noopener noreferrer">sqlalchemy-risingwave</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">risingwave://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/risingwave.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">CockroachDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/dremio"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Dremio</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#risingwave" class="table-of-contents__link toc-highlight">RisingWave</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">RisingWave</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="risingwave">RisingWave<a href="#risingwave" class="hash-link" aria-label="Direct link to RisingWave" title="Direct link to RisingWave"></a></h2><p>The recommended connector library for RisingWave is
+<a href="https://github.com/risingwavelabs/sqlalchemy-risingwave" target="_blank" rel="noopener noreferrer">sqlalchemy-risingwave</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">risingwave://root@{hostname}:{port}/{database}?sslmode=disable</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/risingwave.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/cockroachdb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">CockroachDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/dremio"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Dremio</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#risingwave" class="table-of-contents__link toc-highlight">RisingWave</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Rockset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="rockset">Rockset<a href="#rockset" class="hash-link" aria-label="Direct link to Rockset" title="Direct link to Rockset"></a></h2><p>The connection string for Rockset is:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">rockset://apikey:{your-apikey}@api.rs2.usw2.rockset.com/</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For more complete instructions, we recommend the <a href="https://docs.rockset.com/apache-superset/" target="_blank" rel="noopener noreferrer">Rockset documentation</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/rockset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/trino"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Trino</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/cratedb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">CrateDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#rockset" class="table-of-contents__link toc-highlight">Rockset</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div 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<small>Apache Superset, Apache, Superset, the Superset 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.
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Snowflake</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="snowflake">Snowflake<a href="#snowflake" class="hash-link" aria-label="Direct link to Snowflake" title="Direct link to Snowflake"></a></h2><p>The recommended connector library for Snowflake is
-<a href="https://pypi.org/project/snowflake-sqlalchemy/" target="_blank" rel="noopener noreferrer">snowflake-sqlalchemy</a>.</p><p>The connection string for Snowflake looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}?role={role}&warehouse={warehouse}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The schema is not necessary in the connection string, as it is defined per table/query. The role and
-warehouse can be omitted if defaults are defined for the user, i.e.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure the user has privileges to access and use all required
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="snowflake">Snowflake<a href="#snowflake" class="hash-link" aria-label="Direct link to Snowflake" title="Direct link to Snowflake"></a></h2><p>The recommended connector library for Snowflake is
+<a href="https://pypi.org/project/snowflake-sqlalchemy/" target="_blank" rel="noopener noreferrer">snowflake-sqlalchemy</a>.</p><p>The connection string for Snowflake looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}?role={role}&warehouse={warehouse}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The schema is not necessary in the connection string, as it is defined per table/query. The role and
+warehouse can be omitted if defaults are defined for the user, i.e.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">snowflake://{user}:{password}@{account}.{region}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure the user has privileges to access and use all required
databases/schemas/tables/views/warehouses, as the Snowflake SQLAlchemy engine does not test for
user/role rights during engine creation by default. However, when pressing the “Test Connection”
button in the Create or Edit Database dialog, user/role credentials are validated by passing
“validate_default_parameters”: True to the connect() method during engine creation. If the user/role
is not authorized to access the database, an error is recorded in the Superset logs.</p><p>And if you want connect Snowflake with <a href="https://docs.snowflake.com/en/user-guide/key-pair-auth.html#step-6-configure-the-snowflake-client-to-use-key-pair-authentication" target="_blank" rel="noopener noreferrer">Key Pair Authentication</a>.
Plase make sure you have the key pair and the public key is registered in Snowflake.
-To connect Snowflake with Key Pair Authentication, you need to add the following parameters to "SECURE EXTRA" field.</p><p><strong><em>Please note that you need to merge multi-line private key content to one line and insert <code>\n</code> between each line</em></strong></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_method": "keypair",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_params": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_body": "-----BEGIN ENCRYPTED PRIVATE KEY-----\n...\n...\n-----END ENCRYPTED PRIVATE KEY-----",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_pass":"Your Private Key Password"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If your private key is stored on server, you can replace "privatekey_body" with “privatekey_path” in parameter.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_method": "keypair",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_params": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_path":"Your Private Key Path",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_pass":"Your Private Key Password"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/snowflake.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/presto"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Presto</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/sql-server"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Microsoft SQL Server</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a 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+To connect Snowflake with Key Pair Authentication, you need to add the following parameters to "SECURE EXTRA" field.</p><p><strong><em>Please note that you need to merge multi-line private key content to one line and insert <code>\n</code> between each line</em></strong></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_method": "keypair",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_params": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_body": "-----BEGIN ENCRYPTED PRIVATE KEY-----\n...\n...\n-----END ENCRYPTED PRIVATE KEY-----",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_pass":"Your Private Key Password"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If your private key is stored on server, you can replace "privatekey_body" with “privatekey_path” in parameter.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_method": "keypair",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "auth_params": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_path":"Your Private Key Path",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "privatekey_pass":"Your Private Key Password"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a 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Server</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#snowflake" class="table-of-contents__link toc-highlight">Snowflake</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-solr">Apache Solr<a href="#apache-solr" class="hash-link" aria-label="Direct link to Apache Solr" title="Direct link to Apache Solr"></a></h2><p>The <a href="https://pypi.org/project/sqlalchemy-solr/" target="_blank" rel="noopener noreferrer">sqlalchemy-solr</a> library provides a
-Python / SQLAlchemy interface to Apache Solr.</p><p>The connection string for Solr looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">solr://{username}:{password}@{host}:{port}/{server_path}/{collection}[/?use_ssl=true|false]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/solr.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/pinot"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Pinot</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Spark SQL</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-solr" class="table-of-contents__link toc-highlight">Apache Solr</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Apache Solr</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-solr">Apache Solr<a href="#apache-solr" class="hash-link" aria-label="Direct link to Apache Solr" title="Direct link to Apache Solr"></a></h2><p>The <a href="https://pypi.org/project/sqlalchemy-solr/" target="_blank" rel="noopener noreferrer">sqlalchemy-solr</a> library provides a
+Python / SQLAlchemy interface to Apache Solr.</p><p>The connection string for Solr looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">solr://{username}:{password}@{host}:{port}/{server_path}/{collection}[/?use_ssl=true|false]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/solr.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/pinot"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Apache Pinot</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/spark-sql"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Spark SQL</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#apache-solr" class="table-of-contents__link toc-highlight">Apache Solr</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-spark-sql">Apache Spark SQL<a href="#apache-spark-sql" class="hash-link" aria-label="Direct link to Apache Spark SQL" title="Direct link to Apache Spark SQL"></a></h2><p>The recommended connector library for Apache Spark SQL <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button 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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="apache-spark-sql">Apache Spark SQL<a href="#apache-spark-sql" class="hash-link" aria-label="Direct link to Apache Spark SQL" title="Direct link to Apache Spark SQL"></a></h2><p>The recommended connector library for Apache Spark SQL <a href="https://pypi.org/project/PyHive/" target="_blank" rel="noopener noreferrer">pyhive</a>.</p><p>The expected connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">hive://hive@{hostname}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button 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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-server">SQL Server<a href="#sql-server" class="hash-link" aria-label="Direct link to SQL Server" title="Direct link to SQL Server"></a></h2><p>The recommended connector library for SQL Server is <a href="https://github.com/pymssql/pymssql" target="_blank" rel="noopener noreferrer">pymssql</a>.</p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pymssql://<Username>:<Password>@<Host>:<Port-default:1433>/<Database Name>/?Encrypt=yes</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It is also possible to connect using <a href="https://pypi.org/project/pyodbc" target="_blank" rel="noopener noreferrer">pyodbc</a> with the parameter <a href="https://docs.sqlalchemy.org/en/14/dialects/mssql.html#pass-through-exact-pyodbc-string" target="_blank" rel="noopener noreferrer">odbc_connect</a></p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Microsoft SQL Server</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-server">SQL Server<a href="#sql-server" class="hash-link" aria-label="Direct link to SQL Server" title="Direct link to SQL Server"></a></h2><p>The recommended connector library for SQL Server is <a href="https://github.com/pymssql/pymssql" target="_blank" rel="noopener noreferrer">pymssql</a>.</p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pymssql://<Username>:<Password>@<Host>:<Port-default:1433>/<Database Name>/?Encrypt=yes</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It is also possible to connect using <a href="https://pypi.org/project/pyodbc" target="_blank" rel="noopener noreferrer">pyodbc</a> with the parameter <a href="https://docs.sqlalchemy.org/en/14/dialects/mssql.html#pass-through-exact-pyodbc-string" target="_blank" rel="noopener noreferrer">odbc_connect</a></p><p>The connection string for SQL Server looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">mssql+pyodbc:///?odbc_connect=Driver%3D%7BODBC+Driver+17+for+SQL+Server%7D%3BServer%3Dtcp%3A%3Cmy_server%3E%2C1433%3BDatabase%3Dmy_datasbase%3BUid%3Dmy_user_name%3BPwd%3Dmy_password%3BEncrypt%3Dyes%3BConnection+Timeout%3D30</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/sql-server.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/snowflake"><div 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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="starrocks">StarRocks<a href="#starrocks" class="hash-link" aria-label="Direct link to StarRocks" title="Direct link to StarRocks"></a></h2><p>The <a href="https://pypi.org/project/starrocks/" target="_blank" rel="noopener noreferrer">sqlalchemy-starrocks</a> library is the recommended
-way to connect to StarRocks through SQLAlchemy.</p><p>You'll need to the following setting values to form the connection string:</p><ul><li><strong>User</strong>: User Name</li><li><strong>Password</strong>: DBPassword</li><li><strong>Host</strong>: StarRocks FE Host</li><li><strong>Catalog</strong>: Catalog Name</li><li><strong>Database</strong>: Database Name</li><li><strong>Port</strong>: StarRocks FE port</li></ul><p>Here's what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">starrocks://<User>:<Password>@<Host>:<Port>/<Catalog>.<Database></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/starrocks.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/redshift"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Amazon Redshift</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/drill"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Drill</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#starrocks" class="table-of-contents__link toc-highlight">StarRocks</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">StarRocks</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="starrocks">StarRocks<a href="#starrocks" class="hash-link" aria-label="Direct link to StarRocks" title="Direct link to StarRocks"></a></h2><p>The <a href="https://pypi.org/project/starrocks/" target="_blank" rel="noopener noreferrer">sqlalchemy-starrocks</a> library is the recommended
+way to connect to StarRocks through SQLAlchemy.</p><p>You'll need to the following setting values to form the connection string:</p><ul><li><strong>User</strong>: User Name</li><li><strong>Password</strong>: DBPassword</li><li><strong>Host</strong>: StarRocks FE Host</li><li><strong>Catalog</strong>: Catalog Name</li><li><strong>Database</strong>: Database Name</li><li><strong>Port</strong>: StarRocks FE port</li></ul><p>Here's what the connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">starrocks://<User>:<Password>@<Host>:<Port>/<Catalog>.<Database></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/starrocks.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/redshift"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Amazon Redshift</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/drill"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Apache Drill</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#starrocks" class="table-of-contents__link toc-highlight">StarRocks</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Teradata</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="teradata">Teradata<a href="#teradata" class="hash-link" aria-label="Direct link to Teradata" title="Direct link to Teradata"></a></h2><p>The recommended connector library is
-<a href="https://pypi.org/project/teradatasqlalchemy/" target="_blank" rel="noopener noreferrer">teradatasqlalchemy</a>.</p><p>The connection string for Teradata looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">teradatasql://{user}:{password}@{host}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="odbc-driver">ODBC Driver<a href="#odbc-driver" class="hash-link" aria-label="Direct link to ODBC Driver" title="Direct link to ODBC Driver"></a></h2><p>There's also an older connector named
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Teradata</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="teradata">Teradata<a href="#teradata" class="hash-link" aria-label="Direct link to Teradata" title="Direct link to Teradata"></a></h2><p>The recommended connector library is
+<a href="https://pypi.org/project/teradatasqlalchemy/" target="_blank" rel="noopener noreferrer">teradatasqlalchemy</a>.</p><p>The connection string for Teradata looks like this:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">teradatasql://{user}:{password}@{host}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h2 class="anchor anchorWithStickyNavbar_LWe7" id="odbc-driver">ODBC Driver<a href="#odbc-driver" class="hash-link" aria-label="Direct link to ODBC Driver" title="Direct link to ODBC Driver"></a></h2><p>There's also an older connector named
<a href="https://github.com/Teradata/sqlalchemy-teradata" target="_blank" rel="noopener noreferrer">sqlalchemy-teradata</a> that
requires the installation of ODBC drivers. The Teradata ODBC Drivers
are available
-here: <a href="https://downloads.teradata.com/download/connectivity/odbc-driver/linux" target="_blank" rel="noopener noreferrer">https://downloads.teradata.com/download/connectivity/odbc-driver/linux</a></p><p>Here are the required environment variables:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">export ODBCINI=/.../teradata/client/ODBC_64/odbc.ini</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export ODBCINST=/.../teradata/client/ODBC_64/odbcinst.ini</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We recommend using the first library because of the
+here: <a href="https://downloads.teradata.com/download/connectivity/odbc-driver/linux" target="_blank" rel="noopener noreferrer">https://downloads.teradata.com/download/connectivity/odbc-driver/linux</a></p><p>Here are the required environment variables:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">export ODBCINI=/.../teradata/client/ODBC_64/odbc.ini</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export ODBCINST=/.../teradata/client/ODBC_64/odbcinst.ini</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We recommend using the first library because of the
lack of requirement around ODBC drivers and
-because it's more regularly updated.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/teradata.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/sql-server"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Microsoft SQL Server</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/timescaledb"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">TimescaleDB</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#teradata" class="table-of-contents__link toc-highlight">Teradata</a></li><li><a href="#odbc-driver" class="table-of-contents__link toc-highlight">ODBC Driver</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="timescaledb">TimescaleDB<a href="#timescaledb" class="hash-link" aria-label="Direct link to TimescaleDB" title="Direct link to TimescaleDB"></a></h2><p><a href="https://www.timescale.com" target="_blank" rel="noopener noreferrer">TimescaleDB</a> is the open-source relational database for time-series and analytics to build powerful data-intensive applications.
-TimescaleDB is a PostgreSQL extension, and you can use the standard PostgreSQL connector library, <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>, to connect to the database.</p><p>If you're using docker-compose, psycopg2 comes out of the box with Superset.</p><p>TimescaleDB sample connection parameters:</p><ul><li><strong>User Name</strong>: User</li><li><strong>Password</strong>: Password</li><li><strong>Database Host</strong>:<ul><li>For Localhost: localhost or 127.0.0.1</li><li>For On Prem: IP address or Host name</li><li>For <a href="https://console.cloud.timescale.com" target="_blank" rel="noopener noreferrer">Timescale Cloud</a> service: Host name</li><li>For <a href="https://portal.managed.timescale.com" target="_blank" rel="noopener noreferrer">Managed Service for TimescaleDB</a> service: Host name</li></ul></li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5432 or Port number of the service</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end (e.g. in case you use <a href="https://www.timescale.com/cloud" target="_blank" rel="noopener noreferrer">Timescale Cloud</a>):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}?sslmode=require</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><a href="https://docs.timescale.com/" target="_blank" rel="noopener noreferrer">Learn more about TimescaleDB!</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/timescaledb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/teradata"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Teradata</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/vertica"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Vertica</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#timescaledb" class="table-of-contents__link toc-highlight">TimescaleDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">TimescaleDB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="timescaledb">TimescaleDB<a href="#timescaledb" class="hash-link" aria-label="Direct link to TimescaleDB" title="Direct link to TimescaleDB"></a></h2><p><a href="https://www.timescale.com" target="_blank" rel="noopener noreferrer">TimescaleDB</a> is the open-source relational database for time-series and analytics to build powerful data-intensive applications.
+TimescaleDB is a PostgreSQL extension, and you can use the standard PostgreSQL connector library, <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>, to connect to the database.</p><p>If you're using docker-compose, psycopg2 comes out of the box with Superset.</p><p>TimescaleDB sample connection parameters:</p><ul><li><strong>User Name</strong>: User</li><li><strong>Password</strong>: Password</li><li><strong>Database Host</strong>:<ul><li>For Localhost: localhost or 127.0.0.1</li><li>For On Prem: IP address or Host name</li><li>For <a href="https://console.cloud.timescale.com" target="_blank" rel="noopener noreferrer">Timescale Cloud</a> service: Host name</li><li>For <a href="https://portal.managed.timescale.com" target="_blank" rel="noopener noreferrer">Managed Service for TimescaleDB</a> service: Host name</li></ul></li><li><strong>Database Name</strong>: Database Name</li><li><strong>Port</strong>: default 5432 or Port number of the service</li></ul><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can require SSL by adding <code>?sslmode=require</code> at the end (e.g. in case you use <a href="https://www.timescale.com/cloud" target="_blank" rel="noopener noreferrer">Timescale Cloud</a>):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database name}?sslmode=require</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><a href="https://docs.timescale.com/" target="_blank" rel="noopener noreferrer">Learn more about TimescaleDB!</a></p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/timescaledb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Trino</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="trino">Trino<a href="#trino" class="hash-link" aria-label="Direct link to Trino" title="Direct link to Trino"></a></h2><p>Supported trino version 352 and higher</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connection-string">Connection String<a href="#connection-string" class="hash-link" aria-label="Direct link to Connection String" title="Direct link to Connection String"></a></h3><p>The connection string format is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are running Trino with docker on local machine, please use the following connection URL</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://trino@host.docker.internal:8080</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="authentications">Authentications<a href="#authentications" class="hash-link" aria-label="Direct link to Authentications" title="Direct link to Authentications"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1-basic-authentication">1. Basic Authentication<a href="#1-basic-authentication" class="hash-link" aria-label="Direct link to 1. Basic Authentication" title="Direct link to 1. Basic Authentication"></a></h4><p>You can provide <code>username</code>/<code>password</code> in the connection string or in the <code>Secure Extra</code> field at <code>Advanced / Security</code></p><ul><li><p>In Connection String</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>In <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"basic"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"username"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<username>"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"password"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<password>"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>NOTE: if both are provided, <code>Secure Extra</code> always takes higher priority.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="2-kerberos-authentication">2. Kerberos Authentication<a href="#2-kerberos-authentication" class="hash-link" aria-label="Direct link to 2. Kerberos Authentication" title="Direct link to 2. Kerberos Authentication"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"kerberos"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"service_name"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"config"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/krb5.config"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.306.0/trino/auth.py#L40" target="_blank" rel="noopener noreferrer"><code>KerberosAuthentication</code></a> class.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="3-certificate-authentication">3. Certificate Authentication<a href="#3-certificate-authentication" class="hash-link" aria-label="Direct link to 3. Certificate Authentication" title="Direct link to 3. Certificate Authentication"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"certificate"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"cert"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/cert.pem"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"key"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/key.pem"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.315.0/trino/auth.py#L416" target="_blank" rel="noopener noreferrer"><code>CertificateAuthentication</code></a> class.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="4-jwt-authentication">4. JWT Authentication<a href="#4-jwt-authentication" class="hash-link" aria-label="Direct link to 4. JWT Authentication" title="Direct link to 4. JWT Authentication"></a></h4><p>Config <code>auth_method</code> and provide token in <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"jwt"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"token"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<your-jwt-token>"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="5-custom-authentication">5. Custom Authentication<a href="#5-custom-authentication" class="hash-link" aria-label="Direct link to 5. Custom Authentication" title="Direct link to 5. Custom Authentication"></a></h4><p>To use custom authentication, first you need to add it into
-<code>ALLOWED_EXTRA_AUTHENTICATIONS</code> allow list in Superset config file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> your</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">module </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> AuthClass</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> another</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">extra </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> auth_method</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ALLOWED_EXTRA_AUTHENTICATIONS</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Dict</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Dict</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Callable</span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Any</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"trino"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"custom_auth"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> AuthClass</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"another_auth_method"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> auth_method</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then in <code>Secure Extra</code> field:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"custom_auth"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can also use custom authentication by providing reference to your <code>trino.auth.Authentication</code> class
-or factory function (which returns an <code>Authentication</code> instance) to <code>auth_method</code>.</p><p>All fields in <code>auth_params</code> are passed directly to your class/function.</p><p><strong>Reference</strong>:</p><ul><li><a href="https://trino.io/episodes/12.html" target="_blank" rel="noopener noreferrer">Trino-Superset-Podcast</a></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/trino.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hologres</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/rockset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Rockset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#trino" class="table-of-contents__link toc-highlight">Trino</a><ul><li><a href="#connection-string" class="table-of-contents__link toc-highlight">Connection String</a></li><li><a href="#authentications" class="table-of-contents__link toc-highlight">Authentications</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Trino</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="trino">Trino<a href="#trino" class="hash-link" aria-label="Direct link to Trino" title="Direct link to Trino"></a></h2><p>Supported trino version 352 and higher</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="connection-string">Connection String<a href="#connection-string" class="hash-link" aria-label="Direct link to Connection String" title="Direct link to Connection String"></a></h3><p>The connection string format is as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are running Trino with docker on local machine, please use the following connection URL</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://trino@host.docker.internal:8080</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="authentications">Authentications<a href="#authentications" class="hash-link" aria-label="Direct link to Authentications" title="Direct link to Authentications"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="1-basic-authentication">1. Basic Authentication<a href="#1-basic-authentication" class="hash-link" aria-label="Direct link to 1. Basic Authentication" title="Direct link to 1. Basic Authentication"></a></h4><p>You can provide <code>username</code>/<code>password</code> in the connection string or in the <code>Secure Extra</code> field at <code>Advanced / Security</code></p><ul><li><p>In Connection String</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">trino://{username}:{password}@{hostname}:{port}/{catalog}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>In <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"basic"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"username"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<username>"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"password"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<password>"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>NOTE: if both are provided, <code>Secure Extra</code> always takes higher priority.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="2-kerberos-authentication">2. Kerberos Authentication<a href="#2-kerberos-authentication" class="hash-link" aria-label="Direct link to 2. Kerberos Authentication" title="Direct link to 2. Kerberos Authentication"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"kerberos"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"service_name"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"config"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/krb5.config"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.306.0/trino/auth.py#L40" target="_blank" rel="noopener noreferrer"><code>KerberosAuthentication</code></a> class.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="3-certificate-authentication">3. Certificate Authentication<a href="#3-certificate-authentication" class="hash-link" aria-label="Direct link to 3. Certificate Authentication" title="Direct link to 3. Certificate Authentication"></a></h4><p>In <code>Secure Extra</code> field, config as following example:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"certificate"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"cert"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/cert.pem"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"key"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"/path/to/key.pem"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All fields in <code>auth_params</code> are passed directly to the <a href="https://github.com/trinodb/trino-python-client/blob/0.315.0/trino/auth.py#L416" target="_blank" rel="noopener noreferrer"><code>CertificateAuthentication</code></a> class.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="4-jwt-authentication">4. JWT Authentication<a href="#4-jwt-authentication" class="hash-link" aria-label="Direct link to 4. JWT Authentication" title="Direct link to 4. JWT Authentication"></a></h4><p>Config <code>auth_method</code> and provide token in <code>Secure Extra</code> field</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"jwt"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"token"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"<your-jwt-token>"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="5-custom-authentication">5. Custom Authentication<a href="#5-custom-authentication" class="hash-link" aria-label="Direct link to 5. Custom Authentication" title="Direct link to 5. Custom Authentication"></a></h4><p>To use custom authentication, first you need to add it into
+<code>ALLOWED_EXTRA_AUTHENTICATIONS</code> allow list in Superset config file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> your</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">module </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> AuthClass</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> another</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">extra </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> auth_method</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ALLOWED_EXTRA_AUTHENTICATIONS</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Dict</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Dict</span><span class="token punctuation" style="color:#393A34">[</span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Callable</span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> Any</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"trino"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"custom_auth"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> AuthClass</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"another_auth_method"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> auth_method</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then in <code>Secure Extra</code> field:</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_method"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"custom_auth"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"auth_params"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ...</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can also use custom authentication by providing reference to your <code>trino.auth.Authentication</code> class
+or factory function (which returns an <code>Authentication</code> instance) to <code>auth_method</code>.</p><p>All fields in <code>auth_params</code> are passed directly to your class/function.</p><p><strong>Reference</strong>:</p><ul><li><a href="https://trino.io/episodes/12.html" target="_blank" rel="noopener noreferrer">Trino-Superset-Podcast</a></li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/trino.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Hologres</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/rockset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Rockset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#trino" class="table-of-contents__link toc-highlight">Trino</a><ul><li><a href="#connection-string" class="table-of-contents__link toc-highlight">Connection String</a></li><li><a href="#authentications" class="table-of-contents__link toc-highlight">Authentications</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="vertica">Vertica<a href="#vertica" class="hash-link" aria-label="Direct link to Vertica" title="Direct link to Vertica"></a></h2><p>The recommended connector library is
<a href="https://pypi.org/project/sqlalchemy-vertica-python/" target="_blank" rel="noopener noreferrer">sqlalchemy-vertica-python</a>. The
-<a href="http://www.vertica.com/" target="_blank" rel="noopener noreferrer">Vertica</a> connection parameters are:</p><ul><li><strong>User Name:</strong> UserName</li><li><strong>Password:</strong> DBPassword</li><li><strong>Database Host:</strong><ul><li>For Localhost : localhost or 127.0.0.1</li><li>For On Prem : IP address or Host name</li><li>For Cloud: IP Address or Host Name</li></ul></li><li><strong>Database Name:</strong> Database Name</li><li><strong>Port:</strong> default 5433</li></ul><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">vertica+vertica_python://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Other parameters:</p><ul><li>Load Balancer - Backup Host</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/vertica.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/timescaledb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TimescaleDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Hologres</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#vertica" class="table-of-contents__link toc-highlight">Vertica</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+<a href="http://www.vertica.com/" target="_blank" rel="noopener noreferrer">Vertica</a> connection parameters are:</p><ul><li><strong>User Name:</strong> UserName</li><li><strong>Password:</strong> DBPassword</li><li><strong>Database Host:</strong><ul><li>For Localhost : localhost or 127.0.0.1</li><li>For On Prem : IP address or Host name</li><li>For Cloud: IP Address or Host Name</li></ul></li><li><strong>Database Name:</strong> Database Name</li><li><strong>Port:</strong> default 5433</li></ul><p>The connection string is formatted as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">vertica+vertica_python://{username}:{password}@{host}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Other parameters:</p><ul><li>Load Balancer - Backup Host</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/vertica.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/timescaledb"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">TimescaleDB</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/hologres"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Hologres</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#vertica" class="table-of-contents__link toc-highlight">Vertica</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Connecting to Databases</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">YugabyteDB</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="yugabytedb">YugabyteDB<a href="#yugabytedb" class="hash-link" aria-label="Direct link to YugabyteDB" title="Direct link to YugabyteDB"></a></h2><p><a href="https://www.yugabyte.com/" target="_blank" rel="noopener noreferrer">YugabyteDB</a> is a distributed SQL database built on top of PostgreSQL.</p><p>Note that, if you're using docker-compose, the
Postgres connector library <a href="https://www.psycopg.org/docs/" target="_blank" rel="noopener noreferrer">psycopg2</a>
-comes out of the box with Superset.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/yugabytedb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/firebird"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Firebird</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/firebolt"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Firebolt</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#yugabytedb" class="table-of-contents__link toc-highlight">YugabyteDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+comes out of the box with Superset.</p><p>The connection string looks like:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">postgresql://{username}:{password}@{host}:{port}/{database}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/databases/yugabytedb.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/databases/firebird"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Firebird</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/firebolt"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Firebolt</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#yugabytedb" class="table-of-contents__link toc-highlight">YugabyteDB</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Frequently Asked Questions</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="frequently-asked-questions">Frequently Asked Questions<a href="#frequently-asked-questions" class="hash-link" aria-label="Direct link to Frequently Asked Questions" title="Direct link to Frequently Asked Questions"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="can-i-join--query-multiple-tables-at-one-time">Can I join / query multiple tables at one time?<a href="#can-i-join--query-multiple-tables-at-one-time" class="hash-link" aria-label="Direct link to Can I join / query multiple tables at one time?" title="Direct link to Can I join / query multiple tables at one time?"></a></h3><p>Not in the Explore or Visualization UI. A Superset SQLAlchemy datasource can only be a single table
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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Frequently Asked Questions</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="frequently-asked-questions">Frequently Asked Questions<a href="#frequently-asked-questions" class="hash-link" aria-label="Direct link to Frequently Asked Questions" title="Direct link to Frequently Asked Questions"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="can-i-join--query-multiple-tables-at-one-time">Can I join / query multiple tables at one time?<a href="#can-i-join--query-multiple-tables-at-one-time" class="hash-link" aria-label="Direct link to Can I join / query multiple tables at one time?" title="Direct link to Can I join / query multiple tables at one time?"></a></h3><p>Not in the Explore or Visualization UI. A Superset SQLAlchemy datasource can only be a single table
or a view.</p><p>When working with tables, the solution would be to materialize a table that contains all the fields
needed for your analysis, most likely through some scheduled batch process.</p><p>A view is a simple logical layer that abstract an arbitrary SQL queries as a virtual table. This can
allow you to join and union multiple tables, and to apply some transformation using arbitrary SQL
@@ -38,14 +38,14 @@
<a href="/docs/contributing/creating-viz-plugins">Creating Visualization Plugins</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="can-i-upload-and-visualize-csv-data">Can I upload and visualize CSV data?<a href="#can-i-upload-and-visualize-csv-data" class="hash-link" aria-label="Direct link to Can I upload and visualize CSV data?" title="Direct link to Can I upload and visualize CSV data?"></a></h3><p>Absolutely! Read the instructions <a href="/docs/creating-charts-dashboards/exploring-data">here</a> to learn
how to enable and use CSV upload.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="why-are-my-queries-timing-out">Why are my queries timing out?<a href="#why-are-my-queries-timing-out" class="hash-link" aria-label="Direct link to Why are my queries timing out?" title="Direct link to Why are my queries timing out?"></a></h3><p>There are many reasons may cause long query timing out.</p><p>For running long query from Sql Lab, by default Superset allows it run as long as 6 hours before it
being killed by celery. If you want to increase the time for running query, you can specify the
-timeout in configuration. For example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SQLLAB_ASYNC_TIME_LIMIT_SEC = 60 * 60 * 6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are seeing timeouts (504 Gateway Time-out) when loading dashboard or explore slice, you are
+timeout in configuration. For example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SQLLAB_ASYNC_TIME_LIMIT_SEC = 60 * 60 * 6</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you are seeing timeouts (504 Gateway Time-out) when loading dashboard or explore slice, you are
probably behind gateway or proxy server (such as Nginx). If it did not receive a timely response
from Superset server (which is processing long queries), these web servers will send 504 status code
to clients directly. Superset has a client-side timeout limit to address this issue. If query didn’t
come back within client-side timeout (60 seconds by default), Superset will display warning message
to avoid gateway timeout message. If you have a longer gateway timeout limit, you can change the
-timeout settings in <strong>superset_config.py</strong>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SUPERSET_WEBSERVER_TIMEOUT = 60</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="why-is-the-map-not-visible-in-the-geospatial-visualization">Why is the map not visible in the geospatial visualization?<a href="#why-is-the-map-not-visible-in-the-geospatial-visualization" class="hash-link" aria-label="Direct link to Why is the map not visible in the geospatial visualization?" title="Direct link to Why is the map not visible in the geospatial visualization?"></a></h3><p>You need to register a free account at <a href="https://www.mapbox.com" target="_blank" rel="noopener noreferrer">Mapbox.com</a>, obtain an API key, and add it
-to <strong>.env</strong> and <strong>.env-non-dev</strong> at the key MAPBOX_API_KEY:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = "longstringofalphanumer1c"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-add-dynamic-filters-to-a-dashboard">How to add dynamic filters to a dashboard?<a href="#how-to-add-dynamic-filters-to-a-dashboard" class="hash-link" aria-label="Direct link to How to add dynamic filters to a dashboard?" title="Direct link to How to add dynamic filters to a dashboard?"></a></h3><p>Use the <strong>Filter Box</strong> widget, build a slice, and add it to your dashboard.</p><p>The <strong>Filter Box</strong> widget allows you to define a query to populate dropdowns that can be used for
+timeout settings in <strong>superset_config.py</strong>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SUPERSET_WEBSERVER_TIMEOUT = 60</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="why-is-the-map-not-visible-in-the-geospatial-visualization">Why is the map not visible in the geospatial visualization?<a href="#why-is-the-map-not-visible-in-the-geospatial-visualization" class="hash-link" aria-label="Direct link to Why is the map not visible in the geospatial visualization?" title="Direct link to Why is the map not visible in the geospatial visualization?"></a></h3><p>You need to register a free account at <a href="https://www.mapbox.com" target="_blank" rel="noopener noreferrer">Mapbox.com</a>, obtain an API key, and add it
+to <strong>.env</strong> and <strong>.env-non-dev</strong> at the key MAPBOX_API_KEY:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = "longstringofalphanumer1c"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-add-dynamic-filters-to-a-dashboard">How to add dynamic filters to a dashboard?<a href="#how-to-add-dynamic-filters-to-a-dashboard" class="hash-link" aria-label="Direct link to How to add dynamic filters to a dashboard?" title="Direct link to How to add dynamic filters to a dashboard?"></a></h3><p>Use the <strong>Filter Box</strong> widget, build a slice, and add it to your dashboard.</p><p>The <strong>Filter Box</strong> widget allows you to define a query to populate dropdowns that can be used for
filtering. To build the list of distinct values, we run a query, and sort the result by the metric
you provide, sorting descending.</p><p>The widget also has a checkbox <strong>Date Filter</strong>, which enables time filtering capabilities to your
dashboard. After checking the box and refreshing, you’ll see a from and a to dropdown show up.</p><p>By default, the filtering will be applied to all the slices that are built on top of a datasource
@@ -53,22 +53,22 @@
be checked as “filterable” in the column tab of the table editor.</p><p>But what about if you don’t want certain widgets to get filtered on your dashboard? You can do that
by editing your dashboard, and in the form, edit the JSON Metadata field, more specifically the
<code>filter_immune_slices</code> key, that receives an array of sliceIds that should never be affected by any
-dashboard level filtering.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slices": [324, 65, 92],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "expanded_slices": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slice_fields": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "177": ["country_name", "__time_range"],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "32": ["__time_range"]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> },</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "timed_refresh_immune_slices": [324]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In the json blob above, slices 324, 65 and 92 won’t be affected by any dashboard level filtering.</p><p>Now note the <code>filter_immune_slice_fields</code> key. This one allows you to be more specific and define
+dashboard level filtering.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slices": [324, 65, 92],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "expanded_slices": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slice_fields": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "177": ["country_name", "__time_range"],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "32": ["__time_range"]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> },</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "timed_refresh_immune_slices": [324]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In the json blob above, slices 324, 65 and 92 won’t be affected by any dashboard level filtering.</p><p>Now note the <code>filter_immune_slice_fields</code> key. This one allows you to be more specific and define
for a specific slice_id, which filter fields should be disregarded.</p><p>Note the use of the <code>__time_range</code> keyword, which is reserved for dealing with the time boundary
filtering mentioned above.</p><p>But what happens with filtering when dealing with slices coming from different tables or databases?
If the column name is shared, the filter will be applied, it’s as simple as that.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-to-limit-the-timed-refresh-on-a-dashboard">How to limit the timed refresh on a dashboard?<a href="#how-to-limit-the-timed-refresh-on-a-dashboard" class="hash-link" aria-label="Direct link to How to limit the timed refresh on a dashboard?" title="Direct link to How to limit the timed refresh on a dashboard?"></a></h3><p>By default, the dashboard timed refresh feature allows you to automatically re-query every slice on
a dashboard according to a set schedule. Sometimes, however, you won’t want all of the slices to be
refreshed - especially if some data is slow moving, or run heavy queries. To exclude specific slices
from the timed refresh process, add the <code>timed_refresh_immune_slices</code> key to the dashboard JSON
-Metadata field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slices": [],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "expanded_slices": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slice_fields": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "timed_refresh_immune_slices": [324]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In the example above, if a timed refresh is set for the dashboard, then every slice except 324 will
+Metadata field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slices": [],</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "expanded_slices": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "filter_immune_slice_fields": {},</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "timed_refresh_immune_slices": [324]</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In the example above, if a timed refresh is set for the dashboard, then every slice except 324 will
be automatically re-queried on schedule.</p><p>Slice refresh will also be staggered over the specified period. You can turn off this staggering by
setting the <code>stagger_refresh</code> to false and modify the stagger period by setting <code>stagger_time</code> to a
-value in milliseconds in the JSON Metadata field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "stagger_refresh": false,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "stagger_time": 2500</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here, the entire dashboard will refresh at once if periodic refresh is on. The stagger time of 2.5
+value in milliseconds in the JSON Metadata field:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "stagger_refresh": false,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "stagger_time": 2500</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Here, the entire dashboard will refresh at once if periodic refresh is on. The stagger time of 2.5
seconds is ignored.</p><p><strong>Why does ‘flask fab’ or superset freezed/hung/not responding when started (my home directory is
NFS mounted)?</strong></p><p>By default, Superset creates and uses an SQLite database at <code>~/.superset/superset.db</code>. SQLite is
known to <a href="https://www.sqlite.org/lockingv3.html" target="_blank" rel="noopener noreferrer">not work well if used on NFS</a> due to broken file
locking implementation on NFS.</p><p>You can override this path using the <strong>SUPERSET_HOME</strong> environment variable.</p><p>Another workaround is to change where superset stores the sqlite database by adding the following in
-<code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = 'sqlite:////new/location/superset.db'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can read more about customizing Superset using the configuration file
+<code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = 'sqlite:////new/location/superset.db'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can read more about customizing Superset using the configuration file
<a href="/docs/installation/configuring-superset">here</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="what-if-the-table-schema-changed">What if the table schema changed?<a href="#what-if-the-table-schema-changed" class="hash-link" aria-label="Direct link to What if the table schema changed?" title="Direct link to What if the table schema changed?"></a></h3><p>Table schemas evolve, and Superset needs to reflect that. It’s pretty common in the life cycle of a
dashboard to want to add a new dimension or metric. To get Superset to discover your new columns,
all you have to do is to go to <strong>Data -> Datasets</strong>, click the edit icon next to the dataset
@@ -81,7 +81,7 @@
Superset on one of these database servers for production. Installation on other OLTP databases
may work but isn’t tested. Column-store, non-OLTP databases are not designed for this type of workload.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-can-i-configure-oauth-authentication-and-authorization">How can I configure OAuth authentication and authorization?<a href="#how-can-i-configure-oauth-authentication-and-authorization" class="hash-link" aria-label="Direct link to How can I configure OAuth authentication and authorization?" title="Direct link to How can I configure OAuth authentication and authorization?"></a></h3><p>You can take a look at this Flask-AppBuilder
<a href="https://github.com/dpgaspar/Flask-AppBuilder/blob/master/examples/oauth/config.py" target="_blank" rel="noopener noreferrer">configuration example</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="how-can-i-set-a-default-filter-on-my-dashboard">How can I set a default filter on my dashboard?<a href="#how-can-i-set-a-default-filter-on-my-dashboard" class="hash-link" aria-label="Direct link to How can I set a default filter on my dashboard?" title="Direct link to How can I set a default filter on my dashboard?"></a></h3><p>Simply apply the filter and save the dashboard while the filter is active.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="is-there-a-way-to-force-the-dashboard-to-use-specific-colors">Is there a way to force the dashboard to use specific colors?<a href="#is-there-a-way-to-force-the-dashboard-to-use-specific-colors" class="hash-link" aria-label="Direct link to Is there a way to force the dashboard to use specific colors?" title="Direct link to Is there a way to force the dashboard to use specific colors?"></a></h3><p>It is possible on a per-dashboard basis by providing a mapping of labels to colors in the JSON
-Metadata attribute using the <code>label_colors</code> key.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "label_colors": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "Girls": "#FF69B4",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "Boys": "#ADD8E6"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="does-superset-work-with-insert-database-engine-here">Does Superset work with <!-- -->[insert database engine here]<!-- -->?<a href="#does-superset-work-with-insert-database-engine-here" class="hash-link" aria-label="Direct link to does-superset-work-with-insert-database-engine-here" title="Direct link to does-superset-work-with-insert-database-engine-here"></a></h3><p>The <a href="/docs/databases/installing-database-drivers">Connecting to Databases section</a> provides the best
+Metadata attribute using the <code>label_colors</code> key.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "label_colors": {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "Girls": "#FF69B4",</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "Boys": "#ADD8E6"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> }</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="does-superset-work-with-insert-database-engine-here">Does Superset work with <!-- -->[insert database engine here]<!-- -->?<a href="#does-superset-work-with-insert-database-engine-here" class="hash-link" aria-label="Direct link to does-superset-work-with-insert-database-engine-here" title="Direct link to does-superset-work-with-insert-database-engine-here"></a></h3><p>The <a href="/docs/databases/installing-database-drivers">Connecting to Databases section</a> provides the best
overview for supported databases. Database engines not listed on that page may work too. We rely on
the community to contribute to this knowledge base.</p><p>For a database engine to be supported in Superset through the SQLAlchemy connector, it requires
having a Python compliant <a href="https://docs.sqlalchemy.org/en/13/dialects/" target="_blank" rel="noopener noreferrer">SQLAlchemy dialect</a> as well
@@ -103,10 +103,10 @@
original vision for the collection of endpoints under <strong>/api/v1</strong> was originally specified in
<a href="https://github.com/apache/superset/issues/7259" target="_blank" rel="noopener noreferrer">SIP-17</a> and constant progress has been
made to cover more and more use cases.</p><p>The API available is documented using <a href="https://swagger.io/" target="_blank" rel="noopener noreferrer">Swagger</a> and the documentation can be
-made available under <strong>/swagger/v1</strong> by enabling the following flag in <code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FAB_API_SWAGGER_UI = True</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are other undocumented <!-- -->[private]<!-- --> ways to interact with Superset programmatically that offer no
+made available under <strong>/swagger/v1</strong> by enabling the following flag in <code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FAB_API_SWAGGER_UI = True</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There are other undocumented <!-- -->[private]<!-- --> ways to interact with Superset programmatically that offer no
guarantees and are not recommended but may fit your use case temporarily:</p><ul><li>using the ORM (SQLAlchemy) directly</li><li>using the internal FAB ModelView API (to be deprecated in Superset)</li><li>altering the source code in your fork</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="what-does-hours-offset-in-the-edit-dataset-view-do">What Does Hours Offset in the Edit Dataset view do?<a href="#what-does-hours-offset-in-the-edit-dataset-view-do" class="hash-link" aria-label="Direct link to What Does Hours Offset in the Edit Dataset view do?" title="Direct link to What Does Hours Offset in the Edit Dataset view do?"></a></h3><p>In the Edit Dataset view, you can specify a time offset. This field lets you configure the
number of hours to be added or subtracted from the time column.
-This can be used, for example, to convert UTC time to local time.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/frequently-asked-questions.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/creating-viz-plugins"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Creating Visualization Plugins</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/api"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">API</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#frequently-asked-questions" class="table-of-contents__link toc-highlight">Frequently Asked Questions</a><ul><li><a href="#can-i-join--query-multiple-tables-at-one-time" class="table-of-contents__link toc-highlight">Can I join / query multiple tables at one time?</a></li><li><a href="#how-big-can-my-datasource-be" class="table-of-contents__link toc-highlight">How BIG can my datasource be?</a></li><li><a href="#how-do-i-create-my-own-visualization" class="table-of-contents__link toc-highlight">How do I create my own visualization?</a></li><li><a href="#can-i-upload-and-visualize-csv-data" class="table-of-contents__link toc-highlight">Can I upload and visualize CSV data?</a></li><li><a href="#why-are-my-queries-timing-out" class="table-of-contents__link toc-highlight">Why are my queries timing out?</a></li><li><a href="#why-is-the-map-not-visible-in-the-geospatial-visualization" class="table-of-contents__link toc-highlight">Why is the map not visible in the geospatial visualization?</a></li><li><a href="#how-to-add-dynamic-filters-to-a-dashboard" class="table-of-contents__link toc-highlight">How to add dynamic filters to a dashboard?</a></li><li><a href="#how-to-limit-the-timed-refresh-on-a-dashboard" class="table-of-contents__link toc-highlight">How to limit the timed refresh on a dashboard?</a></li><li><a href="#what-if-the-table-schema-changed" class="table-of-contents__link toc-highlight">What if the table schema changed?</a></li><li><a href="#what-database-engine-can-i-use-as-a-backend-for-superset" class="table-of-contents__link toc-highlight">What database engine can I use as a backend for Superset?</a></li><li><a href="#how-can-i-configure-oauth-authentication-and-authorization" class="table-of-contents__link toc-highlight">How can I configure OAuth authentication and authorization?</a></li><li><a href="#how-can-i-set-a-default-filter-on-my-dashboard" class="table-of-contents__link toc-highlight">How can I set a default filter on my dashboard?</a></li><li><a href="#is-there-a-way-to-force-the-dashboard-to-use-specific-colors" class="table-of-contents__link toc-highlight">Is there a way to force the dashboard to use specific colors?</a></li><li><a href="#does-superset-work-with-insert-database-engine-here" class="table-of-contents__link toc-highlight">Does Superset work with insert database engine here?</a></li><li><a href="#does-superset-offer-a-public-api" class="table-of-contents__link toc-highlight">Does Superset offer a public API?</a></li><li><a href="#what-does-hours-offset-in-the-edit-dataset-view-do" class="table-of-contents__link toc-highlight">What Does Hours Offset in the Edit Dataset view do?</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+This can be used, for example, to convert UTC time to local time.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/frequently-asked-questions.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/contributing/creating-viz-plugins"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Creating Visualization Plugins</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/api"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">API</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#frequently-asked-questions" class="table-of-contents__link toc-highlight">Frequently Asked Questions</a><ul><li><a href="#can-i-join--query-multiple-tables-at-one-time" class="table-of-contents__link toc-highlight">Can I join / query multiple tables at one time?</a></li><li><a href="#how-big-can-my-datasource-be" class="table-of-contents__link toc-highlight">How BIG can my datasource be?</a></li><li><a href="#how-do-i-create-my-own-visualization" class="table-of-contents__link toc-highlight">How do I create my own visualization?</a></li><li><a href="#can-i-upload-and-visualize-csv-data" class="table-of-contents__link toc-highlight">Can I upload and visualize CSV data?</a></li><li><a href="#why-are-my-queries-timing-out" class="table-of-contents__link toc-highlight">Why are my queries timing out?</a></li><li><a href="#why-is-the-map-not-visible-in-the-geospatial-visualization" class="table-of-contents__link toc-highlight">Why is the map not visible in the geospatial visualization?</a></li><li><a href="#how-to-add-dynamic-filters-to-a-dashboard" class="table-of-contents__link toc-highlight">How to add dynamic filters to a dashboard?</a></li><li><a href="#how-to-limit-the-timed-refresh-on-a-dashboard" class="table-of-contents__link toc-highlight">How to limit the timed refresh on a dashboard?</a></li><li><a href="#what-if-the-table-schema-changed" class="table-of-contents__link toc-highlight">What if the table schema changed?</a></li><li><a href="#what-database-engine-can-i-use-as-a-backend-for-superset" class="table-of-contents__link toc-highlight">What database engine can I use as a backend for Superset?</a></li><li><a href="#how-can-i-configure-oauth-authentication-and-authorization" class="table-of-contents__link toc-highlight">How can I configure OAuth authentication and authorization?</a></li><li><a href="#how-can-i-set-a-default-filter-on-my-dashboard" class="table-of-contents__link toc-highlight">How can I set a default filter on my dashboard?</a></li><li><a href="#is-there-a-way-to-force-the-dashboard-to-use-specific-colors" class="table-of-contents__link toc-highlight">Is there a way to force the dashboard to use specific colors?</a></li><li><a href="#does-superset-work-with-insert-database-engine-here" class="table-of-contents__link toc-highlight">Does Superset work with insert database engine here?</a></li><li><a href="#does-superset-offer-a-public-api" class="table-of-contents__link toc-highlight">Does Superset offer a public API?</a></li><li><a href="#what-does-hours-offset-in-the-edit-dataset-view-do" class="table-of-contents__link toc-highlight">What Does Hours Offset in the Edit Dataset view do?</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -118,7 +118,7 @@
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index c685277..d5b363f 100644
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@@ -2,7 +2,7 @@
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="alerts-and-reports">Alerts and Reports<a href="#alerts-and-reports" class="hash-link" aria-label="Direct link to Alerts and Reports" title="Direct link to Alerts and Reports"></a></h2><p><em>This covers versions 1.0.1 to current.</em></p><p>Users can configure automated alerts and reports to send dashboards or charts to an email recipient or Slack channel.</p><ul><li>Alerts are sent when a SQL condition is reached</li><li>Reports are sent on a schedule</li></ul><p>Alerts and reports are disabled by default. To turn them on, you need to do some setup, described here.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="requirements">Requirements<a href="#requirements" class="hash-link" aria-label="Direct link to Requirements" title="Direct link to Requirements"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="commons">Commons<a href="#commons" class="hash-link" aria-label="Direct link to Commons" title="Direct link to Commons"></a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-superset_configpy-or-superset_config_dockerpy">In your <code>superset_config.py</code> or <code>superset_config_docker.py</code><a href="#in-your-superset_configpy-or-superset_config_dockerpy" class="hash-link" aria-label="Direct link to in-your-superset_configpy-or-superset_config_dockerpy" title="Direct link to in-your-superset_configpy-or-superset_config_dockerpy"></a></h5><ul><li><code>"ALERT_REPORTS"</code> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> must be turned to True.</li><li><code>beat_schedule</code> in CeleryConfig must contain schedule for <code>reports.scheduler</code>.</li><li>At least one of those must be configured, depending on what you want to use:<ul><li>emails: <code>SMTP_*</code> settings</li><li>Slack messages: <code>SLACK_API_TOKEN</code></li></ul></li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="disable-dry-run-mode">Disable dry-run mode<a href="#disable-dry-run-mode" class="hash-link" aria-label="Direct link to Disable dry-run mode" title="Direct link to Disable dry-run mode"></a></h6><p>Screenshots will be taken but no messages actually sent as long as <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN = True</code>, its default value in <code>docker/pythonpath_dev/superset_config.py</code>. To disable dry-run mode and start receiving email/Slack notifications, set <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN</code> to <code>False</code> in <a href="https://github.com/apache/superset/blob/master/docker/pythonpath_dev/superset_config.py" target="_blank" rel="noopener noreferrer">superset config</a>.</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-dockerfile">In your <code>Dockerfile</code><a href="#in-your-dockerfile" class="hash-link" aria-label="Direct link to in-your-dockerfile" title="Direct link to in-your-dockerfile"></a></h5><ul><li>You must install a headless browser, for taking screenshots of the charts and dashboards. Only Firefox and Chrome are currently supported.<blockquote><p>If you choose Chrome, you must also change the value of <code>WEBDRIVER_TYPE</code> to <code>"chrome"</code> in your <code>superset_config.py</code>.</p></blockquote></li></ul><p>Note: All the components required (Firefox headless browser, Redis, Postgres db, celery worker and celery beat) are present in the <em>dev</em> docker image if you are following <a href="https://superset.apache.org/docs/installation/installing-superset-using-docker-compose/" target="_blank" rel="noopener noreferrer">Installing Superset Locally</a>.
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="alerts-and-reports">Alerts and Reports<a href="#alerts-and-reports" class="hash-link" aria-label="Direct link to Alerts and Reports" title="Direct link to Alerts and Reports"></a></h2><p><em>This covers versions 1.0.1 to current.</em></p><p>Users can configure automated alerts and reports to send dashboards or charts to an email recipient or Slack channel.</p><ul><li>Alerts are sent when a SQL condition is reached</li><li>Reports are sent on a schedule</li></ul><p>Alerts and reports are disabled by default. To turn them on, you need to do some setup, described here.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="requirements">Requirements<a href="#requirements" class="hash-link" aria-label="Direct link to Requirements" title="Direct link to Requirements"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="commons">Commons<a href="#commons" class="hash-link" aria-label="Direct link to Commons" title="Direct link to Commons"></a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-superset_configpy-or-superset_config_dockerpy">In your <code>superset_config.py</code> or <code>superset_config_docker.py</code><a href="#in-your-superset_configpy-or-superset_config_dockerpy" class="hash-link" aria-label="Direct link to in-your-superset_configpy-or-superset_config_dockerpy" title="Direct link to in-your-superset_configpy-or-superset_config_dockerpy"></a></h5><ul><li><code>"ALERT_REPORTS"</code> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> must be turned to True.</li><li><code>beat_schedule</code> in CeleryConfig must contain schedule for <code>reports.scheduler</code>.</li><li>At least one of those must be configured, depending on what you want to use:<ul><li>emails: <code>SMTP_*</code> settings</li><li>Slack messages: <code>SLACK_API_TOKEN</code></li></ul></li></ul><h6 class="anchor anchorWithStickyNavbar_LWe7" id="disable-dry-run-mode">Disable dry-run mode<a href="#disable-dry-run-mode" class="hash-link" aria-label="Direct link to Disable dry-run mode" title="Direct link to Disable dry-run mode"></a></h6><p>Screenshots will be taken but no messages actually sent as long as <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN = True</code>, its default value in <code>docker/pythonpath_dev/superset_config.py</code>. To disable dry-run mode and start receiving email/Slack notifications, set <code>ALERT_REPORTS_NOTIFICATION_DRY_RUN</code> to <code>False</code> in <a href="https://github.com/apache/superset/blob/master/docker/pythonpath_dev/superset_config.py" target="_blank" rel="noopener noreferrer">superset config</a>.</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="in-your-dockerfile">In your <code>Dockerfile</code><a href="#in-your-dockerfile" class="hash-link" aria-label="Direct link to in-your-dockerfile" title="Direct link to in-your-dockerfile"></a></h5><ul><li>You must install a headless browser, for taking screenshots of the charts and dashboards. Only Firefox and Chrome are currently supported.<blockquote><p>If you choose Chrome, you must also change the value of <code>WEBDRIVER_TYPE</code> to <code>"chrome"</code> in your <code>superset_config.py</code>.</p></blockquote></li></ul><p>Note: All the components required (Firefox headless browser, Redis, Postgres db, celery worker and celery beat) are present in the <em>dev</em> docker image if you are following <a href="https://superset.apache.org/docs/installation/installing-superset-using-docker-compose/" target="_blank" rel="noopener noreferrer">Installing Superset Locally</a>.
All you need to do is add the required config variables described in this guide (See <code>Detailed Config</code>).</p><p>If you are running a non-dev docker image, e.g., a stable release like <code>apache/superset:2.0.1</code>, that image does not include a headless browser. Only the <code>superset_worker</code> container needs this headless browser to browse to the target chart or dashboard.
You can either install and configure the headless browser - see "Custom Dockerfile" section below - or when deploying via <code>docker-compose</code>, modify your <code>docker-compose.yml</code> file to use a dev image for the worker container and a stable release image for the <code>superset_app</code> container.</p><p><em>Note</em>: In this context, a "dev image" is the same application software as its corresponding non-dev image, just bundled with additional tools. So an image like <code>2.0.1-dev</code> is identical to <code>2.0.1</code> when it comes to stability, functionality, and running in production. The actual "in-development" versions of Superset - cutting-edge and unstable - are not tagged with version numbers on Docker Hub and will display version <code>0.0.0-dev</code> within the Superset UI.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="slack-integration">Slack integration<a href="#slack-integration" class="hash-link" aria-label="Direct link to Slack integration" title="Direct link to Slack integration"></a></h4><p>To send alerts and reports to Slack channels, you need to create a new Slack Application on your workspace.</p><ol><li>Connect to your Slack workspace, then head to <a href="https://api.slack.com/apps" target="_blank" rel="noopener noreferrer">https://api.slack.com/apps</a>.</li><li>Create a new app.</li><li>Go to "OAuth & Permissions" section, and give the following scopes to your app:<ul><li><code>incoming-webhook</code></li><li><code>files:write</code></li><li><code>chat:write</code></li></ul></li><li>At the top of the "OAuth and Permissions" section, click "install to workspace".</li><li>Select a default channel for your app and continue.
-(You can post to any channel by inviting your Superset app into that channel).</li><li>The app should now be installed in your workspace, and a "Bot User OAuth Access Token" should have been created. Copy that token in the <code>SLACK_API_TOKEN</code> variable of your <code>superset_config.py</code>.</li><li>Restart the service (or run <code>superset init</code>) to pull in the new configuration.</li></ol><p>Note: when you configure an alert or a report, the Slack channel list takes channel names without the leading '#' e.g. use <code>alerts</code> instead of <code>#alerts</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="kubernetes-specific">Kubernetes-specific<a href="#kubernetes-specific" class="hash-link" aria-label="Direct link to Kubernetes-specific" title="Direct link to Kubernetes-specific"></a></h4><ul><li>You must have a <code>celery beat</code> pod running. If you're using the chart included in the GitHub repository under <a href="https://github.com/apache/superset/tree/master/helm/superset" target="_blank" rel="noopener noreferrer">helm/superset</a>, you need to put <code>supersetCeleryBeat.enabled = true</code> in your values override.</li><li>You can see the dedicated docs about <a href="/docs/installation/running-on-kubernetes">Kubernetes installation</a> for more generic details.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose-specific">Docker-compose specific<a href="#docker-compose-specific" class="hash-link" aria-label="Direct link to Docker-compose specific" title="Direct link to Docker-compose specific"></a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="you-must-have-in-your-docker-composeyml">You must have in your <code>docker-compose.yml</code><a href="#you-must-have-in-your-docker-composeyml" class="hash-link" aria-label="Direct link to you-must-have-in-your-docker-composeyml" title="Direct link to you-must-have-in-your-docker-composeyml"></a></h5><ul><li>A Redis message broker</li><li>PostgreSQL DB instead of SQLlite</li><li>One or more <code>celery worker</code></li><li>A single <code>celery beat</code></li></ul><p>This process also works in a Docker swarm environment, you would just need to add <code>Deploy:</code> to the Superset, Redis and Postgres services along with your specific configs for your swarm.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="detailed-config">Detailed config<a href="#detailed-config" class="hash-link" aria-label="Direct link to Detailed config" title="Direct link to Detailed config"></a></h3><p>The following configurations need to be added to the <code>superset_config.py</code> file. This file is loaded when the image runs, and any configurations in it will override the default configurations found in the <code>config.py</code>.</p><p>You can find documentation about each field in the default <code>config.py</code> in the GitHub repository under <a href="https://github.com/apache/superset/blob/master/superset/config.py" target="_blank" rel="noopener noreferrer">superset/config.py</a>.</p><p>You need to replace default values with your custom Redis, Slack and/or SMTP config.</p><p>Superset uses Celery beat and Celery worker(s) to send alerts and reports.</p><ul><li>The beat is the scheduler that tells the worker when to perform its tasks. This schedule is defined when you create the alert or report.</li><li>The worker will process the tasks that need to be performed when an alert or report is fired.</li></ul><p>In the <code>CeleryConfig</code>, only the <code>beat_schedule</code> is relevant to this feature, the rest of the <code>CeleryConfig</code> can be changed for your needs.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> celery</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">schedules </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> crontab</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"ALERT_REPORTS"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">REDIS_HOST </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset_cache"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">REDIS_PORT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"6379"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://%s:%s/0'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">REDIS_HOST</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> REDIS_PORT</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://%s:%s/0'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">REDIS_HOST</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> REDIS_PORT</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_annotations </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'sql_lab.get_sql_results'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.send'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ignore_result'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> beat_schedule </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'*'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'*'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SCREENSHOT_LOCATE_WAIT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">100</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SCREENSHOT_LOAD_WAIT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Slack configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SLACK_API_TOKEN </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"xoxb-"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Email configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_HOST </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"smtp.sendgrid.net"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># change to your host</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_PORT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">2525</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># your port, e.g. 587</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_STARTTLS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_SSL_SERVER_AUTH </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># If your using an SMTP server with a valid certificate</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_SSL </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"your_user"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string "" if using an unauthenticated SMTP server</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_PASSWORD </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"your_password"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string "" if using an unauthenticated SMTP server</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_MAIL_FROM </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"noreply@youremail.com"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">EMAIL_REPORTS_SUBJECT_PREFIX </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"[Superset] "</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># optional - overwrites default value in config.py of "[Report] "</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># WebDriver configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># If you use Firefox, you can stick with default values</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># If you use Chrome, then add the following WEBDRIVER_TYPE and WEBDRIVER_OPTION_ARGS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_TYPE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"chrome"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_OPTION_ARGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--force-device-scale-factor=2.0"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--high-dpi-support=2.0"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--headless"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-gpu"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-dev-shm-usage"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--no-sandbox"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-setuid-sandbox"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-extensions"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># This is for internal use, you can keep http</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"http://superset:8088"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># This is the link sent to the recipient. Change to your domain, e.g. https://superset.mydomain.com</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL_USER_FRIENDLY </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"http://localhost:8088"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need
+(You can post to any channel by inviting your Superset app into that channel).</li><li>The app should now be installed in your workspace, and a "Bot User OAuth Access Token" should have been created. Copy that token in the <code>SLACK_API_TOKEN</code> variable of your <code>superset_config.py</code>.</li><li>Restart the service (or run <code>superset init</code>) to pull in the new configuration.</li></ol><p>Note: when you configure an alert or a report, the Slack channel list takes channel names without the leading '#' e.g. use <code>alerts</code> instead of <code>#alerts</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="kubernetes-specific">Kubernetes-specific<a href="#kubernetes-specific" class="hash-link" aria-label="Direct link to Kubernetes-specific" title="Direct link to Kubernetes-specific"></a></h4><ul><li>You must have a <code>celery beat</code> pod running. If you're using the chart included in the GitHub repository under <a href="https://github.com/apache/superset/tree/master/helm/superset" target="_blank" rel="noopener noreferrer">helm/superset</a>, you need to put <code>supersetCeleryBeat.enabled = true</code> in your values override.</li><li>You can see the dedicated docs about <a href="/docs/installation/running-on-kubernetes">Kubernetes installation</a> for more generic details.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose-specific">Docker-compose specific<a href="#docker-compose-specific" class="hash-link" aria-label="Direct link to Docker-compose specific" title="Direct link to Docker-compose specific"></a></h4><h5 class="anchor anchorWithStickyNavbar_LWe7" id="you-must-have-in-your-docker-composeyml">You must have in your <code>docker-compose.yml</code><a href="#you-must-have-in-your-docker-composeyml" class="hash-link" aria-label="Direct link to you-must-have-in-your-docker-composeyml" title="Direct link to you-must-have-in-your-docker-composeyml"></a></h5><ul><li>A Redis message broker</li><li>PostgreSQL DB instead of SQLlite</li><li>One or more <code>celery worker</code></li><li>A single <code>celery beat</code></li></ul><p>This process also works in a Docker swarm environment, you would just need to add <code>Deploy:</code> to the Superset, Redis and Postgres services along with your specific configs for your swarm.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="detailed-config">Detailed config<a href="#detailed-config" class="hash-link" aria-label="Direct link to Detailed config" title="Direct link to Detailed config"></a></h3><p>The following configurations need to be added to the <code>superset_config.py</code> file. This file is loaded when the image runs, and any configurations in it will override the default configurations found in the <code>config.py</code>.</p><p>You can find documentation about each field in the default <code>config.py</code> in the GitHub repository under <a href="https://github.com/apache/superset/blob/master/superset/config.py" target="_blank" rel="noopener noreferrer">superset/config.py</a>.</p><p>You need to replace default values with your custom Redis, Slack and/or SMTP config.</p><p>Superset uses Celery beat and Celery worker(s) to send alerts and reports.</p><ul><li>The beat is the scheduler that tells the worker when to perform its tasks. This schedule is defined when you create the alert or report.</li><li>The worker will process the tasks that need to be performed when an alert or report is fired.</li></ul><p>In the <code>CeleryConfig</code>, only the <code>beat_schedule</code> is relevant to this feature, the rest of the <code>CeleryConfig</code> can be changed for your needs.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> celery</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">schedules </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> crontab</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"ALERT_REPORTS"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">REDIS_HOST </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset_cache"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">REDIS_PORT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"6379"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://%s:%s/0'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">REDIS_HOST</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> REDIS_PORT</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://%s:%s/0'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">REDIS_HOST</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> REDIS_PORT</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_annotations </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'sql_lab.get_sql_results'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.send'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ignore_result'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> beat_schedule </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'*'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'*'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SCREENSHOT_LOCATE_WAIT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">100</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SCREENSHOT_LOAD_WAIT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Slack configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SLACK_API_TOKEN </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"xoxb-"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Email configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_HOST </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"smtp.sendgrid.net"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># change to your host</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_PORT </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">2525</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># your port, e.g. 587</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_STARTTLS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_SSL_SERVER_AUTH </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># If your using an SMTP server with a valid certificate</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_SSL </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"your_user"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string "" if using an unauthenticated SMTP server</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_PASSWORD </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"your_password"</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># use the empty string "" if using an unauthenticated SMTP server</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SMTP_MAIL_FROM </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"noreply@youremail.com"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">EMAIL_REPORTS_SUBJECT_PREFIX </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"[Superset] "</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># optional - overwrites default value in config.py of "[Report] "</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># WebDriver configuration</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># If you use Firefox, you can stick with default values</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># If you use Chrome, then add the following WEBDRIVER_TYPE and WEBDRIVER_OPTION_ARGS</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_TYPE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"chrome"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_OPTION_ARGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--force-device-scale-factor=2.0"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--high-dpi-support=2.0"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--headless"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-gpu"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-dev-shm-usage"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--no-sandbox"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-setuid-sandbox"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"--disable-extensions"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># This is for internal use, you can keep http</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"http://superset:8088"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># This is the link sent to the recipient. Change to your domain, e.g. https://superset.mydomain.com</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL_USER_FRIENDLY </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"http://localhost:8088"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You also need
to specify on behalf of which username to render the dashboards. In general dashboards and charts
are not accessible to unauthorized requests, that is why the worker needs to take over credentials
of an existing user to take a snapshot.</p><p>By default, Alerts and Reports are executed as the owner of the alert/report object. To use a fixed user account,
-just change the config as follows (<code>admin</code> in this example):</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">tasks</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">types </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ExecutorType</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_SELENIUM_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'admin'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ALERT_REPORTS_EXECUTE_AS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">ExecutorType</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">SELENIUM</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please refer to <code>ExecutorType</code> in the codebase for other executor types.</p><p><strong>Important notes</strong></p><ul><li>Be mindful of the concurrency setting for celery (using <code>-c 4</code>). Selenium/webdriver instances can
+just change the config as follows (<code>admin</code> in this example):</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">tasks</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">types </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ExecutorType</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_SELENIUM_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'admin'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ALERT_REPORTS_EXECUTE_AS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">ExecutorType</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">SELENIUM</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please refer to <code>ExecutorType</code> in the codebase for other executor types.</p><p><strong>Important notes</strong></p><ul><li>Be mindful of the concurrency setting for celery (using <code>-c 4</code>). Selenium/webdriver instances can
consume a lot of CPU / memory on your servers.</li><li>In some cases, if you notice a lot of leaked geckodriver processes, try running your celery
processes with <code>celery worker --pool=prefork --max-tasks-per-child=128 ...</code></li><li>It is recommended to run separate workers for the <code>sql_lab</code> and <code>email_reports</code> tasks. This can be
done using the <code>queue</code> field in <code>task_annotations</code>.</li><li>Adjust <code>WEBDRIVER_BASEURL</code> in your configuration file if celery workers can’t access Superset via
its default value of <code>http://0.0.0.0:8080/</code>.</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="custom-dockerfile">Custom Dockerfile<a href="#custom-dockerfile" class="hash-link" aria-label="Direct link to Custom Dockerfile" title="Direct link to Custom Dockerfile"></a></h3><p>If you're running the dev version of a released Superset image, like <code>apache/superset:2.0.1-dev</code>, you should be set with the above.</p><p>But if you're building your own image, or starting with a non-dev version, a webdriver (and headless browser) is needed to capture screenshots of the charts and dashboards which are then sent to the recipient.
-Here's how you can modify your Dockerfile to take the screenshots either with Firefox or Chrome.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="using-firefox">Using Firefox<a href="#using-firefox" class="hash-link" aria-label="Direct link to Using Firefox" title="Direct link to Using Firefox"></a></h4><div class="language-docker codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-docker codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FROM apache/superset:2.0.1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER root</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN apt-get update && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> apt-get install --no-install-recommends -y firefox-esr</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ENV GECKODRIVER_VERSION=0.29.0</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN wget -q https://github.com/mozilla/geckodriver/releases/download/v${GECKODRIVER_VERSION}/geckodriver-v${GECKODRIVER_VERSION}-linux64.tar.gz && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> tar -x geckodriver -zf geckodriver-v${GECKODRIVER_VERSION}-linux64.tar.gz -O > /usr/bin/geckodriver && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> chmod 755 /usr/bin/geckodriver && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> rm geckodriver-v${GECKODRIVER_VERSION}-linux64.tar.gz</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN pip install --no-cache gevent psycopg2 redis</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="using-chrome">Using Chrome<a href="#using-chrome" class="hash-link" aria-label="Direct link to Using Chrome" title="Direct link to Using Chrome"></a></h4><div class="language-docker codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-docker codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FROM apache/superset:2.0.1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER root</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN apt-get update && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> wget -q https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> apt-get install -y --no-install-recommends ./google-chrome-stable_current_amd64.deb && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> rm -f google-chrome-stable_current_amd64.deb</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN export CHROMEDRIVER_VERSION=$(curl --silent https://chromedriver.storage.googleapis.com/LATEST_RELEASE_102) && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> wget -q https://chromedriver.storage.googleapis.com/${CHROMEDRIVER_VERSION}/chromedriver_linux64.zip && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> unzip chromedriver_linux64.zip -d /usr/bin && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> chmod 755 /usr/bin/chromedriver && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> rm -f chromedriver_linux64.zip</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN pip install --no-cache gevent psycopg2 redis</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Don't forget to set <code>WEBDRIVER_TYPE</code> and <code>WEBDRIVER_OPTION_ARGS</code> in your config if you use Chrome.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="schedule-reports">Schedule Reports<a href="#schedule-reports" class="hash-link" aria-label="Direct link to Schedule Reports" title="Direct link to Schedule Reports"></a></h3><p>You can optionally allow your users to schedule queries directly in SQL Lab. This is done by adding
+Here's how you can modify your Dockerfile to take the screenshots either with Firefox or Chrome.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="using-firefox">Using Firefox<a href="#using-firefox" class="hash-link" aria-label="Direct link to Using Firefox" title="Direct link to Using Firefox"></a></h4><div class="language-docker codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-docker codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FROM apache/superset:2.0.1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER root</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN apt-get update && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> apt-get install --no-install-recommends -y firefox-esr</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ENV GECKODRIVER_VERSION=0.29.0</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN wget -q https://github.com/mozilla/geckodriver/releases/download/v${GECKODRIVER_VERSION}/geckodriver-v${GECKODRIVER_VERSION}-linux64.tar.gz && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> tar -x geckodriver -zf geckodriver-v${GECKODRIVER_VERSION}-linux64.tar.gz -O > /usr/bin/geckodriver && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> chmod 755 /usr/bin/geckodriver && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> rm geckodriver-v${GECKODRIVER_VERSION}-linux64.tar.gz</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN pip install --no-cache gevent psycopg2 redis</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="using-chrome">Using Chrome<a href="#using-chrome" class="hash-link" aria-label="Direct link to Using Chrome" title="Direct link to Using Chrome"></a></h4><div class="language-docker codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-docker codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FROM apache/superset:2.0.1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER root</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN apt-get update && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> wget -q https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> apt-get install -y --no-install-recommends ./google-chrome-stable_current_amd64.deb && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> rm -f google-chrome-stable_current_amd64.deb</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN export CHROMEDRIVER_VERSION=$(curl --silent https://chromedriver.storage.googleapis.com/LATEST_RELEASE_102) && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> wget -q https://chromedriver.storage.googleapis.com/${CHROMEDRIVER_VERSION}/chromedriver_linux64.zip && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> unzip chromedriver_linux64.zip -d /usr/bin && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> chmod 755 /usr/bin/chromedriver && \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> rm -f chromedriver_linux64.zip</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RUN pip install --no-cache gevent psycopg2 redis</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">USER superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Don't forget to set <code>WEBDRIVER_TYPE</code> and <code>WEBDRIVER_OPTION_ARGS</code> in your config if you use Chrome.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="schedule-reports">Schedule Reports<a href="#schedule-reports" class="hash-link" aria-label="Direct link to Schedule Reports" title="Direct link to Schedule Reports"></a></h3><p>You can optionally allow your users to schedule queries directly in SQL Lab. This is done by adding
extra metadata to saved queries, which are then picked up by an external scheduled (like
-<a href="https://airflow.apache.org/" target="_blank" rel="noopener noreferrer">Apache Airflow</a>).</p><p>To allow scheduled queries, add the following to <code>SCHEDULED_QUERIES</code> in your configuration file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SCHEDULED_QUERIES </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># This information is collected when the user clicks "Schedule query",</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># and saved into the `extra` field of saved queries.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># See: https://github.com/mozilla-services/react-jsonschema-form</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'JSONSCHEMA'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Schedule'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'description'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'In order to schedule a query, you need to specify when it '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'should start running, when it should stop running, and how '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'often it should run. You can also optionally specify '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dependencies that should be met before the query is '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'executed. Please read the documentation for best practices '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'and more information on how to specify dependencies.'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'object'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'properties'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'output_table'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Output table name'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'start_date'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Start date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># date-time is parsed using the chrono library, see</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># https://www.npmjs.com/package/chrono-node#usage</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'format'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'date-time'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'default'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'tomorrow at 9am'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'end_date'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'End date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># date-time is parsed using the chrono library, see</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># https://www.npmjs.com/package/chrono-node#usage</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'format'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'date-time'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'default'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'9am in 30 days'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule_interval'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Schedule interval'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dependencies'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'array'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Dependencies'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'items'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'UISCHEMA'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule_interval'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ui:placeholder'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'@daily, @weekly, etc.'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dependencies'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ui:help'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Check the documentation for the correct format when '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'defining dependencies.'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'VALIDATION'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># ensure that start_date <= end_date</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'less_equal'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'arguments'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'start_date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'end_date'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'message'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'End date cannot be before start date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># this is where the error message is shown</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'container'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'end_date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># link to the scheduler; this example links to an Airflow pipeline</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># that uses the query id and the output table as its name</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'linkback'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'https://airflow.example.com/admin/airflow/tree?'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dag_id=query_${id}_${extra_json.schedule_info.output_table}'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This configuration is based on
+<a href="https://airflow.apache.org/" target="_blank" rel="noopener noreferrer">Apache Airflow</a>).</p><p>To allow scheduled queries, add the following to <code>SCHEDULED_QUERIES</code> in your configuration file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SCHEDULED_QUERIES </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># This information is collected when the user clicks "Schedule query",</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># and saved into the `extra` field of saved queries.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># See: https://github.com/mozilla-services/react-jsonschema-form</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'JSONSCHEMA'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Schedule'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'description'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'In order to schedule a query, you need to specify when it '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'should start running, when it should stop running, and how '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'often it should run. You can also optionally specify '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dependencies that should be met before the query is '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'executed. Please read the documentation for best practices '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'and more information on how to specify dependencies.'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'object'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'properties'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'output_table'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Output table name'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'start_date'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Start date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># date-time is parsed using the chrono library, see</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># https://www.npmjs.com/package/chrono-node#usage</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'format'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'date-time'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'default'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'tomorrow at 9am'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'end_date'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'End date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># date-time is parsed using the chrono library, see</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># https://www.npmjs.com/package/chrono-node#usage</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'format'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'date-time'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'default'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'9am in 30 days'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule_interval'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Schedule interval'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dependencies'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'array'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'title'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Dependencies'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'items'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'type'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'string'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'UISCHEMA'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule_interval'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ui:placeholder'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'@daily, @weekly, etc.'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dependencies'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ui:help'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Check the documentation for the correct format when '</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'defining dependencies.'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'VALIDATION'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># ensure that start_date <= end_date</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'less_equal'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'arguments'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'start_date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'end_date'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'message'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'End date cannot be before start date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># this is where the error message is shown</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'container'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'end_date'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># link to the scheduler; this example links to an Airflow pipeline</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># that uses the query id and the output table as its name</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'linkback'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'https://airflow.example.com/admin/airflow/tree?'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'dag_id=query_${id}_${extra_json.schedule_info.output_table}'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This configuration is based on
<a href="https://github.com/mozilla-services/react-jsonschema-form" target="_blank" rel="noopener noreferrer">react-jsonschema-form</a> and will add a
menu item called “Schedule” to SQL Lab. When the menu item is clicked, a modal will show up where
the user can add the metadata required for scheduling the query.</p><p>This information can then be retrieved from the endpoint <code>/savedqueryviewapi/api/read</code> and used to
schedule the queries that have <code>scheduled_queries</code> in their JSON metadata. For schedulers other than
-Airflow, additional fields can be easily added to the configuration file above.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/alerts-reports.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/async-queries-celery"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Async Queries via Celery</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/sql-templating"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">SQL Templating</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#alerts-and-reports" class="table-of-contents__link toc-highlight">Alerts and Reports</a><ul><li><a href="#requirements" class="table-of-contents__link toc-highlight">Requirements</a></li><li><a href="#detailed-config" class="table-of-contents__link toc-highlight">Detailed config</a></li><li><a href="#custom-dockerfile" class="table-of-contents__link toc-highlight">Custom Dockerfile</a></li><li><a href="#schedule-reports" class="table-of-contents__link toc-highlight">Schedule Reports</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="async-queries-via-celery">Async Queries via Celery<a href="#async-queries-via-celery" class="hash-link" aria-label="Direct link to Async Queries via Celery" title="Direct link to Async Queries via Celery"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="celery">Celery<a href="#celery" class="hash-link" aria-label="Direct link to Celery" title="Direct link to Celery"></a></h3><p>On large analytic databases, it’s common to run queries that execute for minutes or hours. To enable
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Async Queries via Celery</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="async-queries-via-celery">Async Queries via Celery<a href="#async-queries-via-celery" class="hash-link" aria-label="Direct link to Async Queries via Celery" title="Direct link to Async Queries via Celery"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="celery">Celery<a href="#celery" class="hash-link" aria-label="Direct link to Celery" title="Direct link to Celery"></a></h3><p>On large analytic databases, it’s common to run queries that execute for minutes or hours. To enable
support for long running queries that execute beyond the typical web request’s timeout (30-60
seconds), it is necessary to configure an asynchronous backend for Superset which consists of:</p><ul><li>one or many Superset workers (which is implemented as a Celery worker), and can be started with
the <code>celery worker</code> command, run <code>celery worker --help</code> to view the related options.</li><li>a celery broker (message queue) for which we recommend using Redis or RabbitMQ</li><li>a results backend that defines where the worker will persist the query results</li></ul><p>Configuring Celery requires defining a <code>CELERY_CONFIG</code> in your <code>superset_config.py</code>. Both the worker
-and web server processes should have the same configuration.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">(</span><span class="token builtin">object</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://localhost:6379/0'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset.tasks'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://localhost:6379/0'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_log_level </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'DEBUG'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_annotations </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'sql_lab.get_sql_results'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.send'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">120</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">150</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ignore_result'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> beat_schedule </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.schedule_hourly'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.schedule_hourly'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">1</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'*'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To start a Celery worker to leverage the configuration, run the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">celery --app=superset.tasks.celery_app:app worker --pool=prefork -O fair -c 4</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To start a job which schedules periodic background jobs, run the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">celery --app=superset.tasks.celery_app:app beat</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To setup a result backend, you need to pass an instance of a derivative of from
+and web server processes should have the same configuration.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">(</span><span class="token builtin">object</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://localhost:6379/0'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset.tasks'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://localhost:6379/0'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_log_level </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'DEBUG'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_annotations </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'sql_lab.get_sql_results'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.send'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">120</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">150</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ignore_result'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> beat_schedule </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.schedule_hourly'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email_reports.schedule_hourly'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">minute</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">1</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'*'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To start a Celery worker to leverage the configuration, run the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">celery --app=superset.tasks.celery_app:app worker --pool=prefork -O fair -c 4</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To start a job which schedules periodic background jobs, run the following command:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">celery --app=superset.tasks.celery_app:app beat</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To setup a result backend, you need to pass an instance of a derivative of from
cachelib.base.BaseCache to the RESULTS_BACKEND configuration key in your superset_config.py. You can
use Memcached, Redis, S3 (<a href="https://pypi.python.org/pypi/s3werkzeugcache" target="_blank" rel="noopener noreferrer">https://pypi.python.org/pypi/s3werkzeugcache</a>), memory or the file system
(in a single server-type setup or for testing), or to write your own caching interface. Your
-<code>superset_config.py</code> may look something like:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># On S3</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> s3cache</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">s3cache </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> S3Cache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">S3_CACHE_BUCKET </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'foobar-superset'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">S3_CACHE_KEY_PREFIX </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'sql_lab_result'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RESULTS_BACKEND </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> S3Cache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">S3_CACHE_BUCKET</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> S3_CACHE_KEY_PREFIX</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># On Redis</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> cachelib</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">redis </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> RedisCache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RESULTS_BACKEND </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> RedisCache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> host</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'localhost'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> port</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">6379</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> key_prefix</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'superset_results'</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For performance gains, <a href="https://github.com/msgpack/msgpack-python" target="_blank" rel="noopener noreferrer">MessagePack</a> and
+<code>superset_config.py</code> may look something like:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token comment" style="color:#999988;font-style:italic"># On S3</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> s3cache</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">s3cache </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> S3Cache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">S3_CACHE_BUCKET </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'foobar-superset'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">S3_CACHE_KEY_PREFIX </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'sql_lab_result'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RESULTS_BACKEND </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> S3Cache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">S3_CACHE_BUCKET</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> S3_CACHE_KEY_PREFIX</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># On Redis</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> cachelib</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">redis </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> RedisCache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">RESULTS_BACKEND </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> RedisCache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> host</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'localhost'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> port</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">6379</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> key_prefix</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'superset_results'</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For performance gains, <a href="https://github.com/msgpack/msgpack-python" target="_blank" rel="noopener noreferrer">MessagePack</a> and
<a href="https://arrow.apache.org/docs/python/" target="_blank" rel="noopener noreferrer">PyArrow</a> are now used for results serialization. This can be
disabled by setting <code>RESULTS_BACKEND_USE_MSGPACK = False</code> in your <code>superset_config.py</code>, should any
issues arise. Please clear your existing results cache store when upgrading an existing environment.</p><p><strong>Important Notes</strong></p><ul><li><p>It is important that all the worker nodes and web servers in the Superset cluster <em>share a common
@@ -39,7 +39,7 @@
support for concurrency and typically lives on the local file system.</p></li><li><p>There should <em>only be one instance of celery beat running</em> in your entire setup. If not,
background jobs can get scheduled multiple times resulting in weird behaviors like duplicate
delivery of reports, higher than expected load / traffic etc.</p></li><li><p>SQL Lab will <em>only run your queries asynchronously if</em> you enable <strong>Asynchronous Query Execution</strong>
-in your database settings (Sources > Databases > Edit record).</p></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="celery-flower">Celery Flower<a href="#celery-flower" class="hash-link" aria-label="Direct link to Celery Flower" title="Direct link to Celery Flower"></a></h3><p>Flower is a web based tool for monitoring the Celery cluster which you can install from pip:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install flower</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can run flower using:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">celery --app=superset.tasks.celery_app:app flower</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/async-queries-celery.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/upgrading-superset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Upgrading Superset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/alerts-reports"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Alerts and Reports</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#async-queries-via-celery" class="table-of-contents__link toc-highlight">Async Queries via Celery</a><ul><li><a href="#celery" class="table-of-contents__link toc-highlight">Celery</a></li><li><a href="#celery-flower" class="table-of-contents__link toc-highlight">Celery Flower</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+in your database settings (Sources > Databases > Edit record).</p></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="celery-flower">Celery Flower<a href="#celery-flower" class="hash-link" aria-label="Direct link to Celery Flower" title="Direct link to Celery Flower"></a></h3><p>Flower is a web based tool for monitoring the Celery cluster which you can install from pip:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install flower</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can run flower using:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">celery --app=superset.tasks.celery_app:app flower</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/async-queries-celery.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/upgrading-superset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Upgrading Superset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/alerts-reports"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Alerts and Reports</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#async-queries-via-celery" class="table-of-contents__link toc-highlight">Async Queries via Celery</a><ul><li><a href="#celery" class="table-of-contents__link toc-highlight">Celery</a></li><li><a href="#celery-flower" class="table-of-contents__link toc-highlight">Celery Flower</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -51,7 +51,7 @@
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<a href="https://flask-caching.readthedocs.io/en/latest/#custom-cache-backends" target="_blank" rel="noopener noreferrer">Custom cache backends</a>
are also supported.</p><p>Caching can be configured by providing a dictionaries in
-<code>superset_config.py</code> that comply with<a href="https://flask-caching.readthedocs.io/en/latest/#configuring-flask-caching" target="_blank" rel="noopener noreferrer">the Flask-Caching config specifications</a>.</p><p>The following cache configurations can be customized in this way:</p><ul><li>Dashboard filter state (required): <code>FILTER_STATE_CACHE_CONFIG</code>.</li><li>Explore chart form data (required): <code>EXPLORE_FORM_DATA_CACHE_CONFIG</code></li><li>Metadata cache (optional): <code>CACHE_CONFIG</code></li><li>Charting data queried from datasets (optional): <code>DATA_CACHE_CONFIG</code></li></ul><p>For example, to configure the filter state cache using redis:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FILTER_STATE_CACHE_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_TYPE'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'RedisCache'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_DEFAULT_TIMEOUT'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">86400</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_KEY_PREFIX'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset_filter_cache'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_REDIS_URL'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://localhost:6379/0'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies"></a></h3><p>In order to use dedicated cache stores, additional python libraries must be installed</p><ul><li>For Redis: we recommend the <a href="https://pypi.python.org/pypi/redis" target="_blank" rel="noopener noreferrer">redis</a> Python package</li><li>Memcached: we recommend using <a href="https://pypi.org/project/pylibmc/" target="_blank" rel="noopener noreferrer">pylibmc</a> client library as
+<code>superset_config.py</code> that comply with<a href="https://flask-caching.readthedocs.io/en/latest/#configuring-flask-caching" target="_blank" rel="noopener noreferrer">the Flask-Caching config specifications</a>.</p><p>The following cache configurations can be customized in this way:</p><ul><li>Dashboard filter state (required): <code>FILTER_STATE_CACHE_CONFIG</code>.</li><li>Explore chart form data (required): <code>EXPLORE_FORM_DATA_CACHE_CONFIG</code></li><li>Metadata cache (optional): <code>CACHE_CONFIG</code></li><li>Charting data queried from datasets (optional): <code>DATA_CACHE_CONFIG</code></li></ul><p>For example, to configure the filter state cache using redis:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FILTER_STATE_CACHE_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_TYPE'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'RedisCache'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_DEFAULT_TIMEOUT'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">86400</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_KEY_PREFIX'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'superset_filter_cache'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CACHE_REDIS_URL'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'redis://localhost:6379/0'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies"></a></h3><p>In order to use dedicated cache stores, additional python libraries must be installed</p><ul><li>For Redis: we recommend the <a href="https://pypi.python.org/pypi/redis" target="_blank" rel="noopener noreferrer">redis</a> Python package</li><li>Memcached: we recommend using <a href="https://pypi.org/project/pylibmc/" target="_blank" rel="noopener noreferrer">pylibmc</a> client library as
<code>python-memcached</code> does not handle storing binary data correctly.</li></ul><p>These libraries can be installed using pip.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="fallback-metastore-cache">Fallback Metastore Cache<a href="#fallback-metastore-cache" class="hash-link" aria-label="Direct link to Fallback Metastore Cache" title="Direct link to Fallback Metastore Cache"></a></h3><p>Note, that some form of Filter State and Explore caching are required. If either of these caches
are undefined, Superset falls back to using a built-in cache that stores data in the metadata
database. While it is recommended to use a dedicated cache, the built-in cache can also be used
-to cache other data.</p><p>For example, to use the built-in cache to store chart data, use the following config:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">DATA_CACHE_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"CACHE_TYPE"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"SupersetMetastoreCache"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"CACHE_KEY_PREFIX"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset_results"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># make sure this string is unique to avoid collisions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"CACHE_DEFAULT_TIMEOUT"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">86400</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># 60 seconds * 60 minutes * 24 hours</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="chart-cache-timeout">Chart Cache Timeout<a href="#chart-cache-timeout" class="hash-link" aria-label="Direct link to Chart Cache Timeout" title="Direct link to Chart Cache Timeout"></a></h3><p>The cache timeout for charts may be overridden by the settings for an individual chart, dataset, or
+to cache other data.</p><p>For example, to use the built-in cache to store chart data, use the following config:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">DATA_CACHE_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"CACHE_TYPE"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"SupersetMetastoreCache"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"CACHE_KEY_PREFIX"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset_results"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># make sure this string is unique to avoid collisions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"CACHE_DEFAULT_TIMEOUT"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">86400</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># 60 seconds * 60 minutes * 24 hours</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="chart-cache-timeout">Chart Cache Timeout<a href="#chart-cache-timeout" class="hash-link" aria-label="Direct link to Chart Cache Timeout" title="Direct link to Chart Cache Timeout"></a></h3><p>The cache timeout for charts may be overridden by the settings for an individual chart, dataset, or
database. Each of these configurations will be checked in order before falling back to the default
value defined in `DATA_CACHE_CONFIG.</p><p>Note, that by setting the cache timeout to <code>-1</code>, caching for charting data can be disabled, either
per chart, dataset or database, or by default if set in <code>DATA_CACHE_CONFIG</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="sql-lab-query-results">SQL Lab Query Results<a href="#sql-lab-query-results" class="hash-link" aria-label="Direct link to SQL Lab Query Results" title="Direct link to SQL Lab Query Results"></a></h3><p>Caching for SQL Lab query results is used when async queries are enabled and is configured using
<code>RESULTS_BACKEND</code>.</p><p>Note that this configuration does not use a flask-caching dictionary for its configuration, but
-instead requires a cachelib object.</p><p>See <a href="/docs/installation/async-queries-celery">Async Queries via Celery</a> for details.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="caching-thumbnails">Caching Thumbnails<a href="#caching-thumbnails" class="hash-link" aria-label="Direct link to Caching Thumbnails" title="Direct link to Caching Thumbnails"></a></h3><p>This is an optional feature that can be turned on by activating it’s <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> on config:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS = {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "THUMBNAILS": True,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "THUMBNAILS_SQLA_LISTENERS": True,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default thumbnails are rendered per user, and will fall back to the Selenium user for anonymous users.
-To always render thumbnails as a fixed user (<code>admin</code> in this example), use the following configuration:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">tasks</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">types </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ExecutorType</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_SELENIUM_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"admin"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_EXECUTE_AS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">ExecutorType</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">SELENIUM</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For this feature you will need a cache system and celery workers. All thumbnails are stored on cache
-and are processed asynchronously by the workers.</p><p>An example config where images are stored on S3 could be:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> Flask</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> s3cache</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">s3cache </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> S3Cache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">(</span><span class="token builtin">object</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"redis://localhost:6379/0"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"superset.sql_lab"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"redis://localhost:6379/0"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">init_thumbnail_cache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Flask</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> S3Cache</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> S3Cache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"bucket_name"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'thumbs_cache/'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_CACHE_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> init_thumbnail_cache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Async selenium thumbnail task will use the following user</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_SELENIUM_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"Admin"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Using the above example cache keys for dashboards will be <code>superset_thumb__dashboard__{ID}</code>. You can
-override the base URL for selenium using:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL = "https://superset.company.com"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Additional selenium web drive configuration can be set using <code>WEBDRIVER_CONFIGURATION</code>. You can
+instead requires a cachelib object.</p><p>See <a href="/docs/installation/async-queries-celery">Async Queries via Celery</a> for details.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="caching-thumbnails">Caching Thumbnails<a href="#caching-thumbnails" class="hash-link" aria-label="Direct link to Caching Thumbnails" title="Direct link to Caching Thumbnails"></a></h3><p>This is an optional feature that can be turned on by activating it’s <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> on config:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS = {</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "THUMBNAILS": True,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "THUMBNAILS_SQLA_LISTENERS": True,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default thumbnails are rendered per user, and will fall back to the Selenium user for anonymous users.
+To always render thumbnails as a fixed user (<code>admin</code> in this example), use the following configuration:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">tasks</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">types </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> ExecutorType</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_SELENIUM_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"admin"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_EXECUTE_AS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">ExecutorType</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">SELENIUM</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>For this feature you will need a cache system and celery workers. All thumbnails are stored on cache
+and are processed asynchronously by the workers.</p><p>An example config where images are stored on S3 could be:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> Flask</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> s3cache</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">s3cache </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> S3Cache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CeleryConfig</span><span class="token punctuation" style="color:#393A34">(</span><span class="token builtin">object</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"redis://localhost:6379/0"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"superset.sql_lab"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"redis://localhost:6379/0"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> worker_prefetch_multiplier </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_acks_late </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CELERY_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">init_thumbnail_cache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Flask</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> S3Cache</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> S3Cache</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"bucket_name"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'thumbs_cache/'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_CACHE_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> init_thumbnail_cache</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Async selenium thumbnail task will use the following user</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">THUMBNAIL_SELENIUM_USER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"Admin"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Using the above example cache keys for dashboards will be <code>superset_thumb__dashboard__{ID}</code>. You can
+override the base URL for selenium using:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_BASEURL = "https://superset.company.com"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Additional selenium web drive configuration can be set using <code>WEBDRIVER_CONFIGURATION</code>. You can
implement a custom function to authenticate selenium. The default function uses the <code>flask-login</code>
-session cookie. Here's an example of a custom function signature:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">auth_driver</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">driver</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> WebDriver</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> user</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"User"</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> WebDriver</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">pass</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then on configuration:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_AUTH_FUNC = auth_driver</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/cache.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/networking-settings"><div class="pagination-nav__sublabel">Previous</div><div 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+session cookie. Here's an example of a custom function signature:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">auth_driver</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">driver</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> WebDriver</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> user</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"User"</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> WebDriver</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">pass</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then on configuration:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">WEBDRIVER_AUTH_FUNC = auth_driver</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/cache.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" 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class="table-of-contents__link toc-highlight">SQL Lab Query Results</a></li><li><a href="#caching-thumbnails" class="table-of-contents__link toc-highlight">Caching Thumbnails</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-superset">Configuring Superset<a href="#configuring-superset" class="hash-link" aria-label="Direct link to Configuring Superset" title="Direct link to Configuring Superset"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration">Configuration<a href="#configuration" class="hash-link" aria-label="Direct link to Configuration" title="Direct link to Configuration"></a></h3><p>To configure your application, you need to create a file <code>superset_config.py</code> and add it to your
-<code>PYTHONPATH</code>. If your application was installed using docker-compose an alternative configuration is required. See <a href="https://github.com/apache/superset/tree/master/docker#readme" target="_blank" rel="noopener noreferrer">https://github.com/apache/superset/tree/master/docker#readme</a> for details.</p><p>The following is an example of just a few of the parameters you can set in your <code>superset_config.py</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Superset specific config</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 5000</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask App Builder configuration</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Your App secret key will be used for securely signing the session cookie</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># and encrypting sensitive information on the database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Make sure you are changing this key for your deployment with a strong key.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Alternatively you can set it with `SUPERSET_SECRET_KEY` environment variable.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># You MUST set this for production environments or the server will not refuse</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># to start and you will see an error in the logs accordingly.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># The SQLAlchemy connection string to your database backend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># This connection defines the path to the database that stores your</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># superset metadata (slices, connections, tables, dashboards, ...).</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Note that the connection information to connect to the datasources</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># you want to explore are managed directly in the web UI</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = 'sqlite:////path/to/superset.db'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask-WTF flag for CSRF</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_ENABLED = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Add endpoints that need to be exempt from CSRF protection</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_EXEMPT_LIST = []</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># A CSRF token that expires in 1 year</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_TIME_LIMIT = 60 * 60 * 24 * 365</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Set this API key to enable Mapbox visualizations</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = ''</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All the parameters and default values defined in
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-superset">Configuring Superset<a href="#configuring-superset" class="hash-link" aria-label="Direct link to Configuring Superset" title="Direct link to Configuring Superset"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration">Configuration<a href="#configuration" class="hash-link" aria-label="Direct link to Configuration" title="Direct link to Configuration"></a></h3><p>To configure your application, you need to create a file <code>superset_config.py</code> and add it to your
+<code>PYTHONPATH</code>. If your application was installed using docker-compose an alternative configuration is required. See <a href="https://github.com/apache/superset/tree/master/docker#readme" target="_blank" rel="noopener noreferrer">https://github.com/apache/superset/tree/master/docker#readme</a> for details.</p><p>The following is an example of just a few of the parameters you can set in your <code>superset_config.py</code> file:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Superset specific config</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">ROW_LIMIT = 5000</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask App Builder configuration</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Your App secret key will be used for securely signing the session cookie</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># and encrypting sensitive information on the database</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Make sure you are changing this key for your deployment with a strong key.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Alternatively you can set it with `SUPERSET_SECRET_KEY` environment variable.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># You MUST set this for production environments or the server will not refuse</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># to start and you will see an error in the logs accordingly.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># The SQLAlchemy connection string to your database backend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># This connection defines the path to the database that stores your</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># superset metadata (slices, connections, tables, dashboards, ...).</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Note that the connection information to connect to the datasources</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># you want to explore are managed directly in the web UI</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SQLALCHEMY_DATABASE_URI = 'sqlite:////path/to/superset.db'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Flask-WTF flag for CSRF</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_ENABLED = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Add endpoints that need to be exempt from CSRF protection</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_EXEMPT_LIST = []</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># A CSRF token that expires in 1 year</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_TIME_LIMIT = 60 * 60 * 24 * 365</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Set this API key to enable Mapbox visualizations</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">MAPBOX_API_KEY = ''</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>All the parameters and default values defined in
<a href="https://github.com/apache/superset/blob/master/superset/config.py" target="_blank" rel="noopener noreferrer">https://github.com/apache/superset/blob/master/superset/config.py</a>
can be altered in your local <code>superset_config.py</code>. Administrators will want to read through the file
to understand what can be configured locally as well as the default values in place.</p><p>Since <code>superset_config.py</code> acts as a Flask configuration module, it can be used to alter the
@@ -33,9 +33,9 @@
configuration settings. Please consult the
<a href="https://flask-appbuilder.readthedocs.org/en/latest/config.html" target="_blank" rel="noopener noreferrer">Flask App Builder Documentation</a>
for more information on how to configure it.</p><p>Make sure to change:</p><ul><li><code>SQLALCHEMY_DATABASE_URI</code>: by default it is stored at ~/.superset/superset.db</li><li><code>SECRET_KEY</code>: to a long random string</li></ul><p>If you need to exempt endpoints from CSRF (e.g. if you are running a custom auth postback endpoint),
-you can add the endpoints to <code>WTF_CSRF_EXEMPT_LIST</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_EXEMPT_LIST = [‘’]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="specifying-a-secret_key">Specifying a SECRET_KEY<a href="#specifying-a-secret_key" class="hash-link" aria-label="Direct link to Specifying a SECRET_KEY" title="Direct link to Specifying a SECRET_KEY"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="adding-an-initial-secret_key">Adding an initial SECRET_KEY<a href="#adding-an-initial-secret_key" class="hash-link" aria-label="Direct link to Adding an initial SECRET_KEY" title="Direct link to Adding an initial SECRET_KEY"></a></h4><p>Superset requires a user-specified SECRET_KEY to start up. This requirement was <a href="https://preset.io/blog/superset-security-update-default-secret_key-vulnerability/" target="_blank" rel="noopener noreferrer">added in version 2.1.0 to force secure configurations</a>. Add a strong SECRET_KEY to your <code>superset_config.py</code> file like:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SECRET_KEY </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can generate a strong secure key with <code>openssl rand -base64 42</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="rotating-to-a-newer-secret_key">Rotating to a newer SECRET_KEY<a href="#rotating-to-a-newer-secret_key" class="hash-link" aria-label="Direct link to Rotating to a newer SECRET_KEY" title="Direct link to Rotating to a newer SECRET_KEY"></a></h4><p>If you wish to change your existing SECRET_KEY, add the existing SECRET_KEY to your <code>superset_config.py</code> file as
+you can add the endpoints to <code>WTF_CSRF_EXEMPT_LIST</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">WTF_CSRF_EXEMPT_LIST = [‘’]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="specifying-a-secret_key">Specifying a SECRET_KEY<a href="#specifying-a-secret_key" class="hash-link" aria-label="Direct link to Specifying a SECRET_KEY" title="Direct link to Specifying a SECRET_KEY"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="adding-an-initial-secret_key">Adding an initial SECRET_KEY<a href="#adding-an-initial-secret_key" class="hash-link" aria-label="Direct link to Adding an initial SECRET_KEY" title="Direct link to Adding an initial SECRET_KEY"></a></h4><p>Superset requires a user-specified SECRET_KEY to start up. This requirement was <a href="https://preset.io/blog/superset-security-update-default-secret_key-vulnerability/" target="_blank" rel="noopener noreferrer">added in version 2.1.0 to force secure configurations</a>. Add a strong SECRET_KEY to your <code>superset_config.py</code> file like:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SECRET_KEY </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can generate a strong secure key with <code>openssl rand -base64 42</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="rotating-to-a-newer-secret_key">Rotating to a newer SECRET_KEY<a href="#rotating-to-a-newer-secret_key" class="hash-link" aria-label="Direct link to Rotating to a newer SECRET_KEY" title="Direct link to Rotating to a newer SECRET_KEY"></a></h4><p>If you wish to change your existing SECRET_KEY, add the existing SECRET_KEY to your <code>superset_config.py</code> file as
<code>PREVIOUS_SECRET_KEY = </code>and provide your new key as <code>SECRET_KEY =</code>. You can find your current SECRET_KEY with these
-commands - if running Superset with Docker, execute from within the Superset application container:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset shell</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> current_app</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">print</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">current_app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"SECRET_KEY"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Save your <code>superset_config.py</code> with these values and then run <code>superset re-encrypt-secrets</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="using-a-production-metastore">Using a production metastore<a href="#using-a-production-metastore" class="hash-link" aria-label="Direct link to Using a production metastore" title="Direct link to Using a production metastore"></a></h3><p>By default, Superset is configured to use SQLite, which is a simple and fast way to get started
+commands - if running Superset with Docker, execute from within the Superset application container:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset shell</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> current_app</span><span class="token punctuation" style="color:#393A34">;</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">print</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">current_app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">config</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"SECRET_KEY"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Save your <code>superset_config.py</code> with these values and then run <code>superset re-encrypt-secrets</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="using-a-production-metastore">Using a production metastore<a href="#using-a-production-metastore" class="hash-link" aria-label="Direct link to Using a production metastore" title="Direct link to Using a production metastore"></a></h3><p>By default, Superset is configured to use SQLite, which is a simple and fast way to get started
(without requiring any installation). However, for production environments,
using SQLite is highly discouraged due to security, scalability, and data integrity reasons.
It's important to use only the supported database engines and consider using a different
@@ -43,7 +43,7 @@
to the appropriate connection string.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="running-on-a-wsgi-http-server">Running on a WSGI HTTP Server<a href="#running-on-a-wsgi-http-server" class="hash-link" aria-label="Direct link to Running on a WSGI HTTP Server" title="Direct link to Running on a WSGI HTTP Server"></a></h3><p>While you can run Superset on NGINX or Apache, we recommend using Gunicorn in async mode. This
enables impressive concurrency even and is fairly easy to install and configure. Please refer to the
documentation of your preferred technology to set up this Flask WSGI application in a way that works
-well in your environment. Here’s an async setup known to work well in production:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> -w 10 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> -k gevent \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --worker-connections 1000 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --timeout 120 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> -b 0.0.0.0:6666 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --limit-request-line 0 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --limit-request-field_size 0 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --statsd-host localhost:8125 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "superset.app:create_app()"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Refer to the <a href="https://docs.gunicorn.org/en/stable/design.html" target="_blank" rel="noopener noreferrer">Gunicorn documentation</a> for more
+well in your environment. Here’s an async setup known to work well in production:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> -w 10 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> -k gevent \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --worker-connections 1000 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --timeout 120 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> -b 0.0.0.0:6666 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --limit-request-line 0 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --limit-request-field_size 0 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> --statsd-host localhost:8125 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> "superset.app:create_app()"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Refer to the <a href="https://docs.gunicorn.org/en/stable/design.html" target="_blank" rel="noopener noreferrer">Gunicorn documentation</a> for more
information. <em>Note that the development web server (<code>superset run</code> or <code>flask run</code>) is not intended
for production use.</em></p><p>If you're not using Gunicorn, you may want to disable the use of <code>flask-compress</code> by setting
<code>COMPRESS_REGISTER = False</code> in your <code>superset_config.py</code>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration-behind-a-load-balancer">Configuration Behind a Load Balancer<a href="#configuration-behind-a-load-balancer" class="hash-link" aria-label="Direct link to Configuration Behind a Load Balancer" title="Direct link to Configuration Behind a Load Balancer"></a></h3><p>If you are running superset behind a load balancer or reverse proxy (e.g. NGINX or ELB on AWS), you
@@ -52,19 +52,19 @@
if the webserver is running.</p><p>If the load balancer is inserting <code>X-Forwarded-For/X-Forwarded-Proto</code> headers, you should set
<code>ENABLE_PROXY_FIX = True</code> in the superset config file (<code>superset_config.py</code>) to extract and use the
headers.</p><p>In case the reverse proxy is used for providing SSL encryption, an explicit definition of the
-<code>X-Forwarded-Proto</code> may be required. For the Apache webserver this can be set as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">RequestHeader set X-Forwarded-Proto "https"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="custom-oauth2-configuration">Custom OAuth2 Configuration<a href="#custom-oauth2-configuration" class="hash-link" aria-label="Direct link to Custom OAuth2 Configuration" title="Direct link to Custom OAuth2 Configuration"></a></h3><p>Beyond FAB supported providers (GitHub, Twitter, LinkedIn, Google, Azure, etc), its easy to connect
-Superset with other OAuth2 Authorization Server implementations that support “code” authorization.</p><p>Make sure the pip package <a href="https://authlib.org/" target="_blank" rel="noopener noreferrer"><code>Authlib</code></a> is installed on the webserver.</p><p>First, configure authorization in Superset <code>superset_config.py</code>.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask_appbuilder</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">security</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">manager </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Set the authentication type to OAuth</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">AUTH_TYPE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">OAUTH_PROVIDERS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'egaSSO'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'token_key'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'access_token'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Name of the token in the response of access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'icon'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'fa-address-card'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Icon for the provider</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'remote_app'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_id'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'myClientId'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_secret'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'MySecret'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Secret for this Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_kwargs'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'scope'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'read'</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Scope for the Authorization</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_method'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'POST'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># HTTP Method to call access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_params'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Additional parameters for calls to access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_id'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'myClientId'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_headers'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Additional headers for calls to access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Authorization'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Basic Base64EncodedClientIdAndSecret'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'api_base_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/oauth2AuthorizationServer/'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/oauth2AuthorizationServer/token'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'authorize_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/oauth2AuthorizationServer/authorize'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Will allow user self registration, allowing to create Flask users from Authorized User</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">AUTH_USER_REGISTRATION </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># The default user self registration role</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">AUTH_USER_REGISTRATION_ROLE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"Public"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, create a <code>CustomSsoSecurityManager</code> that extends <code>SupersetSecurityManager</code> and overrides
-<code>oauth_user_info</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> logging</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">security </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> SupersetSecurityManager</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CustomSsoSecurityManager</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">SupersetSecurityManager</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">oauth_user_info</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> provider</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> response</span><span class="token operator" style="color:#393A34">=</span><span class="token boolean" style="color:#36acaa">None</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> logging</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">debug</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"Oauth2 provider: {0}."</span><span class="token punctuation" style="color:#393A34">.</span><span class="token builtin">format</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">provider</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> provider </span><span class="token operator" style="color:#393A34">==</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'egaSSO'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># As example, this line request a GET to base_url + '/' + userDetails with Bearer Authentication,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># and expects that authorization server checks the token, and response with user details</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> me </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> self</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">appbuilder</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">sm</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">oauth_remotes</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">provider</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'userDetails'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">data</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> logging</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">debug</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"user_data: {0}"</span><span class="token punctuation" style="color:#393A34">.</span><span class="token builtin">format</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">me</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'email'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'id'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'user_name'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'username'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'user_name'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'first_name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">''</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'last_name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">''</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This file must be located at the same directory than <code>superset_config.py</code> with the name
-<code>custom_sso_security_manager.py</code>. Finally, add the following 2 lines to <code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">from custom_sso_security_manager import CustomSsoSecurityManager</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CUSTOM_SECURITY_MANAGER = CustomSsoSecurityManager</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Notes</strong></p><ul><li><p>The redirect URL will be <code>https://<superset-webserver>/oauth-authorized/<provider-name></code>
+<code>X-Forwarded-Proto</code> may be required. For the Apache webserver this can be set as follows:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">RequestHeader set X-Forwarded-Proto "https"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="custom-oauth2-configuration">Custom OAuth2 Configuration<a href="#custom-oauth2-configuration" class="hash-link" aria-label="Direct link to Custom OAuth2 Configuration" title="Direct link to Custom OAuth2 Configuration"></a></h3><p>Beyond FAB supported providers (GitHub, Twitter, LinkedIn, Google, Azure, etc), its easy to connect
+Superset with other OAuth2 Authorization Server implementations that support “code” authorization.</p><p>Make sure the pip package <a href="https://authlib.org/" target="_blank" rel="noopener noreferrer"><code>Authlib</code></a> is installed on the webserver.</p><p>First, configure authorization in Superset <code>superset_config.py</code>.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask_appbuilder</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">security</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">manager </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Set the authentication type to OAuth</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">AUTH_TYPE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">OAUTH_PROVIDERS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'egaSSO'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'token_key'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'access_token'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Name of the token in the response of access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'icon'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'fa-address-card'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Icon for the provider</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'remote_app'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_id'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'myClientId'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_secret'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'MySecret'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Secret for this Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_kwargs'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'scope'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'read'</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Scope for the Authorization</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_method'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'POST'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># HTTP Method to call access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_params'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Additional parameters for calls to access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_id'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'myClientId'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_headers'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Additional headers for calls to access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Authorization'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'Basic Base64EncodedClientIdAndSecret'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'api_base_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/oauth2AuthorizationServer/'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'access_token_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/oauth2AuthorizationServer/token'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'authorize_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/oauth2AuthorizationServer/authorize'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Will allow user self registration, allowing to create Flask users from Authorized User</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">AUTH_USER_REGISTRATION </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># The default user self registration role</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">AUTH_USER_REGISTRATION_ROLE </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"Public"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, create a <code>CustomSsoSecurityManager</code> that extends <code>SupersetSecurityManager</code> and overrides
+<code>oauth_user_info</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> logging</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">security </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> SupersetSecurityManager</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CustomSsoSecurityManager</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">SupersetSecurityManager</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">oauth_user_info</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> provider</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> response</span><span class="token operator" style="color:#393A34">=</span><span class="token boolean" style="color:#36acaa">None</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> logging</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">debug</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"Oauth2 provider: {0}."</span><span class="token punctuation" style="color:#393A34">.</span><span class="token builtin">format</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">provider</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> provider </span><span class="token operator" style="color:#393A34">==</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'egaSSO'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># As example, this line request a GET to base_url + '/' + userDetails with Bearer Authentication,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># and expects that authorization server checks the token, and response with user details</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> me </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> self</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">appbuilder</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">sm</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">oauth_remotes</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">provider</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'userDetails'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">data</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> logging</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">debug</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">"user_data: {0}"</span><span class="token punctuation" style="color:#393A34">.</span><span class="token builtin">format</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">me</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'email'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'email'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'id'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'user_name'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'username'</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> me</span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">'user_name'</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'first_name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">''</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'last_name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">''</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This file must be located at the same directory than <code>superset_config.py</code> with the name
+<code>custom_sso_security_manager.py</code>. Finally, add the following 2 lines to <code>superset_config.py</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">from custom_sso_security_manager import CustomSsoSecurityManager</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CUSTOM_SECURITY_MANAGER = CustomSsoSecurityManager</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Notes</strong></p><ul><li><p>The redirect URL will be <code>https://<superset-webserver>/oauth-authorized/<provider-name></code>
When configuring an OAuth2 authorization provider if needed. For instance, the redirect URL will
be <code>https://<superset-webserver>/oauth-authorized/egaSSO</code> for the above configuration.</p></li><li><p>If an OAuth2 authorization server supports OpenID Connect 1.0, you could configure its configuration
document URL only without providing <code>api_base_url</code>, <code>access_token_url</code>, <code>authorize_url</code> and other
-required options like user info endpoint, jwks uri etc. For instance:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">OAUTH_PROVIDERS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'egaSSO'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'token_key'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'access_token'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Name of the token in the response of access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'icon'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'fa-address-card'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Icon for the provider</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'remote_app'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_id'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'myClientId'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_secret'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'MySecret'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Secret for this Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'server_metadata_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/.well-known/openid-configuration'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="flask-app-configuration-hook">Flask app Configuration Hook<a href="#flask-app-configuration-hook" class="hash-link" aria-label="Direct link to Flask app Configuration Hook" title="Direct link to Flask app Configuration Hook"></a></h3><p><code>FLASK_APP_MUTATOR</code> is a configuration function that can be provided in your environment, receives
+required options like user info endpoint, jwks uri etc. For instance:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">OAUTH_PROVIDERS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'egaSSO'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'token_key'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'access_token'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Name of the token in the response of access_token_url</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'icon'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'fa-address-card'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Icon for the provider</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'remote_app'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_id'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'myClientId'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'client_secret'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token string" style="color:#e3116c">'MySecret'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Secret for this Client Id (Identify Superset application)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'server_metadata_url'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'https://myAuthorizationServer/.well-known/openid-configuration'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="flask-app-configuration-hook">Flask app Configuration Hook<a href="#flask-app-configuration-hook" class="hash-link" aria-label="Direct link to Flask app Configuration Hook" title="Direct link to Flask app Configuration Hook"></a></h3><p><code>FLASK_APP_MUTATOR</code> is a configuration function that can be provided in your environment, receives
the app object and can alter it in any way. For example, add <code>FLASK_APP_MUTATOR</code> into your
-<code>superset_config.py</code> to setup session cookie expiration time to 24 hours:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> session</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> Flask</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">make_session_permanent</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">'''</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> Enable maxAge for the cookie 'session'</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> '''</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> session</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">permanent </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Set up max age of session to 24 hours</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PERMANENT_SESSION_LIFETIME </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> timedelta</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">hours</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">24</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">FLASK_APP_MUTATOR</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Flask</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">None</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">before_request_funcs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">setdefault</span><span class="token punctuation" style="color:#393A34">(</span><span class="token boolean" style="color:#36acaa">None</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">append</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">make_session_permanent</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="feature-flags">Feature Flags<a href="#feature-flags" class="hash-link" aria-label="Direct link to Feature Flags" title="Direct link to Feature Flags"></a></h3><p>To support a diverse set of users, Superset has some features that are not enabled by default. For
+<code>superset_config.py</code> to setup session cookie expiration time to 24 hours:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> session</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> flask </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> Flask</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">make_session_permanent</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">'''</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> Enable maxAge for the cookie 'session'</span><br></span><span class="token-line" style="color:#393A34"><span class="token triple-quoted-string string" style="color:#e3116c"> '''</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> session</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">permanent </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token comment" style="color:#999988;font-style:italic"># Set up max age of session to 24 hours</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PERMANENT_SESSION_LIFETIME </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> timedelta</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">hours</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">24</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">FLASK_APP_MUTATOR</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> Flask</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">None</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> app</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">before_request_funcs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">setdefault</span><span class="token punctuation" style="color:#393A34">(</span><span class="token boolean" style="color:#36acaa">None</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">append</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">make_session_permanent</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="feature-flags">Feature Flags<a href="#feature-flags" class="hash-link" aria-label="Direct link to Feature Flags" title="Direct link to Feature Flags"></a></h3><p>To support a diverse set of users, Superset has some features that are not enabled by default. For
example, some users have stronger security restrictions, while some others may not. So Superset
allow users to enable or disable some features by config. For feature owners, you can add optional
-functionalities in Superset, but will be only affected by a subset of users.</p><p>You can enable or disable features with flag from <code>superset_config.py</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CLIENT_CACHE'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ENABLE_EXPLORE_JSON_CSRF_PROTECTION'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'PRESTO_EXPAND_DATA'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A current list of feature flags can be found in <a href="https://github.com/apache/superset/blob/master/RESOURCES/FEATURE_FLAGS.md" target="_blank" rel="noopener noreferrer">RESOURCES/FEATURE_FLAGS.md</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/configuring-superset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/running-on-kubernetes"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing on Kubernetes</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/networking-settings"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Additional Networking Settings</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#configuring-superset" class="table-of-contents__link toc-highlight">Configuring Superset</a><ul><li><a href="#configuration" class="table-of-contents__link toc-highlight">Configuration</a></li><li><a href="#specifying-a-secret_key" class="table-of-contents__link toc-highlight">Specifying a SECRET_KEY</a></li><li><a href="#using-a-production-metastore" class="table-of-contents__link toc-highlight">Using a production metastore</a></li><li><a href="#running-on-a-wsgi-http-server" class="table-of-contents__link toc-highlight">Running on a WSGI HTTP Server</a></li><li><a href="#configuration-behind-a-load-balancer" class="table-of-contents__link toc-highlight">Configuration Behind a Load Balancer</a></li><li><a href="#custom-oauth2-configuration" class="table-of-contents__link toc-highlight">Custom OAuth2 Configuration</a></li><li><a href="#flask-app-configuration-hook" class="table-of-contents__link toc-highlight">Flask app Configuration Hook</a></li><li><a href="#feature-flags" class="table-of-contents__link toc-highlight">Feature Flags</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+functionalities in Superset, but will be only affected by a subset of users.</p><p>You can enable or disable features with flag from <code>superset_config.py</code>:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'CLIENT_CACHE'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ENABLE_EXPLORE_JSON_CSRF_PROTECTION'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'PRESTO_EXPAND_DATA'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>A current list of feature flags can be found in <a href="https://github.com/apache/superset/blob/master/RESOURCES/FEATURE_FLAGS.md" target="_blank" rel="noopener noreferrer">RESOURCES/FEATURE_FLAGS.md</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/configuring-superset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/running-on-kubernetes"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing on Kubernetes</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/networking-settings"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Additional Networking Settings</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#configuring-superset" class="table-of-contents__link toc-highlight">Configuring Superset</a><ul><li><a href="#configuration" class="table-of-contents__link toc-highlight">Configuration</a></li><li><a href="#specifying-a-secret_key" class="table-of-contents__link toc-highlight">Specifying a SECRET_KEY</a></li><li><a href="#using-a-production-metastore" class="table-of-contents__link toc-highlight">Using a production metastore</a></li><li><a href="#running-on-a-wsgi-http-server" class="table-of-contents__link toc-highlight">Running on a WSGI HTTP Server</a></li><li><a href="#configuration-behind-a-load-balancer" class="table-of-contents__link toc-highlight">Configuration Behind a Load Balancer</a></li><li><a href="#custom-oauth2-configuration" class="table-of-contents__link toc-highlight">Custom OAuth2 Configuration</a></li><li><a href="#flask-app-configuration-hook" class="table-of-contents__link toc-highlight">Flask app Configuration Hook</a></li><li><a href="#feature-flags" class="table-of-contents__link toc-highlight">Feature Flags</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -76,7 +76,7 @@
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="logging">Logging<a href="#logging" class="hash-link" aria-label="Direct link to Logging" title="Direct link to Logging"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="event-logging">Event Logging<a href="#event-logging" class="hash-link" aria-label="Direct link to Event Logging" title="Direct link to Event Logging"></a></h3><p>Superset by default logs special action events in its internal database (DBEventLogger). These logs can be accessed
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Event Logging</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="logging">Logging<a href="#logging" class="hash-link" aria-label="Direct link to Logging" title="Direct link to Logging"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="event-logging">Event Logging<a href="#event-logging" class="hash-link" aria-label="Direct link to Event Logging" title="Direct link to Event Logging"></a></h3><p>Superset by default logs special action events in its internal database (DBEventLogger). These logs can be accessed
on the UI by navigating to <strong>Security > Action Log</strong>. You can freely customize these logs by
implementing your own event log class.
<strong>When custom log class is enabled DBEventLogger is disabled and logs stop being populated in UI logs view.</strong>
-To achieve both, custom log class should extend built-in DBEventLogger log class.</p><p>Here's an example of a simple JSON-to-stdout class:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">log</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> user_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain">args</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">**</span><span class="token plain">kwargs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> records </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'records'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">list</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dashboard_id </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'dashboard_id'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> slice_id </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'slice_id'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> duration_ms </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'duration_ms'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> referrer </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'referrer'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> record </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> records</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> log </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token builtin">dict</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> action</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> json</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">record</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dashboard_id</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">dashboard_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> slice_id</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">slice_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> duration_ms</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">duration_ms</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> referrer</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">referrer</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> user_id</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">user_id</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">print</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">json</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">dumps</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">log</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>End by updating your config to pass in an instance of the logger you want to use:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">EVENT_LOGGER = JSONStdOutEventLogger()</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="statsd-logging">StatsD Logging<a href="#statsd-logging" class="hash-link" aria-label="Direct link to StatsD Logging" title="Direct link to StatsD Logging"></a></h3><p>Superset can be instrumented to log events to StatsD if desired. Most endpoints hit are logged as
-well as key events like query start and end in SQL Lab.</p><p>To setup StatsD logging, it’s a matter of configuring the logger in your <code>superset_config.py</code>.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">stats_logger </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> StatsdStatsLogger</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">STATS_LOGGER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> StatsdStatsLogger</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">host</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'localhost'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> port</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">8125</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> prefix</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'superset'</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that it’s also possible to implement you own logger by deriving
-<code>superset.stats_logger.BaseStatsLogger</code>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/event-logging.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/cache"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Caching</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/upgrading-superset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Upgrading Superset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#logging" class="table-of-contents__link toc-highlight">Logging</a><ul><li><a href="#event-logging" class="table-of-contents__link toc-highlight">Event Logging</a></li><li><a href="#statsd-logging" class="table-of-contents__link toc-highlight">StatsD Logging</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+To achieve both, custom log class should extend built-in DBEventLogger log class.</p><p>Here's an example of a simple JSON-to-stdout class:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">log</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> user_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain">args</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">**</span><span class="token plain">kwargs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> records </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'records'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">list</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dashboard_id </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'dashboard_id'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> slice_id </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'slice_id'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> duration_ms </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'duration_ms'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> referrer </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> kwargs</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">get</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'referrer'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> record </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> records</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> log </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token builtin">dict</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> action</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> json</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">record</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dashboard_id</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">dashboard_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> slice_id</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">slice_id</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> duration_ms</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">duration_ms</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> referrer</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">referrer</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> user_id</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">user_id</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">print</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">json</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">dumps</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">log</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>End by updating your config to pass in an instance of the logger you want to use:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">EVENT_LOGGER = JSONStdOutEventLogger()</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="statsd-logging">StatsD Logging<a href="#statsd-logging" class="hash-link" aria-label="Direct link to StatsD Logging" title="Direct link to StatsD Logging"></a></h3><p>Superset can be instrumented to log events to StatsD if desired. Most endpoints hit are logged as
+well as key events like query start and end in SQL Lab.</p><p>To setup StatsD logging, it’s a matter of configuring the logger in your <code>superset_config.py</code>.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">from</span><span class="token plain"> superset</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">stats_logger </span><span class="token keyword" style="color:#00009f">import</span><span class="token plain"> StatsdStatsLogger</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">STATS_LOGGER </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> StatsdStatsLogger</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">host</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'localhost'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> port</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">8125</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> prefix</span><span class="token operator" style="color:#393A34">=</span><span class="token string" style="color:#e3116c">'superset'</span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that it’s also possible to implement you own logger by deriving
+<code>superset.stats_logger.BaseStatsLogger</code>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/event-logging.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/cache"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Caching</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/upgrading-superset"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Upgrading Superset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#logging" class="table-of-contents__link toc-highlight">Logging</a><ul><li><a href="#event-logging" class="table-of-contents__link toc-highlight">Event Logging</a></li><li><a href="#statsd-logging" class="table-of-contents__link toc-highlight">StatsD Logging</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-superset-from-scratch">Installing Superset from Scratch<a href="#installing-superset-from-scratch" class="hash-link" aria-label="Direct link to Installing Superset from Scratch" title="Direct link to Installing Superset from Scratch"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="os-dependencies">OS Dependencies<a href="#os-dependencies" class="hash-link" aria-label="Direct link to OS Dependencies" title="Direct link to OS Dependencies"></a></h3><p>Superset stores database connection information in its metadata database. For that purpose, we use
the cryptography Python library to encrypt connection passwords. Unfortunately, this library has OS
-level dependencies.</p><p><strong>Debian and Ubuntu</strong></p><p>The following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo apt-get install build-essential libssl-dev libffi-dev python-dev python-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In Ubuntu 20.04 the following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo apt-get install build-essential libssl-dev libffi-dev python3-dev python3-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Fedora and RHEL-derivative Linux distributions</strong></p><p>Install the following packages using the <code>yum</code> package manager:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo yum install gcc gcc-c++ libffi-devel python-devel python-pip python-wheel openssl-devel cyrus-sasl-devel openldap-devel</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In more recent versions of CentOS and Fedora, you may need to install a slightly different set of packages using <code>dnf</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo dnf install gcc gcc-c++ libffi-devel python3-devel python3-pip python3-wheel openssl-devel cyrus-sasl-devel openldap-devel</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Also, on CentOS, you may need to upgrade pip for the install to work:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 install --upgrade pip</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Mac OS X</strong></p><p>If you're not on the latest version of OS X, we recommend upgrading because we've found that many
+level dependencies.</p><p><strong>Debian and Ubuntu</strong></p><p>The following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo apt-get install build-essential libssl-dev libffi-dev python-dev python-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In Ubuntu 20.04 the following command will ensure that the required dependencies are installed:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo apt-get install build-essential libssl-dev libffi-dev python3-dev python3-pip libsasl2-dev libldap2-dev default-libmysqlclient-dev</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Fedora and RHEL-derivative Linux distributions</strong></p><p>Install the following packages using the <code>yum</code> package manager:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo yum install gcc gcc-c++ libffi-devel python-devel python-pip python-wheel openssl-devel cyrus-sasl-devel openldap-devel</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>In more recent versions of CentOS and Fedora, you may need to install a slightly different set of packages using <code>dnf</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">sudo dnf install gcc gcc-c++ libffi-devel python3-devel python3-pip python3-wheel openssl-devel cyrus-sasl-devel openldap-devel</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Also, on CentOS, you may need to upgrade pip for the install to work:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip3 install --upgrade pip</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Mac OS X</strong></p><p>If you're not on the latest version of OS X, we recommend upgrading because we've found that many
issues people have run into are linked to older versions of Mac OS X. After updating, install the
-latest version of XCode command line tools:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">xcode-select --install</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We don't recommend using the system installed Python. Instead, first install the
-<a href="https://brew.sh/" target="_blank" rel="noopener noreferrer">homebrew</a> manager and then run the following commands:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">brew install readline pkg-config libffi openssl mysql postgresql@14</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should install a recent version of Python (the official docker image uses 3.8.16). We'd recommend using a Python version manager like <a href="https://github.com/pyenv/pyenv" target="_blank" rel="noopener noreferrer">pyenv</a> (and also <a href="https://github.com/pyenv/pyenv-virtualenv" target="_blank" rel="noopener noreferrer">pyenv-virtualenv</a>).</p><p>Let's also make sure we have the latest version of <code>pip</code> and <code>setuptools</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install --upgrade setuptools pip</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Lastly, you may need to set LDFLAGS and CFLAGS for certain Python packages to properly build. You can export these variables with:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">export LDFLAGS="-L$(brew --prefix openssl)/lib"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export CFLAGS="-I$(brew --prefix openssl)/include"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>These will now be available when pip installing requirements.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-virtual-environment">Python Virtual Environment<a href="#python-virtual-environment" class="hash-link" aria-label="Direct link to Python Virtual Environment" title="Direct link to Python Virtual Environment"></a></h3><p>We highly recommend installing Superset inside of a virtual environment. Python ships with
-<code>virtualenv</code> out of the box. If you're using <a href="https://github.com/pyenv/pyenv" target="_blank" rel="noopener noreferrer">pyenv</a>, you can install <a href="https://github.com/pyenv/pyenv-virtualenv" target="_blank" rel="noopener noreferrer">pyenv-virtualenv</a>. Or you can install it with <code>pip</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install virtualenv</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can create and activate a virtual environment using:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># virtualenv is shipped in Python 3.6+ as venv instead of pyvenv.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># See https://docs.python.org/3.6/library/venv.html</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">. venv/bin/activate</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or with pyenv-virtualenv:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Here we name the virtual env 'superset'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pyenv virtualenv superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pyenv activate superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once you activated your virtual environment, all of the Python packages you install or uninstall
+latest version of XCode command line tools:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">xcode-select --install</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We don't recommend using the system installed Python. Instead, first install the
+<a href="https://brew.sh/" target="_blank" rel="noopener noreferrer">homebrew</a> manager and then run the following commands:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">brew install readline pkg-config libffi openssl mysql postgresql@14</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should install a recent version of Python (the official docker image uses 3.8.16). We'd recommend using a Python version manager like <a href="https://github.com/pyenv/pyenv" target="_blank" rel="noopener noreferrer">pyenv</a> (and also <a href="https://github.com/pyenv/pyenv-virtualenv" target="_blank" rel="noopener noreferrer">pyenv-virtualenv</a>).</p><p>Let's also make sure we have the latest version of <code>pip</code> and <code>setuptools</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install --upgrade setuptools pip</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Lastly, you may need to set LDFLAGS and CFLAGS for certain Python packages to properly build. You can export these variables with:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">export LDFLAGS="-L$(brew --prefix openssl)/lib"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export CFLAGS="-I$(brew --prefix openssl)/include"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>These will now be available when pip installing requirements.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="python-virtual-environment">Python Virtual Environment<a href="#python-virtual-environment" class="hash-link" aria-label="Direct link to Python Virtual Environment" title="Direct link to Python Virtual Environment"></a></h3><p>We highly recommend installing Superset inside of a virtual environment. Python ships with
+<code>virtualenv</code> out of the box. If you're using <a href="https://github.com/pyenv/pyenv" target="_blank" rel="noopener noreferrer">pyenv</a>, you can install <a href="https://github.com/pyenv/pyenv-virtualenv" target="_blank" rel="noopener noreferrer">pyenv-virtualenv</a>. Or you can install it with <code>pip</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install virtualenv</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can create and activate a virtual environment using:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># virtualenv is shipped in Python 3.6+ as venv instead of pyvenv.</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># See https://docs.python.org/3.6/library/venv.html</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">python3 -m venv venv</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">. venv/bin/activate</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Or with pyenv-virtualenv:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Here we name the virtual env 'superset'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pyenv virtualenv superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">pyenv activate superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once you activated your virtual environment, all of the Python packages you install or uninstall
will be confined to this environment. You can exit the environment by running <code>deactivate</code> on the
-command line.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="installing-and-initializing-superset">Installing and Initializing Superset<a href="#installing-and-initializing-superset" class="hash-link" aria-label="Direct link to Installing and Initializing Superset" title="Direct link to Installing and Initializing Superset"></a></h3><p>First, start by installing <code>apache-superset</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install apache-superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, you need to initialize the database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>Note that some configuration is mandatory for production instances of Superset. In particular, Superset will not start without a user-specified value of SECRET_KEY. Please see Configuring Superset. :::</div><div class="admonitionContent_S0QG"><p>Finish installing by running through the following commands:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Create an admin user in your metadata database (use `admin` as username to be able to load the examples)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export FLASK_APP=superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset fab create-admin</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Load some data to play with</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load_examples</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Create default roles and permissions</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Build javascript assets</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">cd superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm ci</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run build</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">cd ..</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># To start a development web server on port 8088, use -p to bind to another port</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset run -p 8088 --with-threads --reload --debugger</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If everything worked, you should be able to navigate to <code>hostname:port</code> in your browser (e.g.
+command line.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="installing-and-initializing-superset">Installing and Initializing Superset<a href="#installing-and-initializing-superset" class="hash-link" aria-label="Direct link to Installing and Initializing Superset" title="Direct link to Installing and Initializing Superset"></a></h3><p>First, start by installing <code>apache-superset</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install apache-superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, you need to initialize the database:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>Note that some configuration is mandatory for production instances of Superset. In particular, Superset will not start without a user-specified value of SECRET_KEY. Please see Configuring Superset. :::</div><div class="admonitionContent_S0QG"><p>Finish installing by running through the following commands:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"># Create an admin user in your metadata database (use `admin` as username to be able to load the examples)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">export FLASK_APP=superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset fab create-admin</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Load some data to play with</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset load_examples</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Create default roles and permissions</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># Build javascript assets</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">cd superset-frontend</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm ci</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">npm run build</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">cd ..</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"># To start a development web server on port 8088, use -p to bind to another port</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset run -p 8088 --with-threads --reload --debugger</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If everything worked, you should be able to navigate to <code>hostname:port</code> in your browser (e.g.
locally by default at <code>localhost:8088</code>) and login using the username and password you created.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="installing-superset-with-helm-in-kubernetes">Installing Superset with Helm in Kubernetes<a href="#installing-superset-with-helm-in-kubernetes" class="hash-link" aria-label="Direct link to Installing Superset with Helm in Kubernetes" title="Direct link to Installing Superset with Helm in Kubernetes"></a></h3><p>You can install Superset into Kubernetes with <a href="https://helm.sh/" target="_blank" rel="noopener noreferrer">Helm</a>. The chart is located in
-the <code>helm/</code> directory.</p><p>To install Superset in your Kubernetes cluster with Helm 3, run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm dep up ./helm/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">helm upgrade --install superset ./helm/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that the above command will install Superset into <code>default</code> namespace of your Kubernetes
-cluster.</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/installing-superset-from-scratch.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/installing-superset-using-docker-compose"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing Locally Using Docker Compose</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/running-on-kubernetes"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing on Kubernetes</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installing-superset-from-scratch" class="table-of-contents__link toc-highlight">Installing Superset from Scratch</a><ul><li><a href="#os-dependencies" class="table-of-contents__link toc-highlight">OS Dependencies</a></li><li><a href="#python-virtual-environment" class="table-of-contents__link toc-highlight">Python Virtual Environment</a></li><li><a href="#installing-and-initializing-superset" class="table-of-contents__link toc-highlight">Installing and Initializing Superset</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+the <code>helm/</code> directory.</p><p>To install Superset in your Kubernetes cluster with Helm 3, run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm dep up ./helm/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">helm upgrade --install superset ./helm/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note that the above command will install Superset into <code>default</code> namespace of your Kubernetes
+cluster.</p></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/installing-superset-from-scratch.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/installing-superset-using-docker-compose"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Installing Locally Using Docker Compose</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/running-on-kubernetes"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing on Kubernetes</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installing-superset-from-scratch" class="table-of-contents__link toc-highlight">Installing Superset from Scratch</a><ul><li><a href="#os-dependencies" class="table-of-contents__link toc-highlight">OS Dependencies</a></li><li><a href="#python-virtual-environment" class="table-of-contents__link toc-highlight">Python Virtual Environment</a></li><li><a href="#installing-and-initializing-superset" class="table-of-contents__link toc-highlight">Installing and Initializing Superset</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -46,7 +46,7 @@
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-superset-locally-using-docker-compose">Installing Superset Locally Using Docker Compose<a href="#installing-superset-locally-using-docker-compose" class="hash-link" aria-label="Direct link to Installing Superset Locally Using Docker Compose" title="Direct link to Installing Superset Locally Using Docker Compose"></a></h2><p>The fastest way to try Superset locally is using Docker and Docker Compose on a Linux or Mac OSX
computer. Superset does not have official support for Windows, so we have provided a VM workaround
below.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="1-install-a-docker-engine-and-docker-compose">1. Install a Docker Engine and Docker Compose<a href="#1-install-a-docker-engine-and-docker-compose" class="hash-link" aria-label="Direct link to 1. Install a Docker Engine and Docker Compose" title="Direct link to 1. Install a Docker Engine and Docker Compose"></a></h3><p><strong>Mac OSX</strong></p><p><a href="https://docs.docker.com/docker-for-mac/install/" target="_blank" rel="noopener noreferrer">Install Docker for Mac</a>, which includes the Docker
engine and a recent version of <code>docker-compose</code> out of the box.</p><p>Once you have Docker for Mac installed, open up the preferences pane for Docker, go to the
@@ -37,16 +37,16 @@
of that VM. We recommend assigning at least 8GB of RAM to the virtual machine as well as
provisioning a hard drive of at least 40GB, so that there will be enough space for both the OS and
all of the required dependencies. Docker Desktop <a href="https://docs.docker.com/docker-for-windows/wsl/" target="_blank" rel="noopener noreferrer">recently added support for Windows Subsystem for Linux (WSL) 2</a>, which may be another option.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="2-clone-supersets-github-repository">2. Clone Superset's GitHub repository<a href="#2-clone-supersets-github-repository" class="hash-link" aria-label="Direct link to 2. Clone Superset's GitHub repository" title="Direct link to 2. Clone Superset's GitHub repository"></a></h3><p><a href="https://github.com/apache/superset" target="_blank" rel="noopener noreferrer">Clone Superset's repo</a> in your terminal with the
-following command:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">git</span><span class="token plain"> clone https://github.com/apache/superset.git</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once that command completes successfully, you should see a new <code>superset</code> folder in your
-current directory.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3-launch-superset-through-docker-compose">3. Launch Superset Through Docker Compose<a href="#3-launch-superset-through-docker-compose" class="hash-link" aria-label="Direct link to 3. Launch Superset Through Docker Compose" title="Direct link to 3. Launch Superset Through Docker Compose"></a></h3><p>Navigate to the folder you created in step 1:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When working on master branch, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml pull</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, you can also run a specific version of Superset by first checking out
+following command:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">git</span><span class="token plain"> clone https://github.com/apache/superset.git</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Once that command completes successfully, you should see a new <code>superset</code> folder in your
+current directory.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="3-launch-superset-through-docker-compose">3. Launch Superset Through Docker Compose<a href="#3-launch-superset-through-docker-compose" class="hash-link" aria-label="Direct link to 3. Launch Superset Through Docker Compose" title="Direct link to 3. Launch Superset Through Docker Compose"></a></h3><p>Navigate to the folder you created in step 1:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When working on master branch, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml pull</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Alternatively, you can also run a specific version of Superset by first checking out
the branch/tag, and then starting <code>docker-compose</code> with the <code>TAG</code> variable.
-For example, to run the 1.4.0 version, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">git</span><span class="token plain"> checkout </span><span class="token number" style="color:#36acaa">1.4</span><span class="token plain">.0</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">TAG</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">1.4</span><span class="token plain">.0 </span><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml pull</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">TAG</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">1.4</span><span class="token plain">.0 </span><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Note that some configuration is mandatory for production instances of Superset. In particular, Superset will not start without a user-specified value of <code>SECRET_KEY</code>. Please see <a href="https://superset.apache.org/docs/installation/configuring-superset/" target="_blank" rel="noopener noreferrer">Configuring Superset</a>.</p></div></div><p>You should see a wall of logging output from the containers being launched on your machine. Once
+For example, to run the 1.4.0 version, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">git</span><span class="token plain"> checkout </span><span class="token number" style="color:#36acaa">1.4</span><span class="token plain">.0</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">TAG</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">1.4</span><span class="token plain">.0 </span><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml pull</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token assign-left variable" style="color:#36acaa">TAG</span><span class="token operator" style="color:#393A34">=</span><span class="token number" style="color:#36acaa">1.4</span><span class="token plain">.0 </span><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> -f docker-compose-non-dev.yml up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="theme-admonition theme-admonition-tip alert alert--success admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_S0QG"><p>Note that some configuration is mandatory for production instances of Superset. In particular, Superset will not start without a user-specified value of <code>SECRET_KEY</code>. Please see <a href="https://superset.apache.org/docs/installation/configuring-superset/" target="_blank" rel="noopener noreferrer">Configuring Superset</a>.</p></div></div><p>You should see a wall of logging output from the containers being launched on your machine. Once
this output slows, you should have a running instance of Superset on your local machine!</p><p><strong>Note:</strong> This will bring up superset in a non-dev mode, changes to the codebase will not be reflected.
If you would like to run superset in dev mode to test local changes, simply replace the previous command with: <code>docker-compose up</code>,
and wait for the <code>superset_node</code> container to finish building the assets.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="configuring-docker-compose">Configuring Docker Compose<a href="#configuring-docker-compose" class="hash-link" aria-label="Direct link to Configuring Docker Compose" title="Direct link to Configuring Docker Compose"></a></h4><p>The following is for users who want to configure how Superset runs in Docker Compose; otherwise, you can skip to the next section.</p><p>You can install additional python packages and apply config overrides by following the steps mentioned in <a href="https://github.com/apache/superset/tree/master/docker#configuration" target="_blank" rel="noopener noreferrer">docker/README.md</a></p><p>You can configure the Docker Compose environment varirables for dev and non-dev mode with <code>docker/.env</code> and <code>docker/.env-non-dev</code> respectively. These environment files set the environment for most containers in the Docker Compose setup, and some variables affect multiple containers and others only single ones.</p><p>One important variable is <code>SUPERSET_LOAD_EXAMPLES</code> which determines whether the <code>superset_init</code> container will load example data and visualizations into the database and Superset. These examples are quite helpful for most people, but probably unnecessary for experienced users. The loading process can sometimes take a few minutes and a good amount of CPU, so you may want to disable it on a resource-constrained device.</p><p><strong>Note:</strong> Users often want to connect to other databases from Superset. Currently, the easiest way to do this is to modify the <code>docker-compose-non-dev.yml</code> file and add your database as a service that the other services depend on (via <code>x-superset-depends-on</code>). Others have attempted to set <code>network_mode: host</code> on the Superset services, but these generally break the installation, because the configuration requires use of the Docker Compose DNS resolver for the service names. If you have a good solution for this, let us know!</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="4-log-in-to-superset">4. Log in to Superset<a href="#4-log-in-to-superset" class="hash-link" aria-label="Direct link to 4. Log in to Superset" title="Direct link to 4. Log in to Superset"></a></h3><p>Your local Superset instance also includes a Postgres server to store your data and is already
pre-loaded with some example datasets that ship with Superset. You can access Superset now via your
web browser by visiting <code>http://localhost:8088</code>. Note that many browsers now default to <code>https</code> - if
-yours is one of them, please make sure it uses <code>http</code>.</p><p>Log in with the default username and password:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">username: admin</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">password: admin</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="5-connecting-superset-to-your-local-database-instance">5. Connecting Superset to your local database instance<a href="#5-connecting-superset-to-your-local-database-instance" class="hash-link" aria-label="Direct link to 5. Connecting Superset to your local database instance" title="Direct link to 5. Connecting Superset to your local database instance"></a></h3><p>When running Superset using <code>docker</code> or <code>docker-compose</code> it runs in its own docker container, as if the Superset was running in a separate machine entirely. Therefore attempts to connect to your local database with hostname <code>localhost</code> won't work as <code>localhost</code> refers to the docker container Superset is running in, and not your actual host machine. Fortunately, docker provides an easy way to access network resources in the host machine from inside a container, and we will leverage this capability to connect to our local database instance.</p><p>Here the instructions are for connecting to postgresql (which is running on your host machine) from Superset (which is running in its docker container). Other databases may have slightly different configurations but gist would be same and boils down to 2 steps -</p><ol><li><strong>(Mac users may skip this step)</strong> Configuring the local postgresql/database instance to accept public incoming connections. By default postgresql only allows incoming connections from <code>localhost</code> only, but re-iterating once again, <code>localhosts</code> are different for host machine and docker container. For postgresql this involves make one-line changes to the files <code>postgresql.conf</code> and <code>pg_hba.conf</code>, you can find helpful links tailored to your OS / PG version on the web easily for this task. For docker it suffices to only whitelist IPs <code>172.0.0.0/8</code> instead of <code>*</code>, but in any case you are <em>warned</em> that doing this in a production database <em>may</em> have disastrous consequences as you are opening your database to the public internet.</li><li>Instead of <code>localhost</code>, try using <code>host.docker.internal</code> (Mac users, Ubuntu) or <code>172.18.0.1</code> (Linux users) as the host name when attempting to connect to the database. This is docker internal detail, what is happening is that in Mac systems docker creates a dns entry for the host name <code>host.docker.internal</code> which resolves to the correct address for the host machine, whereas in linux this is not the case (at least by default). If neither of these 2 hostnames work then you may want to find the exact host name you want to use, for that you can do <code>ifconfig</code> or <code>ip addr show</code> and look at the IP address of <code>docker0</code> interface that must have been created by docker for you. Alternately if you don't even see the <code>docker0</code> interface try (if needed with sudo) <code>docker network inspect bridge</code> and see if there is an entry for <code>"Gateway"</code> and note the IP address.</li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/installing-superset-using-docker-compose.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/intro"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/installing-superset-from-scratch"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing From Scratch</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installing-superset-locally-using-docker-compose" class="table-of-contents__link toc-highlight">Installing Superset Locally Using Docker Compose</a><ul><li><a href="#1-install-a-docker-engine-and-docker-compose" class="table-of-contents__link toc-highlight">1. Install a Docker Engine and Docker Compose</a></li><li><a href="#2-clone-supersets-github-repository" class="table-of-contents__link toc-highlight">2. Clone Superset's GitHub repository</a></li><li><a href="#3-launch-superset-through-docker-compose" class="table-of-contents__link toc-highlight">3. Launch Superset Through Docker Compose</a></li><li><a href="#4-log-in-to-superset" class="table-of-contents__link toc-highlight">4. Log in to Superset</a></li><li><a href="#5-connecting-superset-to-your-local-database-instance" class="table-of-contents__link toc-highlight">5. Connecting Superset to your local database instance</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+yours is one of them, please make sure it uses <code>http</code>.</p><p>Log in with the default username and password:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">username: admin</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">password: admin</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="5-connecting-superset-to-your-local-database-instance">5. Connecting Superset to your local database instance<a href="#5-connecting-superset-to-your-local-database-instance" class="hash-link" aria-label="Direct link to 5. Connecting Superset to your local database instance" title="Direct link to 5. Connecting Superset to your local database instance"></a></h3><p>When running Superset using <code>docker</code> or <code>docker-compose</code> it runs in its own docker container, as if the Superset was running in a separate machine entirely. Therefore attempts to connect to your local database with hostname <code>localhost</code> won't work as <code>localhost</code> refers to the docker container Superset is running in, and not your actual host machine. Fortunately, docker provides an easy way to access network resources in the host machine from inside a container, and we will leverage this capability to connect to our local database instance.</p><p>Here the instructions are for connecting to postgresql (which is running on your host machine) from Superset (which is running in its docker container). Other databases may have slightly different configurations but gist would be same and boils down to 2 steps -</p><ol><li><strong>(Mac users may skip this step)</strong> Configuring the local postgresql/database instance to accept public incoming connections. By default postgresql only allows incoming connections from <code>localhost</code> only, but re-iterating once again, <code>localhosts</code> are different for host machine and docker container. For postgresql this involves make one-line changes to the files <code>postgresql.conf</code> and <code>pg_hba.conf</code>, you can find helpful links tailored to your OS / PG version on the web easily for this task. For docker it suffices to only whitelist IPs <code>172.0.0.0/8</code> instead of <code>*</code>, but in any case you are <em>warned</em> that doing this in a production database <em>may</em> have disastrous consequences as you are opening your database to the public internet.</li><li>Instead of <code>localhost</code>, try using <code>host.docker.internal</code> (Mac users, Ubuntu) or <code>172.18.0.1</code> (Linux users) as the host name when attempting to connect to the database. This is docker internal detail, what is happening is that in Mac systems docker creates a dns entry for the host name <code>host.docker.internal</code> which resolves to the correct address for the host machine, whereas in linux this is not the case (at least by default). If neither of these 2 hostnames work then you may want to find the exact host name you want to use, for that you can do <code>ifconfig</code> or <code>ip addr show</code> and look at the IP address of <code>docker0</code> interface that must have been created by docker for you. Alternately if you don't even see the <code>docker0</code> interface try (if needed with sudo) <code>docker network inspect bridge</code> and see if there is an entry for <code>"Gateway"</code> and note the IP address.</li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/installing-superset-using-docker-compose.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/intro"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Introduction</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/installing-superset-from-scratch"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing From Scratch</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#installing-superset-locally-using-docker-compose" class="table-of-contents__link toc-highlight">Installing Superset Locally Using Docker Compose</a><ul><li><a href="#1-install-a-docker-engine-and-docker-compose" class="table-of-contents__link toc-highlight">1. Install a Docker Engine and Docker Compose</a></li><li><a href="#2-clone-supersets-github-repository" class="table-of-contents__link toc-highlight">2. Clone Superset's GitHub repository</a></li><li><a href="#3-launch-superset-through-docker-compose" class="table-of-contents__link toc-highlight">3. Launch Superset Through Docker Compose</a></li><li><a href="#4-log-in-to-superset" class="table-of-contents__link toc-highlight">4. Log in to Superset</a></li><li><a href="#5-connecting-superset-to-your-local-database-instance" class="table-of-contents__link toc-highlight">5. Connecting Superset to your local database instance</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
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page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="additional-networking-settings">Additional Networking Settings<a href="#additional-networking-settings" class="hash-link" aria-label="Direct link to Additional Networking Settings" title="Direct link to Additional Networking Settings"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cors">CORS<a href="#cors" class="hash-link" aria-label="Direct link to CORS" title="Direct link to CORS"></a></h3><p>To configure CORS, or cross-origin resource sharing, the following dependency must be installed:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install apache</span><span class="token operator" style="color:#393A34">-</span><span class="token plain">superset</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">cors</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The following keys in <code>superset_config.py</code> can be specified to configure CORS:</p><ul><li><code>ENABLE_CORS</code>: Must be set to <code>True</code> in order to enable CORS</li><li><code>CORS_OPTIONS</code>: options passed to Flask-CORS
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Additional Networking Settings</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="additional-networking-settings">Additional Networking Settings<a href="#additional-networking-settings" class="hash-link" aria-label="Direct link to Additional Networking Settings" title="Direct link to Additional Networking Settings"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cors">CORS<a href="#cors" class="hash-link" aria-label="Direct link to CORS" title="Direct link to CORS"></a></h3><p>To configure CORS, or cross-origin resource sharing, the following dependency must be installed:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip install apache</span><span class="token operator" style="color:#393A34">-</span><span class="token plain">superset</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">cors</span><span class="token punctuation" style="color:#393A34">]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The following keys in <code>superset_config.py</code> can be specified to configure CORS:</p><ul><li><code>ENABLE_CORS</code>: Must be set to <code>True</code> in order to enable CORS</li><li><code>CORS_OPTIONS</code>: options passed to Flask-CORS
(<a href="https://flask-cors.corydolphin.com/en/latest/api.html#extension" target="_blank" rel="noopener noreferrer">documentation</a>)</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="domain-sharding">Domain Sharding<a href="#domain-sharding" class="hash-link" aria-label="Direct link to Domain Sharding" title="Direct link to Domain Sharding"></a></h3><p>Chrome allows up to 6 open connections per domain at a time. When there are more than 6 slices in
dashboard, a lot of time fetch requests are queued up and wait for next available socket.
<a href="https://github.com/apache/superset/pull/5039" target="_blank" rel="noopener noreferrer">PR 5039</a> adds domain sharding to Superset,
@@ -32,7 +32,7 @@
<code>ADDITIONAL_MIDDLEWARE</code> key in your <code>superset_config.py</code>. <code>ADDITIONAL_MIDDLEWARE</code> should be a list
of your additional middleware classes.</p><p>For example, to use <code>AUTH_REMOTE_USER</code> from behind a proxy server like nginx, you have to add a
simple middleware class to add the value of <code>HTTP_X_PROXY_REMOTE_USER</code> (or any other custom header
-from the proxy) to Gunicorn’s <code>REMOTE_USER</code> environment variable:</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/networking-settings.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/configuring-superset"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Configuring Superset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/cache"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Caching</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#additional-networking-settings" class="table-of-contents__link toc-highlight">Additional Networking Settings</a><ul><li><a href="#cors" class="table-of-contents__link toc-highlight">CORS</a></li><li><a href="#domain-sharding" class="table-of-contents__link toc-highlight">Domain Sharding</a></li><li><a href="#middleware" class="table-of-contents__link toc-highlight">Middleware</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-on-kubernetes">Installing on Kubernetes<a href="#installing-on-kubernetes" class="hash-link" aria-label="Direct link to Installing on Kubernetes" title="Direct link to Installing on Kubernetes"></a></h2><p>Running Superset on Kubernetes is supported with the provided <a href="https://helm.sh/" target="_blank" rel="noopener noreferrer">Helm</a> chart found in the official <a href="https://apache.github.io/superset/index.yaml" target="_blank" rel="noopener noreferrer">Superset helm repository</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h3><ul><li>A Kubernetes cluster</li><li>Helm installed</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="running">Running<a href="#running" class="hash-link" aria-label="Direct link to Running" title="Direct link to Running"></a></h3><ol><li>Add the Superset helm repository</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm repo add superset https://apache.github.io/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">"superset" has been added to your repositories</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="2"><li>View charts in repo</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm search repo superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME CHART VERSION APP VERSION DESCRIPTION</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset/superset 0.1.1 1.0 Apache Superset is a modern, enterprise-ready b...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="3"><li>Configure your setting overrides</li></ol><p>Just like any typical Helm chart, you'll need to craft a <code>values.yaml</code> file that would define/override any of the values exposed into the default <a href="https://github.com/apache/superset/tree/master/helm/superset/values.yaml" target="_blank" rel="noopener noreferrer">values.yaml</a>, or from any of the dependent charts it depends on:</p><ul><li><a href="https://artifacthub.io/packages/helm/bitnami/redis" target="_blank" rel="noopener noreferrer">bitnami/redis</a></li><li><a href="https://artifacthub.io/packages/helm/bitnami/postgresql" target="_blank" rel="noopener noreferrer">bitnami/postgresql</a></li></ul><p>More info down below on some important overrides you might need.</p><ol start="4"><li>Install and run</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm upgrade --install --values my-values.yaml superset superset/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should see various pods popping up, such as:</p><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kubectl get pods</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME READY STATUS RESTARTS AGE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-celerybeat-7cdcc9575f-k6xmc 1/1 Running 0 119s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-dw9lp 1/1 Running 0 4m7s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-fk8bk 1/1 Running 0 4m11s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-init-db-zlm9z 0/1 Completed 0 111s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-postgresql-0 1/1 Running 0 6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-redis-master-0 1/1 Running 0 6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-jmmjr 1/1 Running 0 4m8s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-qrq49 1/1 Running 0 4m12s</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The exact list will depend on some of your specific configuration overrides but you should generally expect:</p><ul><li>N <code>superset-xxxx-yyyy</code> and <code>superset-worker-xxxx-yyyy</code> pods (depending on your <code>supersetNode.replicaCount</code> and <code>supersetWorker.replicaCount</code> values)</li><li>1 <code>superset-postgresql-0</code> depending on your postgres settings</li><li>1 <code>superset-redis-master-0</code> depending on your redis settings</li><li>1 <code>superset-celerybeat-xxxx-yyyy</code> pod if you have <code>supersetCeleryBeat.enabled = true</code> in your values overrides</li></ul><ol><li>Access it</li></ol><p>The chart will publish appropriate services to expose the Superset UI internally within your k8s cluster. To access it externally you will have to either:</p><ul><li>Configure the Service as a <code>LoadBalancer</code> or <code>NodePort</code></li><li>Set up an <code>Ingress</code> for it - the chart includes a definition, but will need to be tuned to your needs (hostname, tls, annotations etc...)</li><li>Run <code>kubectl port-forward superset-xxxx-yyyy :8088</code> to directly tunnel one pod's port into your localhost</li></ul><p>Depending how you configured external access, the URL will vary. Once you've identified the appropriate URL you can log in with:</p><ul><li>user: <code>admin</code></li><li>password: <code>admin</code></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="important-settings">Important settings<a href="#important-settings" class="hash-link" aria-label="Direct link to Important settings" title="Direct link to Important settings"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="security-settings">Security settings<a href="#security-settings" class="hash-link" aria-label="Direct link to Security settings" title="Direct link to Security settings"></a></h4><p>Default security settings and passwords are included but you <strong>SHOULD</strong> override those with your own, in particular:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">postgresqlPassword</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure, you set a unique strong complex alphanumeric string for your SECRET_KEY and use a tool to help you generate
-a sufficiently random sequence.</p><ul><li>To generate a good key you can run, <code>openssl rand -base64 42</code></li></ul><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">secret</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you want to change the previous secret key then you should rotate the keys.
-Default secret key for kubernetes deployment is <code>thisISaSECRET_1234</code></p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">my_override</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> PREVIOUS_SECRET_KEY = 'YOUR_PREVIOUS_SECRET_KEY'</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">init</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> . {{ .Values.configMountPath }}/superset_bootstrap.sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> superset re-encrypt-secrets</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> . {{ .Values.configMountPath }}/superset_init.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies"></a></h4><p>Install additional packages and do any other bootstrap configuration in the bootstrap script.
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Installing on Kubernetes</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="installing-on-kubernetes">Installing on Kubernetes<a href="#installing-on-kubernetes" class="hash-link" aria-label="Direct link to Installing on Kubernetes" title="Direct link to Installing on Kubernetes"></a></h2><p>Running Superset on Kubernetes is supported with the provided <a href="https://helm.sh/" target="_blank" rel="noopener noreferrer">Helm</a> chart found in the official <a href="https://apache.github.io/superset/index.yaml" target="_blank" rel="noopener noreferrer">Superset helm repository</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="prerequisites">Prerequisites<a href="#prerequisites" class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites"></a></h3><ul><li>A Kubernetes cluster</li><li>Helm installed</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="running">Running<a href="#running" class="hash-link" aria-label="Direct link to Running" title="Direct link to Running"></a></h3><ol><li>Add the Superset helm repository</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm repo add superset https://apache.github.io/superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">"superset" has been added to your repositories</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="2"><li>View charts in repo</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm search repo superset</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME CHART VERSION APP VERSION DESCRIPTION</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset/superset 0.1.1 1.0 Apache Superset is a modern, enterprise-ready b...</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><ol start="3"><li>Configure your setting overrides</li></ol><p>Just like any typical Helm chart, you'll need to craft a <code>values.yaml</code> file that would define/override any of the values exposed into the default <a href="https://github.com/apache/superset/tree/master/helm/superset/values.yaml" target="_blank" rel="noopener noreferrer">values.yaml</a>, or from any of the dependent charts it depends on:</p><ul><li><a href="https://artifacthub.io/packages/helm/bitnami/redis" target="_blank" rel="noopener noreferrer">bitnami/redis</a></li><li><a href="https://artifacthub.io/packages/helm/bitnami/postgresql" target="_blank" rel="noopener noreferrer">bitnami/postgresql</a></li></ul><p>More info down below on some important overrides you might need.</p><ol start="4"><li>Install and run</li></ol><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">helm upgrade --install --values my-values.yaml superset superset/superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You should see various pods popping up, such as:</p><div class="language-sh codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sh codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">kubectl get pods</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">NAME READY STATUS RESTARTS AGE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-celerybeat-7cdcc9575f-k6xmc 1/1 Running 0 119s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-dw9lp 1/1 Running 0 4m7s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-f5c9c667-fk8bk 1/1 Running 0 4m11s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-init-db-zlm9z 0/1 Completed 0 111s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-postgresql-0 1/1 Running 0 6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-redis-master-0 1/1 Running 0 6d20h</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-jmmjr 1/1 Running 0 4m8s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset-worker-75b48bbcc-qrq49 1/1 Running 0 4m12s</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The exact list will depend on some of your specific configuration overrides but you should generally expect:</p><ul><li>N <code>superset-xxxx-yyyy</code> and <code>superset-worker-xxxx-yyyy</code> pods (depending on your <code>supersetNode.replicaCount</code> and <code>supersetWorker.replicaCount</code> values)</li><li>1 <code>superset-postgresql-0</code> depending on your postgres settings</li><li>1 <code>superset-redis-master-0</code> depending on your redis settings</li><li>1 <code>superset-celerybeat-xxxx-yyyy</code> pod if you have <code>supersetCeleryBeat.enabled = true</code> in your values overrides</li></ul><ol><li>Access it</li></ol><p>The chart will publish appropriate services to expose the Superset UI internally within your k8s cluster. To access it externally you will have to either:</p><ul><li>Configure the Service as a <code>LoadBalancer</code> or <code>NodePort</code></li><li>Set up an <code>Ingress</code> for it - the chart includes a definition, but will need to be tuned to your needs (hostname, tls, annotations etc...)</li><li>Run <code>kubectl port-forward superset-xxxx-yyyy :8088</code> to directly tunnel one pod's port into your localhost</li></ul><p>Depending how you configured external access, the URL will vary. Once you've identified the appropriate URL you can log in with:</p><ul><li>user: <code>admin</code></li><li>password: <code>admin</code></li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="important-settings">Important settings<a href="#important-settings" class="hash-link" aria-label="Direct link to Important settings" title="Direct link to Important settings"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="security-settings">Security settings<a href="#security-settings" class="hash-link" aria-label="Direct link to Security settings" title="Direct link to Security settings"></a></h4><p>Default security settings and passwords are included but you <strong>SHOULD</strong> override those with your own, in particular:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">postgresql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">postgresqlPassword</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> superset</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Make sure, you set a unique strong complex alphanumeric string for your SECRET_KEY and use a tool to help you generate
+a sufficiently random sequence.</p><ul><li>To generate a good key you can run, <code>openssl rand -base64 42</code></li></ul><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">secret</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you want to change the previous secret key then you should rotate the keys.
+Default secret key for kubernetes deployment is <code>thisISaSECRET_1234</code></p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">my_override</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> PREVIOUS_SECRET_KEY = 'YOUR_PREVIOUS_SECRET_KEY'</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SECRET_KEY = 'YOUR_OWN_RANDOM_GENERATED_SECRET_KEY'</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">init</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> . {{ .Values.configMountPath }}/superset_bootstrap.sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> superset re-encrypt-secrets</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> . {{ .Values.configMountPath }}/superset_init.sh</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="dependencies">Dependencies<a href="#dependencies" class="hash-link" aria-label="Direct link to Dependencies" title="Direct link to Dependencies"></a></h4><p>Install additional packages and do any other bootstrap configuration in the bootstrap script.
For production clusters it's recommended to build own image with this step done in CI.</p><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>Superset requires a Python DB-API database driver and a SQLAlchemy
dialect to be installed for each datastore you want to connect to.</p><p>See <a href="/docs/databases/installing-database-drivers">Install Database Drivers</a> for more information</p></div></div><p>The following example installs the Big Query and Elasticsearch database drivers so that you can
-connect to those datasources in your Superset installation:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">bootstrapScript</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> #!/bin/bash</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> pip install psycopg2==2.9.6 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> sqlalchemy-bigquery==1.6.1 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> elasticsearch-dbapi==0.2.5 &&\</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> if [ ! -f ~/bootstrap ]; then echo "Running Superset with uid {{ .Values.runAsUser }}" > ~/bootstrap; fi</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="superset_configpy">superset_config.py<a href="#superset_configpy" class="hash-link" aria-label="Direct link to superset_config.py" title="Direct link to superset_config.py"></a></h4><p>The default <code>superset_config.py</code> is fairly minimal and you will very likely need to extend it. This is done by specifying one or more key/value entries in <code>configOverrides</code>, e.g.:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">my_override</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # This will make sure the redirect_uri is properly computed, even with SSL offloading</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> ENABLE_PROXY_FIX = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> FEATURE_FLAGS = {</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "DYNAMIC_PLUGINS": True</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Those will be evaluated as Helm templates and therefore will be able to reference other <code>values.yaml</code> variables e.g. <code>{{ .Values.ingress.hosts[0] }}</code> will resolve to your ingress external domain.</p><p>The entire <code>superset_config.py</code> will be installed as a secret, so it is safe to pass sensitive parameters directly... however it might be more readable to use secret env variables for that.</p><p>Full python files can be provided by running <code>helm upgrade --install --values my-values.yaml --set-file configOverrides.oauth=set_oauth.py</code></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="environment-variables">Environment Variables<a href="#environment-variables" class="hash-link" aria-label="Direct link to Environment Variables" title="Direct link to Environment Variables"></a></h4><p>Those can be passed as key/values either with <code>extraEnv</code> or <code>extraSecretEnv</code> if they're sensitive. They can then be referenced from <code>superset_config.py</code> using e.g. <code>os.environ.get("VAR")</code>.</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_HOST</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> smtp.gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_USER</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PORT</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"587"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_MAIL_FROM</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">extraSecretEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PASSWORD</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxx</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">smtp</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> import ast</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_HOST = os.getenv("SMTP_HOST","localhost")</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_STARTTLS = ast.literal_eval(os.getenv("SMTP_STARTTLS", "True"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_SSL = ast.literal_eval(os.getenv("SMTP_SSL", "False"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_USER = os.getenv("SMTP_USER","superset")</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_PORT = os.getenv("SMTP_PORT",25)</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_PASSWORD = os.getenv("SMTP_PASSWORD","superset")</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="system-packages">System packages<a href="#system-packages" class="hash-link" aria-label="Direct link to System packages" title="Direct link to System packages"></a></h4><p>If new system packages are required, they can be installed before application startup by overriding the container's <code>command</code>, e.g.:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">supersetWorker</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt update</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt install -y somepackage</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt autoremove -yqq --purge</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt clean</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Run celery worker</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> . </span><span class="token punctuation" style="color:#393A34">{</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> .Values.configMountPath </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/superset_bootstrap.sh; celery </span><span class="token punctuation" style="color:#393A34">-</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">app=superset.tasks.celery_app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">app worker</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="data-sources">Data sources<a href="#data-sources" class="hash-link" aria-label="Direct link to Data sources" title="Direct link to Data sources"></a></h4><p>Data source definitions can be automatically declared by providing key/value yaml definitions in <code>extraConfigs</code>:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraConfigs</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">import_datasources.yaml</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> databases:</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> - allow_file_upload: true</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> allow_ctas: true</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> allow_cvas: true</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> database_name: example-db</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> extra: "{\r\n \"metadata_params\": {},\r\n \"engine_params\": {},\r\n \"\</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> metadata_cache_timeout\": {},\r\n \"schemas_allowed_for_file_upload\": []\r\n\</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> }"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> sqlalchemy_uri: example://example-db.local</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> tables: []</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Those will also be mounted as secrets and can include sensitive parameters.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration-examples">Configuration Examples<a href="#configuration-examples" class="hash-link" aria-label="Direct link to Configuration Examples" title="Direct link to Configuration Examples"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="setting-up-oauth">Setting up OAuth<a href="#setting-up-oauth" class="hash-link" aria-label="Direct link to Setting up OAuth" title="Direct link to Setting up OAuth"></a></h4><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>OAuth setup requires that the <a href="https://authlib.org/" target="_blank" rel="noopener noreferrer">authlib</a> Python library is installed. This can
+connect to those datasources in your Superset installation:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">bootstrapScript</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> #!/bin/bash</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> pip install psycopg2==2.9.6 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> sqlalchemy-bigquery==1.6.1 \</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> elasticsearch-dbapi==0.2.5 &&\</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> if [ ! -f ~/bootstrap ]; then echo "Running Superset with uid {{ .Values.runAsUser }}" > ~/bootstrap; fi</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="superset_configpy">superset_config.py<a href="#superset_configpy" class="hash-link" aria-label="Direct link to superset_config.py" title="Direct link to superset_config.py"></a></h4><p>The default <code>superset_config.py</code> is fairly minimal and you will very likely need to extend it. This is done by specifying one or more key/value entries in <code>configOverrides</code>, e.g.:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">my_override</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # This will make sure the redirect_uri is properly computed, even with SSL offloading</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> ENABLE_PROXY_FIX = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> FEATURE_FLAGS = {</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "DYNAMIC_PLUGINS": True</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> }</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Those will be evaluated as Helm templates and therefore will be able to reference other <code>values.yaml</code> variables e.g. <code>{{ .Values.ingress.hosts[0] }}</code> will resolve to your ingress external domain.</p><p>The entire <code>superset_config.py</code> will be installed as a secret, so it is safe to pass sensitive parameters directly... however it might be more readable to use secret env variables for that.</p><p>Full python files can be provided by running <code>helm upgrade --install --values my-values.yaml --set-file configOverrides.oauth=set_oauth.py</code></p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="environment-variables">Environment Variables<a href="#environment-variables" class="hash-link" aria-label="Direct link to Environment Variables" title="Direct link to Environment Variables"></a></h4><p>Those can be passed as key/values either with <code>extraEnv</code> or <code>extraSecretEnv</code> if they're sensitive. They can then be referenced from <code>superset_config.py</code> using e.g. <code>os.environ.get("VAR")</code>.</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_HOST</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> smtp.gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_USER</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PORT</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"587"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_MAIL_FROM</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">extraSecretEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PASSWORD</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxx</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">smtp</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> import ast</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_HOST = os.getenv("SMTP_HOST","localhost")</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_STARTTLS = ast.literal_eval(os.getenv("SMTP_STARTTLS", "True"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_SSL = ast.literal_eval(os.getenv("SMTP_SSL", "False"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_USER = os.getenv("SMTP_USER","superset")</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_PORT = os.getenv("SMTP_PORT",25)</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> SMTP_PASSWORD = os.getenv("SMTP_PASSWORD","superset")</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="system-packages">System packages<a href="#system-packages" class="hash-link" aria-label="Direct link to System packages" title="Direct link to System packages"></a></h4><p>If new system packages are required, they can be installed before application startup by overriding the container's <code>command</code>, e.g.:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">supersetWorker</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt update</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt install -y somepackage</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt autoremove -yqq --purge</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt clean</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Run celery worker</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> . </span><span class="token punctuation" style="color:#393A34">{</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> .Values.configMountPath </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/superset_bootstrap.sh; celery </span><span class="token punctuation" style="color:#393A34">-</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">app=superset.tasks.celery_app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">app worker</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="data-sources">Data sources<a href="#data-sources" class="hash-link" aria-label="Direct link to Data sources" title="Direct link to Data sources"></a></h4><p>Data source definitions can be automatically declared by providing key/value yaml definitions in <code>extraConfigs</code>:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraConfigs</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">import_datasources.yaml</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> databases:</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> - allow_file_upload: true</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> allow_ctas: true</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> allow_cvas: true</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> database_name: example-db</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> extra: "{\r\n \"metadata_params\": {},\r\n \"engine_params\": {},\r\n \"\</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> metadata_cache_timeout\": {},\r\n \"schemas_allowed_for_file_upload\": []\r\n\</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> }"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> sqlalchemy_uri: example://example-db.local</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> tables: []</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Those will also be mounted as secrets and can include sensitive parameters.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="configuration-examples">Configuration Examples<a href="#configuration-examples" class="hash-link" aria-label="Direct link to Configuration Examples" title="Direct link to Configuration Examples"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="setting-up-oauth">Setting up OAuth<a href="#setting-up-oauth" class="hash-link" aria-label="Direct link to Setting up OAuth" title="Direct link to Setting up OAuth"></a></h4><div class="theme-admonition theme-admonition-note alert alert--secondary admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 14 16"><path fill-rule="evenodd" d="M6.3 5.69a.942.942 0 0 1-.28-.7c0-.28.09-.52.28-.7.19-.18.42-.28.7-.28.28 0 .52.09.7.28.18.19.28.42.28.7 0 .28-.09.52-.28.7a1 1 0 0 1-.7.3c-.28 0-.52-.11-.7-.3zM8 7.99c-.02-.25-.11-.48-.31-.69-.2-.19-.42-.3-.69-.31H6c-.27.02-.48.13-.69.31-.2.2-.3.44-.31.69h1v3c.02.27.11.5.31.69.2.2.42.31.69.31h1c.27 0 .48-.11.69-.31.2-.19.3-.42.31-.69H8V7.98v.01zM7 2.3c-3.14 0-5.7 2.54-5.7 5.68 0 3.14 2.56 5.7 5.7 5.7s5.7-2.55 5.7-5.7c0-3.15-2.56-5.69-5.7-5.69v.01zM7 .98c3.86 0 7 3.14 7 7s-3.14 7-7 7-7-3.12-7-7 3.14-7 7-7z"></path></svg></span>note</div><div class="admonitionContent_S0QG"><p>OAuth setup requires that the <a href="https://authlib.org/" target="_blank" rel="noopener noreferrer">authlib</a> Python library is installed. This can
be done using <code>pip</code> by updating the <code>bootstrapScript</code>. See the <a href="#dependencies">Dependencies</a> section
-for more information.</p></div></div><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">AUTH_DOMAIN</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> example.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">extraSecretEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">GOOGLE_KEY</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxxxxxxxxxx</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx.apps.googleusercontent.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">GOOGLE_SECRET</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxxxxxxxxxxxxxxxxxxxxxx</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">enable_oauth</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # This will make sure the redirect_uri is properly computed, even with SSL offloading</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> ENABLE_PROXY_FIX = True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> from flask_appbuilder.security.manager import AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_TYPE = AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> OAUTH_PROVIDERS = </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"name"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"google"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"icon"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"fa-google"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"token_key"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"access_token"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"remote_app"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"client_id"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> os.getenv("GOOGLE_KEY")</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"client_secret"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> os.getenv("GOOGLE_SECRET")</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"api_base_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://www.googleapis.com/oauth2/v2/"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"client_kwargs"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token key atrule" style="color:#00a4db">"scope"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"email profile"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"request_token_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> None</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"access_token_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://accounts.google.com/o/oauth2/token"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"authorize_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://accounts.google.com/o/oauth2/auth"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"authorize_params"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token key atrule" style="color:#00a4db">"hd"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> os.getenv("AUTH_DOMAIN"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> "")</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Map Authlib roles to superset roles</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_ROLE_ADMIN = 'Admin'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_ROLE_PUBLIC = 'Public'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Will allow user self registration, allowing to create Flask users from Authorized User</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_USER_REGISTRATION = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># The default user self registration role</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_USER_REGISTRATION_ROLE = "Admin"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="enable-alerts-and-reports">Enable Alerts and Reports<a href="#enable-alerts-and-reports" class="hash-link" aria-label="Direct link to Enable Alerts and Reports" title="Direct link to Enable Alerts and Reports"></a></h4><p>For this, as per the <a href="/docs/installation/email-reports">Alerts and Reports doc</a>, you will need to:</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="install-a-supported-webdriver-in-the-celery-worker">Install a supported webdriver in the Celery worker<a href="#install-a-supported-webdriver-in-the-celery-worker" class="hash-link" aria-label="Direct link to Install a supported webdriver in the Celery worker" title="Direct link to Install a supported webdriver in the Celery worker"></a></h5><p>This is done either by using a custom image that has the webdriver pre-installed, or installing at startup time by overriding the <code>command</code>. Here's a working example for <code>chromedriver</code>:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">supersetWorker</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # Install chrome webdriver</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # See https://github.com/apache/superset/blob/4fa3b6c7185629b87c27fc2c0e5435d458f7b73d/docs/src/pages/docs/installation/email_reports.mdx</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt update</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> wget https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt install -y --no-install-recommends ./google-chrome-stable_current_amd64.deb</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> wget https://chromedriver.storage.googleapis.com/88.0.4324.96/chromedriver_linux64.zip</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> unzip chromedriver_linux64.zip</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> chmod +x chromedriver</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> mv chromedriver /usr/bin</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt autoremove -yqq --purge</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt clean</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> rm -f google-chrome-stable_current_amd64.deb chromedriver_linux64.zip</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Run</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> . </span><span class="token punctuation" style="color:#393A34">{</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> .Values.configMountPath </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/superset_bootstrap.sh; celery </span><span class="token punctuation" style="color:#393A34">-</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">app=superset.tasks.celery_app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">app worker</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h5 class="anchor anchorWithStickyNavbar_LWe7" id="run-the-celery-beat">Run the Celery beat<a href="#run-the-celery-beat" class="hash-link" aria-label="Direct link to Run the Celery beat" title="Direct link to Run the Celery beat"></a></h5><p>This pod will trigger the scheduled tasks configured in the alerts and reports UI section:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">supersetCeleryBeat</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">enabled</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean important" style="color:#36acaa">true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h5 class="anchor anchorWithStickyNavbar_LWe7" id="configure-the-appropriate-celery-jobs-and-smtpslack-settings">Configure the appropriate Celery jobs and SMTP/Slack settings<a href="#configure-the-appropriate-celery-jobs-and-smtpslack-settings" class="hash-link" aria-label="Direct link to Configure the appropriate Celery jobs and SMTP/Slack settings" title="Direct link to Configure the appropriate Celery jobs and SMTP/Slack settings"></a></h5><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_HOST</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> smtp.gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_USER</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PORT</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"587"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_MAIL_FROM</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">extraSecretEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SLACK_API_TOKEN</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xoxb</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">xxxx</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">yyyy</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PASSWORD</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxx</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">yyyy</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">feature_flags</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> import ast</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FEATURE_FLAGS = </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"ALERT_REPORTS"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean important" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_HOST = os.getenv("SMTP_HOST"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"localhost")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_STARTTLS = ast.literal_eval(os.getenv("SMTP_STARTTLS"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> "True"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_SSL = ast.literal_eval(os.getenv("SMTP_SSL"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> "False"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_USER = os.getenv("SMTP_USER"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"superset")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_PORT = os.getenv("SMTP_PORT"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">25)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_PASSWORD = os.getenv("SMTP_PASSWORD"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"superset")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_MAIL_FROM = os.getenv("SMTP_MAIL_FROM"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"superset@superset.com")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SLACK_API_TOKEN = os.getenv("SLACK_API_TOKEN"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">None)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">celery_conf</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> from celery.schedules import crontab</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">class CeleryConfig(object)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url = f"redis</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">//</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_HOST')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_PORT')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/0"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports = ('superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> )</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend = f"redis</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">//</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_HOST')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_PORT')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/0"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_annotations = </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'sql_lab.get_sql_results'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'email_reports.send'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'ignore_result'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean important" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> beat_schedule = </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab(minute='</span><span class="token important">*'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour='</span><span class="token important">*')</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab(minute=0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour=0)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'cache-warmup-hourly'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'cache-warmup'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab(minute='</span><span class="token important">*/30'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour='</span><span class="token important">*')</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'kwargs'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'strategy_name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'top_n_dashboards'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'top_n'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'since'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'7 days ago'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> CELERY_CONFIG = CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">reports</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> EMAIL_PAGE_RENDER_WAIT = 60</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_BASEURL = "http://{{ template "superset.fullname" . }}:{{ .Values.service.port }}/"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_BASEURL_USER_FRIENDLY = "https://www.example.com/"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_TYPE= "chrome"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_OPTION_ARGS = [</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--force-device-scale-factor=2.0",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--high-dpi-support=2.0",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--headless",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-gpu",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-dev-shm-usage",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # This is required because our process runs as root (in order to install pip packages)</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--no-sandbox",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-setuid-sandbox",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-extensions",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> ]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/running-on-kubernetes.mdx" target="_blank" rel="noreferrer noopener" 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+for more information.</p></div></div><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">AUTH_DOMAIN</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> example.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">extraSecretEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">GOOGLE_KEY</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxxxxxxxxxx</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx.apps.googleusercontent.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">GOOGLE_SECRET</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxxxxxxxxxxxxxxxxxxxxxx</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">enable_oauth</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # This will make sure the redirect_uri is properly computed, even with SSL offloading</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> ENABLE_PROXY_FIX = True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> from flask_appbuilder.security.manager import AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_TYPE = AUTH_OAUTH</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> OAUTH_PROVIDERS = </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"name"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"google"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"icon"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"fa-google"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"token_key"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"access_token"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"remote_app"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"client_id"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> os.getenv("GOOGLE_KEY")</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"client_secret"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> os.getenv("GOOGLE_SECRET")</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"api_base_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://www.googleapis.com/oauth2/v2/"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"client_kwargs"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token key atrule" style="color:#00a4db">"scope"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"email profile"</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"request_token_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> None</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"access_token_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://accounts.google.com/o/oauth2/token"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"authorize_url"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://accounts.google.com/o/oauth2/auth"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"authorize_params"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token key atrule" style="color:#00a4db">"hd"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> os.getenv("AUTH_DOMAIN"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> "")</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Map Authlib roles to superset roles</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_ROLE_ADMIN = 'Admin'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_ROLE_PUBLIC = 'Public'</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Will allow user self registration, allowing to create Flask users from Authorized User</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_USER_REGISTRATION = True</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># The default user self registration role</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AUTH_USER_REGISTRATION_ROLE = "Admin"</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="enable-alerts-and-reports">Enable Alerts and Reports<a href="#enable-alerts-and-reports" class="hash-link" aria-label="Direct link to Enable Alerts and Reports" title="Direct link to Enable Alerts and Reports"></a></h4><p>For this, as per the <a href="/docs/installation/email-reports">Alerts and Reports doc</a>, you will need to:</p><h5 class="anchor anchorWithStickyNavbar_LWe7" id="install-a-supported-webdriver-in-the-celery-worker">Install a supported webdriver in the Celery worker<a href="#install-a-supported-webdriver-in-the-celery-worker" class="hash-link" aria-label="Direct link to Install a supported webdriver in the Celery worker" title="Direct link to Install a supported webdriver in the Celery worker"></a></h5><p>This is done either by using a custom image that has the webdriver pre-installed, or installing at startup time by overriding the <code>command</code>. Here's a working example for <code>chromedriver</code>:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">supersetWorker</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">command</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> /bin/sh</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">c</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # Install chrome webdriver</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # See https://github.com/apache/superset/blob/4fa3b6c7185629b87c27fc2c0e5435d458f7b73d/docs/src/pages/docs/installation/email_reports.mdx</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt update</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> wget https://dl.google.com/linux/direct/google-chrome-stable_current_amd64.deb</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt install -y --no-install-recommends ./google-chrome-stable_current_amd64.deb</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> wget https://chromedriver.storage.googleapis.com/88.0.4324.96/chromedriver_linux64.zip</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> unzip chromedriver_linux64.zip</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> chmod +x chromedriver</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> mv chromedriver /usr/bin</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt autoremove -yqq --purge</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> apt clean</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> rm -f google-chrome-stable_current_amd64.deb chromedriver_linux64.zip</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Run</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> . </span><span class="token punctuation" style="color:#393A34">{</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> .Values.configMountPath </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/superset_bootstrap.sh; celery </span><span class="token punctuation" style="color:#393A34">-</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">app=superset.tasks.celery_app</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">app worker</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h5 class="anchor anchorWithStickyNavbar_LWe7" id="run-the-celery-beat">Run the Celery beat<a href="#run-the-celery-beat" class="hash-link" aria-label="Direct link to Run the Celery beat" title="Direct link to Run the Celery beat"></a></h5><p>This pod will trigger the scheduled tasks configured in the alerts and reports UI section:</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">supersetCeleryBeat</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">enabled</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean important" style="color:#36acaa">true</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h5 class="anchor anchorWithStickyNavbar_LWe7" id="configure-the-appropriate-celery-jobs-and-smtpslack-settings">Configure the appropriate Celery jobs and SMTP/Slack settings<a href="#configure-the-appropriate-celery-jobs-and-smtpslack-settings" class="hash-link" aria-label="Direct link to Configure the appropriate Celery jobs and SMTP/Slack settings" title="Direct link to Configure the appropriate Celery jobs and SMTP/Slack settings"></a></h5><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token key atrule" style="color:#00a4db">extraEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_HOST</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> smtp.gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_USER</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PORT</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"587"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_MAIL_FROM</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> user@gmail.com</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">extraSecretEnv</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SLACK_API_TOKEN</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xoxb</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">xxxx</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">yyyy</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">SMTP_PASSWORD</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> xxxx</span><span class="token punctuation" style="color:#393A34">-</span><span class="token plain">yyyy</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token key atrule" style="color:#00a4db">configOverrides</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">feature_flags</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> import ast</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FEATURE_FLAGS = </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">"ALERT_REPORTS"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean important" style="color:#36acaa">True</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_HOST = os.getenv("SMTP_HOST"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"localhost")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_STARTTLS = ast.literal_eval(os.getenv("SMTP_STARTTLS"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> "True"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_SSL = ast.literal_eval(os.getenv("SMTP_SSL"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> "False"))</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_USER = os.getenv("SMTP_USER"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"superset")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_PORT = os.getenv("SMTP_PORT"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">25)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_PASSWORD = os.getenv("SMTP_PASSWORD"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"superset")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SMTP_MAIL_FROM = os.getenv("SMTP_MAIL_FROM"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">"superset@superset.com")</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SLACK_API_TOKEN = os.getenv("SLACK_API_TOKEN"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain">None)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">celery_conf</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> from celery.schedules import crontab</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">class CeleryConfig(object)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> broker_url = f"redis</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">//</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_HOST')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_PORT')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/0"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> imports = ('superset.sql_lab'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"superset.tasks.thumbnails"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> )</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> result_backend = f"redis</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain">//</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_HOST')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain">env('REDIS_PORT')</span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain">/0"</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> task_annotations = </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'sql_lab.get_sql_results'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'100/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'email_reports.send'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'rate_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'1/s'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'soft_time_limit'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">600</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'ignore_result'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean important" style="color:#36acaa">True</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> beat_schedule = </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.scheduler'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab(minute='</span><span class="token important">*'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour='</span><span class="token important">*')</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'reports.prune_log'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab(minute=0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour=0)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'cache-warmup-hourly'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'task'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'cache-warmup'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'schedule'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> crontab(minute='</span><span class="token important">*/30'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour='</span><span class="token important">*')</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'kwargs'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'strategy_name'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'top_n_dashboards'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'top_n'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">10</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">'since'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'7 days ago'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> CELERY_CONFIG = CeleryConfig</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token key atrule" style="color:#00a4db">reports</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">|</span><span class="token scalar string" style="color:#e3116c"></span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> EMAIL_PAGE_RENDER_WAIT = 60</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_BASEURL = "http://{{ template "superset.fullname" . }}:{{ .Values.service.port }}/"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_BASEURL_USER_FRIENDLY = "https://www.example.com/"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_TYPE= "chrome"</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> WEBDRIVER_OPTION_ARGS = [</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--force-device-scale-factor=2.0",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--high-dpi-support=2.0",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--headless",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-gpu",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-dev-shm-usage",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> # This is required because our process runs as root (in order to install pip packages)</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--no-sandbox",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-setuid-sandbox",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> "--disable-extensions",</span><br></span><span class="token-line" style="color:#393A34"><span class="token scalar string" style="color:#e3116c"> ]</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div 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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ssh-tunneling">SSH Tunneling<a href="#ssh-tunneling" class="hash-link" aria-label="Direct link to SSH Tunneling" title="Direct link to SSH Tunneling"></a></h2><ol><li><p>Turn on feature flag</p><ul><li>Change <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L489" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNELING</code></a> to <code>True</code></li><li>If you want to add more security when establishing the tunnel we allow users to overwrite the <code>SSHTunnelManager</code> class <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L507" target="_blank" rel="noopener noreferrer">here</a></li><li>You can also set the <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L508" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNEL_LOCAL_BIND_ADDRESS</code></a> this the host address where the tunnel will be accessible on your VPC</li></ul></li><li><p>Create database w/ ssh tunnel enabled</p><ul><li>With the feature flag enabled you should now see ssh tunnel toggle.</li><li>Click the toggle to enables ssh tunneling and add your credentials accordingly.<ul><li>Superset allows for 2 different type authenticaion (Basic + Private Key). These credentials should come from your service provider.</li></ul></li></ul></li><li><p>Verify data is flowing</p><ul><li>Once SSH tunneling has been enabled, go to SQL Lab and write a query to verify data is properly flowing.</li></ul></li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/setup-ssh-tunneling.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/sql-templating"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">SQL Templating</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/installing-database-drivers"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing Database Drivers</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ssh-tunneling" class="table-of-contents__link toc-highlight">SSH Tunneling</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="ssh-tunneling">SSH Tunneling<a href="#ssh-tunneling" class="hash-link" aria-label="Direct link to SSH Tunneling" title="Direct link to SSH Tunneling"></a></h2><ol><li><p>Turn on feature flag</p><ul><li>Change <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L489" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNELING</code></a> to <code>True</code></li><li>If you want to add more security when establishing the tunnel we allow users to overwrite the <code>SSHTunnelManager</code> class <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L507" target="_blank" rel="noopener noreferrer">here</a></li><li>You can also set the <a href="https://github.com/apache/superset/blob/eb8386e3f0647df6d1bbde8b42073850796cc16f/superset/config.py#L508" target="_blank" rel="noopener noreferrer"><code>SSH_TUNNEL_LOCAL_BIND_ADDRESS</code></a> this the host address where the tunnel will be accessible on your VPC</li></ul></li><li><p>Create database w/ ssh tunnel enabled</p><ul><li>With the feature flag enabled you should now see ssh tunnel toggle.</li><li>Click the toggle to enables ssh tunneling and add your credentials accordingly.<ul><li>Superset allows for 2 different type authenticaion (Basic + Private Key). These credentials should come from your service provider.</li></ul></li></ul></li><li><p>Verify data is flowing</p><ul><li>Once SSH tunneling has been enabled, go to SQL Lab and write a query to verify data is properly flowing.</li></ul></li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/setup-ssh-tunneling.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/sql-templating"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">SQL Templating</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/databases/installing-database-drivers"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing Database Drivers</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ssh-tunneling" class="table-of-contents__link toc-highlight">SSH Tunneling</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="sql-templating">SQL Templating<a href="#sql-templating" class="hash-link" aria-label="Direct link to SQL Templating" title="Direct link to SQL Templating"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="jinja-templates">Jinja Templates<a href="#jinja-templates" class="hash-link" aria-label="Direct link to Jinja Templates" title="Direct link to Jinja Templates"></a></h3><p>SQL Lab and Explore supports <a href="https://jinja.palletsprojects.com/en/2.11.x/" target="_blank" rel="noopener noreferrer">Jinja templating</a> in queries.
To enable templating, the <code>ENABLE_TEMPLATE_PROCESSING</code> <a href="https://superset.apache.org/docs/installation/configuring-superset#feature-flags" target="_blank" rel="noopener noreferrer">feature flag</a> needs to be enabled in
<code>superset_config.py</code>. When templating is enabled, python code can be embedded in virtual datasets and
in Custom SQL in the filter and metric controls in Explore. By default, the following variables are
-made available in the Jinja context:</p><ul><li><code>columns</code>: columns which to group by in the query</li><li><code>filter</code>: filters applied in the query</li><li><code>from_dttm</code>: start <code>datetime</code> value from the selected time range (<code>None</code> if undefined)</li><li><code>to_dttm</code>: end <code>datetime</code> value from the selected time range (<code>None</code> if undefined)</li><li><code>groupby</code>: columns which to group by in the query (deprecated)</li><li><code>metrics</code>: aggregate expressions in the query</li><li><code>row_limit</code>: row limit of the query</li><li><code>row_offset</code>: row offset of the query</li><li><code>table_columns</code>: columns available in the dataset</li><li><code>time_column</code>: temporal column of the query (<code>None</code> if undefined)</li><li><code>time_grain</code>: selected time grain (<code>None</code> if undefined)</li></ul><p>For example, to add a time range to a virtual dataset, you can write the following:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> tbl</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ from_dttm }}'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">and</span><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34"><</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ to_dttm }}'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can also use <a href="https://jinja.palletsprojects.com/en/2.11.x/templates/#tests" target="_blank" rel="noopener noreferrer">Jinja's logic</a>
-to make your query robust to clearing the timerange filter:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> tbl</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> from_dttm </span><span class="token operator" style="color:#393A34">is</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">not</span><span class="token plain"> none </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ from_dttm }}'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">AND</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> endif </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> to_dttm </span><span class="token operator" style="color:#393A34">is</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">not</span><span class="token plain"> none </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34"><</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ to_dttm }}'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">AND</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> endif </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note how the Jinja parameters are called within double brackets in the query, and without in the
+made available in the Jinja context:</p><ul><li><code>columns</code>: columns which to group by in the query</li><li><code>filter</code>: filters applied in the query</li><li><code>from_dttm</code>: start <code>datetime</code> value from the selected time range (<code>None</code> if undefined)</li><li><code>to_dttm</code>: end <code>datetime</code> value from the selected time range (<code>None</code> if undefined)</li><li><code>groupby</code>: columns which to group by in the query (deprecated)</li><li><code>metrics</code>: aggregate expressions in the query</li><li><code>row_limit</code>: row limit of the query</li><li><code>row_offset</code>: row offset of the query</li><li><code>table_columns</code>: columns available in the dataset</li><li><code>time_column</code>: temporal column of the query (<code>None</code> if undefined)</li><li><code>time_grain</code>: selected time grain (<code>None</code> if undefined)</li></ul><p>For example, to add a time range to a virtual dataset, you can write the following:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> tbl</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ from_dttm }}'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">and</span><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34"><</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ to_dttm }}'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>You can also use <a href="https://jinja.palletsprojects.com/en/2.11.x/templates/#tests" target="_blank" rel="noopener noreferrer">Jinja's logic</a>
+to make your query robust to clearing the timerange filter:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">*</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> tbl</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> from_dttm </span><span class="token operator" style="color:#393A34">is</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">not</span><span class="token plain"> none </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ from_dttm }}'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">AND</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> endif </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> to_dttm </span><span class="token operator" style="color:#393A34">is</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">not</span><span class="token plain"> none </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> dttm_col </span><span class="token operator" style="color:#393A34"><</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ to_dttm }}'</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">AND</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {</span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> endif </span><span class="token operator" style="color:#393A34">%</span><span class="token plain">}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note how the Jinja parameters are called within double brackets in the query, and without in the
logic blocks.</p><p>To add custom functionality to the Jinja context, you need to overload the default Jinja
context in your environment by defining the <code>JINJA_CONTEXT_ADDONS</code> in your superset configuration
(<code>superset_config.py</code>). Objects referenced in this dictionary are made available for users to use
-where the Jinja context is made available.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">JINJA_CONTEXT_ADDONS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'my_crazy_macro'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">lambda</span><span class="token plain"> x</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> x</span><span class="token operator" style="color:#393A34">*</span><span class="token number" style="color:#36acaa">2</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Default values for jinja templates can be specified via <code>Parameters</code> menu in the SQL Lab user interface.
-In the UI you can assign a set of parameters as JSON</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"my_table"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"foo"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The parameters become available in your SQL (example: <code>SELECT * FROM {{ my_table }}</code> ) by using Jinja templating syntax.
-SQL Lab template parameters are stored with the dataset as <code>TEMPLATE PARAMETERS</code>.</p><p>There is a special <code>_filters</code> parameter which can be used to test filters used in the jinja template.</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"_filters"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"col"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"action_type"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"op"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"IN"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"val"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"sell"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"buy"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> times</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> logs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">in</span><span class="token plain"> {{ filter_values</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'action_type'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token operator" style="color:#393A34">|</span><span class="token plain">where_in }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">GROUP</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">BY</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note <code>_filters</code> is not stored with the dataset. It's only used within the SQL Lab UI.</p><p>Besides default Jinja templating, SQL lab also supports self-defined template processor by setting
+where the Jinja context is made available.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">JINJA_CONTEXT_ADDONS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'my_crazy_macro'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">lambda</span><span class="token plain"> x</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> x</span><span class="token operator" style="color:#393A34">*</span><span class="token number" style="color:#36acaa">2</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Default values for jinja templates can be specified via <code>Parameters</code> menu in the SQL Lab user interface.
+In the UI you can assign a set of parameters as JSON</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"my_table"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"foo"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The parameters become available in your SQL (example: <code>SELECT * FROM {{ my_table }}</code> ) by using Jinja templating syntax.
+SQL Lab template parameters are stored with the dataset as <code>TEMPLATE PARAMETERS</code>.</p><p>There is a special <code>_filters</code> parameter which can be used to test filters used in the jinja template.</p><div class="language-json codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-json codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"_filters"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"col"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"action_type"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"op"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"IN"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token property" style="color:#36acaa">"val"</span><span class="token operator" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"sell"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"buy"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> times</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> logs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">in</span><span class="token plain"> {{ filter_values</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'action_type'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token operator" style="color:#393A34">|</span><span class="token plain">where_in }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">GROUP</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">BY</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Note <code>_filters</code> is not stored with the dataset. It's only used within the SQL Lab UI.</p><p>Besides default Jinja templating, SQL lab also supports self-defined template processor by setting
the <code>CUSTOM_TEMPLATE_PROCESSORS</code> in your superset configuration. The values in this dictionary
overwrite the default Jinja template processors of the specified database engine. The example below
configures a custom presto template processor which implements its own logic of processing macro
template with regex parsing. It uses the <code>$</code> style macro instead of <code>{{ }}</code> style in Jinja
templating.</p><p>By configuring it with <code>CUSTOM_TEMPLATE_PROCESSORS</code>, a SQL template on a presto database is
-processed by the custom one rather than the default one.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">DATE</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ts</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> day_offset</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> SupportsInt </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour_offset</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> SupportsInt </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""Current day as a string."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> day_offset</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour_offset </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">day_offset</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">hour_offset</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> offset_day </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">ts </span><span class="token operator" style="color:#393A34">+</span><span class="token plain"> timedelta</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">days</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">day_offset</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hours</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">hour_offset</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">date</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">offset_day</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CustomPrestoTemplateProcessor</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">PrestoTemplateProcessor</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""A custom presto template processor."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> engine </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"presto"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">process_template</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> sql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">**</span><span class="token plain">kwargs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""Processes a sql template with $ style macro using regex."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Add custom macros functions.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macros </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"DATE"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> partial</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">DATE</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">utcnow</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># type: Dict[str, Any]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Update with macros defined in context and kwargs.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">update</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">context</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">update</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">kwargs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">replacer</span><span class="token punctuation" style="color:#393A34">(</span><span class="token keyword" style="color:#00009f">match</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""Expand $ style macros with corresponding function calls."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macro_name</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> args_str </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">match</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">groups</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> args </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">a</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">strip</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> a </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> args_str</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">split</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">","</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> args </span><span class="token operator" style="color:#393A34">==</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">""</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> args </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> f </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">macro_name</span><span class="token punctuation" style="color:#393A34">[</span><span class="token number" style="color:#36acaa">1</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> f</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token plain">args</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macro_names </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"$"</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">+</span><span class="token plain"> name </span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> name </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">keys</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> pattern </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">r"(%s)\s*\(([^()]*)\)"</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"|"</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">join</span><span class="token punctuation" style="color:#393A34">(</span><span class="token builtin">map</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">re</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">escape</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> macro_names</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> re</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">sub</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">pattern</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> replacer</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> sql</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CUSTOM_TEMPLATE_PROCESSORS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> CustomPrestoTemplateProcessor</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">engine</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> CustomPrestoTemplateProcessor</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>SQL Lab also includes a live query validation feature with pluggable backends. You can configure
+processed by the custom one rather than the default one.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">DATE</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ts</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> day_offset</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> SupportsInt </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour_offset</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> SupportsInt </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token number" style="color:#36acaa">0</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""Current day as a string."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> day_offset</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hour_offset </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">day_offset</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token builtin">int</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">hour_offset</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> offset_day </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">ts </span><span class="token operator" style="color:#393A34">+</span><span class="token plain"> timedelta</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">days</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">day_offset</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> hours</span><span class="token operator" style="color:#393A34">=</span><span class="token plain">hour_offset</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">date</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">offset_day</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">class</span><span class="token plain"> </span><span class="token class-name">CustomPrestoTemplateProcessor</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">PrestoTemplateProcessor</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""A custom presto template processor."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> engine </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"presto"</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">process_template</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> sql</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">**</span><span class="token plain">kwargs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">-</span><span class="token operator" style="color:#393A34">></span><span class="token plain"> </span><span class="token builtin">str</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""Processes a sql template with $ style macro using regex."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Add custom macros functions.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macros </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"DATE"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> partial</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">DATE</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> datetime</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">utcnow</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># type: Dict[str, Any]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token comment" style="color:#999988;font-style:italic"># Update with macros defined in context and kwargs.</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">update</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">self</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">context</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">update</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">kwargs</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">def</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">replacer</span><span class="token punctuation" style="color:#393A34">(</span><span class="token keyword" style="color:#00009f">match</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token triple-quoted-string string" style="color:#e3116c">"""Expand $ style macros with corresponding function calls."""</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macro_name</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> args_str </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">match</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">groups</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> args </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">a</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">strip</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> a </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> args_str</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">split</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">","</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">if</span><span class="token plain"> args </span><span class="token operator" style="color:#393A34">==</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">""</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> args </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> f </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">[</span><span class="token plain">macro_name</span><span class="token punctuation" style="color:#393A34">[</span><span class="token number" style="color:#36acaa">1</span><span class="token punctuation" style="color:#393A34">:</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> f</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token plain">args</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> macro_names </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"$"</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">+</span><span class="token plain"> name </span><span class="token keyword" style="color:#00009f">for</span><span class="token plain"> name </span><span class="token keyword" style="color:#00009f">in</span><span class="token plain"> macros</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">keys</span><span class="token punctuation" style="color:#393A34">(</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> pattern </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">r"(%s)\s*\(([^()]*)\)"</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">%</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"|"</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">join</span><span class="token punctuation" style="color:#393A34">(</span><span class="token builtin">map</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">re</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">escape</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> macro_names</span><span class="token punctuation" style="color:#393A34">)</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">return</span><span class="token plain"> re</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">sub</span><span class="token punctuation" style="color:#393A34">(</span><span class="token plain">pattern</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> replacer</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> sql</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">CUSTOM_TEMPLATE_PROCESSORS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> CustomPrestoTemplateProcessor</span><span class="token punctuation" style="color:#393A34">.</span><span class="token plain">engine</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> CustomPrestoTemplateProcessor</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>SQL Lab also includes a live query validation feature with pluggable backends. You can configure
which validation implementation is used with which database engine by adding a block like the
-following to your configuration file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'SQL_VALIDATORS_BY_ENGINE'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'presto'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'PrestoDBSQLValidator'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The available validators and names can be found in
+following to your configuration file:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">FEATURE_FLAGS </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'SQL_VALIDATORS_BY_ENGINE'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">'presto'</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'PrestoDBSQLValidator'</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The available validators and names can be found in
<a href="https://github.com/apache/superset/tree/master/superset/sql_validators" target="_blank" rel="noopener noreferrer">sql_validators</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="available-macros">Available Macros<a href="#available-macros" class="hash-link" aria-label="Direct link to Available Macros" title="Direct link to Available Macros"></a></h3><p>In this section, we'll walkthrough the pre-defined Jinja macros in Superset.</p><p><strong>Current Username</strong></p><p>The <code>{{ current_username() }}</code> macro returns the username of the currently logged in user.</p><p>If you have caching enabled in your Superset configuration, then by default the <code>username</code> value will be used
by Superset when calculating the cache key. A cache key is a unique identifier that determines if there's a
cache hit in the future and Superset can retrieve cached data.</p><p>You can disable the inclusion of the <code>username</code> value in the calculation of the
-cache key by adding the following parameter to your Jinja code:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{{ current_username(add_to_cache_keys=False) }}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Current User ID</strong></p><p>The <code>{{ current_user_id() }}</code> macro returns the user_id of the currently logged in user.</p><p>If you have caching enabled in your Superset configuration, then by default the <code>user_id</code> value will be used
+cache key by adding the following parameter to your Jinja code:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{{ current_username(add_to_cache_keys=False) }}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Current User ID</strong></p><p>The <code>{{ current_user_id() }}</code> macro returns the user_id of the currently logged in user.</p><p>If you have caching enabled in your Superset configuration, then by default the <code>user_id</code> value will be used
by Superset when calculating the cache key. A cache key is a unique identifier that determines if there's a
cache hit in the future and Superset can retrieve cached data.</p><p>You can disable the inclusion of the <code>user_id</code> value in the calculation of the
-cache key by adding the following parameter to your Jinja code:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{{ current_user_id(add_to_cache_keys=False) }}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Custom URL Parameters</strong></p><p>The <code>{{ url_param('custom_variable') }}</code> macro lets you define arbitrary URL
-parameters and reference them in your SQL code.</p><p>Here's a concrete example:</p><ul><li><p>You write the following query in SQL Lab:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> ORDERS</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> country_code </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ url_param('</span><span class="token plain">countrycode</span><span class="token string" style="color:#e3116c">') }}'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>You're hosting Superset at the domain <a href="http://www.example.com" target="_blank" rel="noopener noreferrer">www.example.com</a> and you send your
+cache key by adding the following parameter to your Jinja code:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">{{ current_user_id(add_to_cache_keys=False) }}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Custom URL Parameters</strong></p><p>The <code>{{ url_param('custom_variable') }}</code> macro lets you define arbitrary URL
+parameters and reference them in your SQL code.</p><p>Here's a concrete example:</p><ul><li><p>You write the following query in SQL Lab:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> ORDERS</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> country_code </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'{{ url_param('</span><span class="token plain">countrycode</span><span class="token string" style="color:#e3116c">') }}'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>You're hosting Superset at the domain <a href="http://www.example.com" target="_blank" rel="noopener noreferrer">www.example.com</a> and you send your
coworker in Spain the following SQL Lab URL <code>www.example.com/superset/sqllab?countrycode=ES</code>
-and your coworker in the USA the following SQL Lab URL <code>www.example.com/superset/sqllab?countrycode=US</code></p></li><li><p>For your coworker in Spain, the SQL Lab query will be rendered as:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> ORDERS</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> country_code </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ES'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>For your coworker in the USA, the SQL Lab query will be rendered as:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> ORDERS</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> country_code </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'US'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p><strong>Explicitly Including Values in Cache Key</strong></p><p>The <code>{{ cache_key_wrapper() }}</code> function explicitly instructs Superset to add a value to the
+and your coworker in the USA the following SQL Lab URL <code>www.example.com/superset/sqllab?countrycode=US</code></p></li><li><p>For your coworker in Spain, the SQL Lab query will be rendered as:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> ORDERS</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> country_code </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'ES'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>For your coworker in the USA, the SQL Lab query will be rendered as:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> ORDERS</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"> country_code </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">'US'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p><strong>Explicitly Including Values in Cache Key</strong></p><p>The <code>{{ cache_key_wrapper() }}</code> function explicitly instructs Superset to add a value to the
accumulated list of values used in the calculation of the cache key.</p><p>This function is only needed when you want to wrap your own custom function return values
in the cache key. You can gain more context
<a href="https://github.com/apache/superset/blob/efd70077014cbed62e493372d33a2af5237eaadf/superset/jinja_context.py#L133-L148" target="_blank" rel="noopener noreferrer">here</a>.</p><p>Note that this function powers the caching of the <code>user_id</code> and <code>username</code> values
-in the <code>current_user_id()</code> and <code>current_username()</code> function calls (if you have caching enabled).</p><p><strong>Filter Values</strong></p><p>You can retrieve the value for a specific filter as a list using <code>{{ filter_values() }}</code>.</p><p>This is useful if:</p><ul><li>You want to use a filter component to filter a query where the name of filter component column doesn't match the one in the select statement</li><li>You want to have the ability for filter inside the main query for performance purposes</li></ul><p>Here's a concrete example:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> times</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> logs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">in</span><span class="token plain"> {{ filter_values</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'action_type'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token operator" style="color:#393A34">|</span><span class="token plain">where_in }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">GROUP</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">BY</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There <code>where_in</code> filter converts the list of values from <code>filter_values('action_type')</code> into a string suitable for an <code>IN</code> expression.</p><p><strong>Filters for a Specific Column</strong></p><p>The <code>{{ get_filters() }}</code> macro returns the filters applied to a given column. In addition to
+in the <code>current_user_id()</code> and <code>current_username()</code> function calls (if you have caching enabled).</p><p><strong>Filter Values</strong></p><p>You can retrieve the value for a specific filter as a list using <code>{{ filter_values() }}</code>.</p><p>This is useful if:</p><ul><li>You want to use a filter component to filter a query where the name of filter component column doesn't match the one in the select statement</li><li>You want to have the ability for filter inside the main query for performance purposes</li></ul><p>Here's a concrete example:</p><div class="language-sql codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-sql codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token keyword" style="color:#00009f">SELECT</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token function" style="color:#d73a49">count</span><span class="token punctuation" style="color:#393A34">(</span><span class="token operator" style="color:#393A34">*</span><span class="token punctuation" style="color:#393A34">)</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">as</span><span class="token plain"> times</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">FROM</span><span class="token plain"> logs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">WHERE</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><span class="token plain"> </span><span class="token operator" style="color:#393A34">in</span><span class="token plain"> {{ filter_values</span><span class="token punctuation" style="color:#393A34">(</span><span class="token string" style="color:#e3116c">'action_type'</span><span class="token punctuation" style="color:#393A34">)</span><span class="token operator" style="color:#393A34">|</span><span class="token plain">where_in }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token keyword" style="color:#00009f">GROUP</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">BY</span><span class="token plain"> </span><span class="token keyword" style="color:#00009f">action</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>There <code>where_in</code> filter converts the list of values from <code>filter_values('action_type')</code> into a string suitable for an <code>IN</code> expression.</p><p><strong>Filters for a Specific Column</strong></p><p>The <code>{{ get_filters() }}</code> macro returns the filters applied to a given column. In addition to
returning the values (similar to how <code>filter_values()</code> does), the <code>get_filters()</code> macro
-returns the operator specified in the Explore UI.</p><p>This is useful if:</p><ul><li>You want to handle more than the IN operator in your SQL clause</li><li>You want to handle generating custom SQL conditions for a filter</li><li>You want to have the ability to filter inside the main query for speed purposes</li></ul><p>Here's a concrete example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> WITH RECURSIVE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> superiors(employee_id, manager_id, full_name, level, lineage) AS (</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SELECT</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employee_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> manager_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> full_name,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> 1 as level,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employee_id as lineage</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FROM</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employees</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> WHERE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> 1=1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {# Render a blank line #}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- for filter in get_filters('full_name', remove_filter=True) -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- if filter.get('op') == 'IN' -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AND</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> full_name IN {{ filter.get('val')|where_in }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- endif -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- if filter.get('op') == 'LIKE' -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AND</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> full_name LIKE {{ "'" + filter.get('val') + "'" }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- endif -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- endfor -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> UNION ALL</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SELECT</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> e.employee_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> e.manager_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> e.full_name,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> s.level + 1 as level,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> s.lineage</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FROM</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employees e,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> superiors s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> WHERE s.manager_id = e.employee_id</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> )</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SELECT</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employee_id, manager_id, full_name, level, lineage</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FROM</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> superiors</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> order by lineage, level</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Datasets</strong></p><p>It's possible to query physical and virtual datasets using the <code>dataset</code> macro. This is useful if you've defined computed columns and metrics on your datasets, and want to reuse the definition in adhoc SQL Lab queries.</p><p>To use the macro, first you need to find the ID of the dataset. This can be done by going to the view showing all the datasets, hovering over the dataset you're interested in, and looking at its URL. For example, if the URL for a dataset is <a href="https://superset.example.org/explore/?dataset_type=table&dataset_id=42" target="_blank" rel="noopener noreferrer">https://superset.example.org/explore/?dataset_type=table&dataset_id=42</a> its ID is 42.</p><p>Once you have the ID you can query it as if it were a table:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT * FROM {{ dataset(42) }} LIMIT 10</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you want to select the metric definitions as well, in addition to the columns, you need to pass an additional keyword argument:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT * FROM {{ dataset(42, include_metrics=True) }} LIMIT 10</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Since metrics are aggregations, the resulting SQL expression will be grouped by all non-metric columns. You can specify a subset of columns to group by instead:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT * FROM {{ dataset(42, include_metrics=True, columns=["ds", "category"]) }} LIMIT 10</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/sql-templating.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/alerts-reports"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Alerts and Reports</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/setup-ssh-tunneling"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Setup SSH Tunneling</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#sql-templating" class="table-of-contents__link toc-highlight">SQL Templating</a><ul><li><a href="#jinja-templates" class="table-of-contents__link toc-highlight">Jinja Templates</a></li><li><a href="#available-macros" class="table-of-contents__link toc-highlight">Available Macros</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+returns the operator specified in the Explore UI.</p><p>This is useful if:</p><ul><li>You want to handle more than the IN operator in your SQL clause</li><li>You want to handle generating custom SQL conditions for a filter</li><li>You want to have the ability to filter inside the main query for speed purposes</li></ul><p>Here's a concrete example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain"> WITH RECURSIVE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> superiors(employee_id, manager_id, full_name, level, lineage) AS (</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SELECT</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employee_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> manager_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> full_name,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> 1 as level,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employee_id as lineage</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FROM</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employees</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> WHERE</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> 1=1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {# Render a blank line #}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- for filter in get_filters('full_name', remove_filter=True) -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- if filter.get('op') == 'IN' -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AND</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> full_name IN {{ filter.get('val')|where_in }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- endif -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- if filter.get('op') == 'LIKE' -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> AND</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> full_name LIKE {{ "'" + filter.get('val') + "'" }}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- endif -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> {%- endfor -%}</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> UNION ALL</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SELECT</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> e.employee_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> e.manager_id,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> e.full_name,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> s.level + 1 as level,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> s.lineage</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FROM</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employees e,</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> superiors s</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> WHERE s.manager_id = e.employee_id</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> )</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> SELECT</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> employee_id, manager_id, full_name, level, lineage</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> FROM</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> superiors</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> order by lineage, level</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Datasets</strong></p><p>It's possible to query physical and virtual datasets using the <code>dataset</code> macro. This is useful if you've defined computed columns and metrics on your datasets, and want to reuse the definition in adhoc SQL Lab queries.</p><p>To use the macro, first you need to find the ID of the dataset. This can be done by going to the view showing all the datasets, hovering over the dataset you're interested in, and looking at its URL. For example, if the URL for a dataset is <a href="https://superset.example.org/explore/?dataset_type=table&dataset_id=42" target="_blank" rel="noopener noreferrer">https://superset.example.org/explore/?dataset_type=table&dataset_id=42</a> its ID is 42.</p><p>Once you have the ID you can query it as if it were a table:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT * FROM {{ dataset(42) }} LIMIT 10</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you want to select the metric definitions as well, in addition to the columns, you need to pass an additional keyword argument:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT * FROM {{ dataset(42, include_metrics=True) }} LIMIT 10</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Since metrics are aggregations, the resulting SQL expression will be grouped by all non-metric columns. You can specify a subset of columns to group by instead:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">SELECT * FROM {{ dataset(42, include_metrics=True, columns=["ds", "category"]) }} LIMIT 10</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/sql-templating.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/alerts-reports"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Alerts and Reports</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/setup-ssh-tunneling"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Setup SSH Tunneling</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#sql-templating" class="table-of-contents__link toc-highlight">SQL Templating</a><ul><li><a href="#jinja-templates" class="table-of-contents__link toc-highlight">Jinja Templates</a></li><li><a href="#available-macros" class="table-of-contents__link toc-highlight">Available Macros</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="upgrading-superset">Upgrading Superset<a href="#upgrading-superset" class="hash-link" aria-label="Direct link to Upgrading Superset" title="Direct link to Upgrading Superset"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose">Docker Compose<a href="#docker-compose" class="hash-link" aria-label="Direct link to Docker Compose" title="Direct link to Docker Compose"></a></h3><p>First make sure to wind down the running containers in Docker Compose:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> down</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, update the folder that mirrors the <code>superset</code> repo through git:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset/</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">git</span><span class="token plain"> pull origin master</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, restart the containers and any changed Docker images will be automatically pulled down:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="updating-superset-manually">Updating Superset Manually<a href="#updating-superset-manually" class="hash-link" aria-label="Direct link to Updating Superset Manually" title="Direct link to Updating Superset Manually"></a></h3><p>To upgrade superset in a native installation, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> apache-superset --upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>While upgrading superset should not delete your charts and dashboards, we recommend following best
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itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Installation and Configuration</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Upgrading Superset</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="upgrading-superset">Upgrading Superset<a href="#upgrading-superset" class="hash-link" aria-label="Direct link to Upgrading Superset" title="Direct link to Upgrading Superset"></a></h2><h3 class="anchor anchorWithStickyNavbar_LWe7" id="docker-compose">Docker Compose<a href="#docker-compose" class="hash-link" aria-label="Direct link to Docker Compose" title="Direct link to Docker Compose"></a></h3><p>First make sure to wind down the running containers in Docker Compose:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> down</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, update the folder that mirrors the <code>superset</code> repo through git:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token builtin class-name">cd</span><span class="token plain"> superset/</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">git</span><span class="token plain"> pull origin master</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Then, restart the containers and any changed Docker images will be automatically pulled down:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker-compose</span><span class="token plain"> up</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="updating-superset-manually">Updating Superset Manually<a href="#updating-superset-manually" class="hash-link" aria-label="Direct link to Updating Superset Manually" title="Direct link to Updating Superset Manually"></a></h3><p>To upgrade superset in a native installation, run the following commands:</p><div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">pip </span><span class="token function" style="color:#d73a49">install</span><span class="token plain"> apache-superset --upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset db upgrade</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">superset init</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>While upgrading superset should not delete your charts and dashboards, we recommend following best
practices and to backup your metadata database before upgrading. Before upgrading production, we
-recommend upgrading in a staging environment and upgrading production finally during off-peak usage.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/upgrading-superset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/event-logging"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Event Logging</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/async-queries-celery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Async Queries via Celery</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#upgrading-superset" class="table-of-contents__link toc-highlight">Upgrading Superset</a><ul><li><a href="#docker-compose" class="table-of-contents__link toc-highlight">Docker Compose</a></li><li><a href="#updating-superset-manually" class="table-of-contents__link toc-highlight">Updating Superset Manually</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+recommend upgrading in a staging environment and upgrading production finally during off-peak usage.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/installation/upgrading-superset.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/installation/event-logging"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Event Logging</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/async-queries-celery"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Async Queries via Celery</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#upgrading-superset" class="table-of-contents__link toc-highlight">Upgrading Superset</a><ul><li><a href="#docker-compose" class="table-of-contents__link toc-highlight">Docker Compose</a></li><li><a href="#updating-superset-manually" class="table-of-contents__link toc-highlight">Updating Superset Manually</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Introduction</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="what-is-apache-superset">What is Apache Superset?<a href="#what-is-apache-superset" class="hash-link" aria-label="Direct link to What is Apache Superset?" title="Direct link to What is Apache Superset?"></a></h2><p>Apache Superset is a modern, enterprise-ready business intelligence web application. It
is fast, lightweight, intuitive, and loaded with options that make it easy for users of all skill
sets to explore and visualize their data, from simple pie charts to highly detailed deck.gl
geospatial charts.</p><p>Here are a <strong>few different ways you can get started with Superset</strong>:</p><ul><li>Install Superset <a href="https://superset.apache.org/docs/installation/installing-superset-from-scratch/" target="_blank" rel="noopener noreferrer">from scratch</a></li><li>Deploy Superset locally with one command
@@ -35,7 +35,7 @@
analytic workloads against most popular database technologies.</p><p>Superset is currently run at scale at many companies. For example, Superset is run in Airbnb’s
production environment inside Kubernetes and serves 600+ daily active users viewing over 100K charts
a day.</p><p>You can find a partial list of industries and companies embracing Superset
-<a href="https://github.com/apache/superset/blob/master/RESOURCES/INTHEWILD.md" target="_blank" rel="noopener noreferrer">on this page in GitHub</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/intro.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/installing-superset-using-docker-compose"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing Locally Using Docker Compose</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#what-is-apache-superset" class="table-of-contents__link toc-highlight">What is Apache Superset?</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+<a href="https://github.com/apache/superset/blob/master/RESOURCES/INTHEWILD.md" target="_blank" rel="noopener noreferrer">on this page in GitHub</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/intro.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--next" href="/docs/installation/installing-superset-using-docker-compose"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Installing Locally Using Docker Compose</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#what-is-apache-superset" class="table-of-contents__link toc-highlight">What is Apache Superset?</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
Licensed under the Apache <a href="https://apache.org/licenses/LICENSE-2.0" target="_blank" rel="noreferrer">License</a>. <br>
<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -47,7 +47,7 @@
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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Chart Parameters Reference</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="chart-parameters">Chart Parameters<a href="#chart-parameters" class="hash-link" aria-label="Direct link to Chart Parameters" title="Direct link to Chart Parameters"></a></h2><p>Chart parameters are stored as a JSON encoded string in the <code>slices.params</code> column and are often referenced throughout the code as form-data. Currently the form-data is neither versioned nor typed as thus is somewhat free-formed. Note in the future there may be merit in using something like <a href="https://json-schema.org/" target="_blank" rel="noopener noreferrer">JSON Schema</a> to both annotate and validate the JSON object in addition to using a Mypy <code>TypedDict</code> (introduced in Python 3.8) for typing the form-data in the backend. This section serves as a potential primer for that work.</p><p>The following tables provide a non-exhaustive list of the various fields which can be present in the JSON object grouped by the Explorer pane sections. These values were obtained by extracting the distinct fields from a legacy deployment consisting of tens of thousands of charts and thus some fields may be missing whilst others may be deprecated.</p><p>Note not all fields are correctly categorized. The fields vary based on visualization type and may appear in different sections depending on the type. Verified deprecated columns may indicate a missing migration and/or prior migrations which were unsuccessful and thus future work may be required to clean up the form-data.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="datasource--chart-type">Datasource & Chart Type<a href="#datasource--chart-type" class="hash-link" aria-label="Direct link to Datasource & Chart Type" title="Direct link to Datasource & Chart Type"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>database_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource</code></td><td><em>string</em></td><td><code><datasouce_id>__<datasource_type></code></td></tr><tr><td><code>datasource_id</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>datasource_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource_type</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>viz_type</code></td><td><em>string</em></td><td>The <strong>Visualization Type</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="time">Time<a href="#time" class="hash-link" aria-label="Direct link to Time" title="Direct link to Time"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>druid_time_origin</code></td><td><em>string</em></td><td>The Druid <strong>Origin</strong> widget</td></tr><tr><td><code>granularity</code></td><td><em>string</em></td><td>The Druid <strong>Time Granularity</strong> widget</td></tr><tr><td><code>granularity_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Column</strong> widget</td></tr><tr><td><code>time_grain_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Grain</strong> widget</td></tr><tr><td><code>time_range</code></td><td><em>string</em></td><td>The <strong>Time range</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="group-by">GROUP BY<a href="#group-by" class="hash-link" aria-label="Direct link to GROUP BY" title="Direct link to GROUP BY"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metrics</code></td><td><em>array(string)</em></td><td>See Query section</td></tr><tr><td><code>order_asc</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>timeseries_limit_metric</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="not-grouped-by">NOT GROUPED BY<a href="#not-grouped-by" class="hash-link" aria-label="Direct link to NOT GROUPED BY" title="Direct link to NOT GROUPED BY"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>order_by_cols</code></td><td><em>array(string)</em></td><td>The <strong>Ordering</strong> widget</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-1">Y Axis 1<a href="#y-axis-1" class="hash-link" aria-label="Direct link to Y Axis 1" title="Direct link to Y Axis 1"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric</code></td><td>-</td><td>The <strong>Left Axis Metric</strong> widget. See Query section</td></tr><tr><td><code>y_axis_format</code></td><td>-</td><td>See Y Axis section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-2">Y Axis 2<a href="#y-axis-2" class="hash-link" aria-label="Direct link to Y Axis 2" title="Direct link to Y Axis 2"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric_2</code></td><td>-</td><td>The <strong>Right Axis Metric</strong> widget. See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="query">Query<a href="#query" class="hash-link" aria-label="Direct link to Query" title="Direct link to Query"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>adhoc_filters</code></td><td><em>array(object)</em></td><td>The <strong>Filters</strong> widget</td></tr><tr><td><code>extra_filters</code></td><td><em>array(object)</em></td><td>Another pathway to the <strong>Filters</strong> widget.<br>It is generally used to pass dashboard filter parameters to a chart.<br>It can be used for appending additional filters to a chart that has been saved with its own filters on an ad-hoc basis if the chart is being used as a standalone widget.<br><br>For implementation examples see : <a href="https://github.com/apache/superset/blob/66a4c94a1ed542e69fe6399bab4c01d4540486cf/tests/utils_tests.py#L181" target="_blank" rel="noopener noreferrer">utils test.py</a><br>For insight into how superset processes the contents of this parameter see: <a href="https://github.com/apache/superset/blob/93c7f5bb446ec6895d7702835f3157426955d5a9/superset-frontend/src/explore/exploreUtils/index.js#L159" target="_blank" rel="noopener noreferrer">exploreUtils/index.js</a></td></tr><tr><td><code>columns</code></td><td><em>array(string)</em></td><td>The <strong>Breakdowns</strong> widget</td></tr><tr><td><code>groupby</code></td><td><em>array(string)</em></td><td>The <strong>Group by</strong> or <strong>Series</strong> widget</td></tr><tr><td><code>limit</code></td><td><em>number</em></td><td>The <strong>Series Limit</strong> widget</td></tr><tr><td><code>metric</code><br><code>metric_2</code><br><code>metrics</code><br><code>percent_metrics</code><br><code>secondary_metric</code><br><code>size</code><br><code>x</code><br><code>y</code></td><td><em>string</em>,<em>object</em>,<em>array(string)</em>,<em>array(object)</em></td><td>The metric(s) depending on the visualization type</td></tr><tr><td><code>order_asc</code></td><td><em>boolean</em></td><td>The <strong>Sort Descending</strong> widget</td></tr><tr><td><code>row_limit</code></td><td><em>number</em></td><td>The <strong>Row limit</strong> widget</td></tr><tr><td><code>timeseries_limit_metric</code></td><td><em>object</em></td><td>The <strong>Sort By</strong> widget</td></tr></tbody></table><p>The <code>metric</code> (or equivalent) and <code>timeseries_limit_metric</code> fields are all composed of either metric names or the JSON representation of the <code>AdhocMetric</code> TypeScript type. The <code>adhoc_filters</code> is composed of the JSON represent of the <code>AdhocFilter</code> TypeScript type (which can comprise of columns or metrics depending on whether it is a WHERE or HAVING clause). The <code>all_columns</code>, <code>all_columns_x</code>, <code>columns</code>, <code>groupby</code>, and <code>order_by_cols</code> fields all represent column names.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="chart-options">Chart Options<a href="#chart-options" class="hash-link" aria-label="Direct link to Chart Options" title="Direct link to Chart Options"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_picker</code></td><td><em>object</em></td><td>The <strong>Fixed Color</strong> widget</td></tr><tr><td><code>label_colors</code></td><td><em>object</em></td><td>The <strong>Color Scheme</strong> widget</td></tr><tr><td><code>normalized</code></td><td><em>boolean</em></td><td>The <strong>Normalized</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis">Y Axis<a href="#y-axis" class="hash-link" aria-label="Direct link to Y Axis" title="Direct link to Y Axis"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>y_axis_2_label</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>y_axis_format</code></td><td><em>string</em></td><td>The <strong>Y Axis Format</strong> widget</td></tr><tr><td><code>y_axis_zero</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr></tbody></table><p>Note the <code>y_axis_format</code> is defined under various section for some charts.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="other">Other<a href="#other" class="hash-link" aria-label="Direct link to Other" title="Direct link to Other"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_scheme</code></td><td><em>string</em></td><td></td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="unclassified">Unclassified<a href="#unclassified" class="hash-link" aria-label="Direct link to Unclassified" title="Direct link to Unclassified"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>add_to_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>code</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>collapsed_fieldsets</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>comparison type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>country_fieldtype</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>default_filters</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>entity</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>expanded_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slice_fields</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>goto_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>import_time</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>label</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>linear_color_scheme</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_dashboard_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>num_period_compare</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>period_ratio_type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>perm</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rdo_save</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>refresh_frequency</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>remote_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_fillmethod</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_how</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rose_area_proportion</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>save_to_dashboard_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>schema</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>series</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>show_bubbles</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>timed_refresh_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>userid</code></td><td><em>N/A</em></td><td></td></tr></tbody></table></div><footer 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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Chart Parameters Reference</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="chart-parameters">Chart Parameters<a href="#chart-parameters" class="hash-link" aria-label="Direct link to Chart Parameters" title="Direct link to Chart Parameters"></a></h2><p>Chart parameters are stored as a JSON encoded string in the <code>slices.params</code> column and are often referenced throughout the code as form-data. Currently the form-data is neither versioned nor typed as thus is somewhat free-formed. Note in the future there may be merit in using something like <a href="https://json-schema.org/" target="_blank" rel="noopener noreferrer">JSON Schema</a> to both annotate and validate the JSON object in addition to using a Mypy <code>TypedDict</code> (introduced in Python 3.8) for typing the form-data in the backend. This section serves as a potential primer for that work.</p><p>The following tables provide a non-exhaustive list of the various fields which can be present in the JSON object grouped by the Explorer pane sections. These values were obtained by extracting the distinct fields from a legacy deployment consisting of tens of thousands of charts and thus some fields may be missing whilst others may be deprecated.</p><p>Note not all fields are correctly categorized. The fields vary based on visualization type and may appear in different sections depending on the type. Verified deprecated columns may indicate a missing migration and/or prior migrations which were unsuccessful and thus future work may be required to clean up the form-data.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="datasource--chart-type">Datasource & Chart Type<a href="#datasource--chart-type" class="hash-link" aria-label="Direct link to Datasource & Chart Type" title="Direct link to Datasource & Chart Type"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>database_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource</code></td><td><em>string</em></td><td><code><datasouce_id>__<datasource_type></code></td></tr><tr><td><code>datasource_id</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>datasource_name</code></td><td><em>string</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>datasource_type</code></td><td><em>string</em></td><td><em>Deprecated?</em> See <code>datasource</code></td></tr><tr><td><code>viz_type</code></td><td><em>string</em></td><td>The <strong>Visualization Type</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="time">Time<a href="#time" class="hash-link" aria-label="Direct link to Time" title="Direct link to Time"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>druid_time_origin</code></td><td><em>string</em></td><td>The Druid <strong>Origin</strong> widget</td></tr><tr><td><code>granularity</code></td><td><em>string</em></td><td>The Druid <strong>Time Granularity</strong> widget</td></tr><tr><td><code>granularity_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Column</strong> widget</td></tr><tr><td><code>time_grain_sqla</code></td><td><em>string</em></td><td>The SQLA <strong>Time Grain</strong> widget</td></tr><tr><td><code>time_range</code></td><td><em>string</em></td><td>The <strong>Time range</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="group-by">GROUP BY<a href="#group-by" class="hash-link" aria-label="Direct link to GROUP BY" title="Direct link to GROUP BY"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metrics</code></td><td><em>array(string)</em></td><td>See Query section</td></tr><tr><td><code>order_asc</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr><tr><td><code>timeseries_limit_metric</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="not-grouped-by">NOT GROUPED BY<a href="#not-grouped-by" class="hash-link" aria-label="Direct link to NOT GROUPED BY" title="Direct link to NOT GROUPED BY"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>order_by_cols</code></td><td><em>array(string)</em></td><td>The <strong>Ordering</strong> widget</td></tr><tr><td><code>row_limit</code></td><td>-</td><td>See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-1">Y Axis 1<a href="#y-axis-1" class="hash-link" aria-label="Direct link to Y Axis 1" title="Direct link to Y Axis 1"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric</code></td><td>-</td><td>The <strong>Left Axis Metric</strong> widget. See Query section</td></tr><tr><td><code>y_axis_format</code></td><td>-</td><td>See Y Axis section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis-2">Y Axis 2<a href="#y-axis-2" class="hash-link" aria-label="Direct link to Y Axis 2" title="Direct link to Y Axis 2"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>metric_2</code></td><td>-</td><td>The <strong>Right Axis Metric</strong> widget. See Query section</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="query">Query<a href="#query" class="hash-link" aria-label="Direct link to Query" title="Direct link to Query"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>adhoc_filters</code></td><td><em>array(object)</em></td><td>The <strong>Filters</strong> widget</td></tr><tr><td><code>extra_filters</code></td><td><em>array(object)</em></td><td>Another pathway to the <strong>Filters</strong> widget.<br>It is generally used to pass dashboard filter parameters to a chart.<br>It can be used for appending additional filters to a chart that has been saved with its own filters on an ad-hoc basis if the chart is being used as a standalone widget.<br><br>For implementation examples see : <a href="https://github.com/apache/superset/blob/66a4c94a1ed542e69fe6399bab4c01d4540486cf/tests/utils_tests.py#L181" target="_blank" rel="noopener noreferrer">utils test.py</a><br>For insight into how superset processes the contents of this parameter see: <a href="https://github.com/apache/superset/blob/93c7f5bb446ec6895d7702835f3157426955d5a9/superset-frontend/src/explore/exploreUtils/index.js#L159" target="_blank" rel="noopener noreferrer">exploreUtils/index.js</a></td></tr><tr><td><code>columns</code></td><td><em>array(string)</em></td><td>The <strong>Breakdowns</strong> widget</td></tr><tr><td><code>groupby</code></td><td><em>array(string)</em></td><td>The <strong>Group by</strong> or <strong>Series</strong> widget</td></tr><tr><td><code>limit</code></td><td><em>number</em></td><td>The <strong>Series Limit</strong> widget</td></tr><tr><td><code>metric</code><br><code>metric_2</code><br><code>metrics</code><br><code>percent_metrics</code><br><code>secondary_metric</code><br><code>size</code><br><code>x</code><br><code>y</code></td><td><em>string</em>,<em>object</em>,<em>array(string)</em>,<em>array(object)</em></td><td>The metric(s) depending on the visualization type</td></tr><tr><td><code>order_asc</code></td><td><em>boolean</em></td><td>The <strong>Sort Descending</strong> widget</td></tr><tr><td><code>row_limit</code></td><td><em>number</em></td><td>The <strong>Row limit</strong> widget</td></tr><tr><td><code>timeseries_limit_metric</code></td><td><em>object</em></td><td>The <strong>Sort By</strong> widget</td></tr></tbody></table><p>The <code>metric</code> (or equivalent) and <code>timeseries_limit_metric</code> fields are all composed of either metric names or the JSON representation of the <code>AdhocMetric</code> TypeScript type. The <code>adhoc_filters</code> is composed of the JSON represent of the <code>AdhocFilter</code> TypeScript type (which can comprise of columns or metrics depending on whether it is a WHERE or HAVING clause). The <code>all_columns</code>, <code>all_columns_x</code>, <code>columns</code>, <code>groupby</code>, and <code>order_by_cols</code> fields all represent column names.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="chart-options">Chart Options<a href="#chart-options" class="hash-link" aria-label="Direct link to Chart Options" title="Direct link to Chart Options"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_picker</code></td><td><em>object</em></td><td>The <strong>Fixed Color</strong> widget</td></tr><tr><td><code>label_colors</code></td><td><em>object</em></td><td>The <strong>Color Scheme</strong> widget</td></tr><tr><td><code>normalized</code></td><td><em>boolean</em></td><td>The <strong>Normalized</strong> widget</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="y-axis">Y Axis<a href="#y-axis" class="hash-link" aria-label="Direct link to Y Axis" title="Direct link to Y Axis"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>y_axis_2_label</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr><tr><td><code>y_axis_format</code></td><td><em>string</em></td><td>The <strong>Y Axis Format</strong> widget</td></tr><tr><td><code>y_axis_zero</code></td><td><em>N/A</em></td><td><em>Deprecated?</em></td></tr></tbody></table><p>Note the <code>y_axis_format</code> is defined under various section for some charts.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="other">Other<a href="#other" class="hash-link" aria-label="Direct link to Other" title="Direct link to Other"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>color_scheme</code></td><td><em>string</em></td><td></td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="unclassified">Unclassified<a href="#unclassified" class="hash-link" aria-label="Direct link to Unclassified" title="Direct link to Unclassified"></a></h3><table><thead><tr><th>Field</th><th>Type</th><th>Notes</th></tr></thead><tbody><tr><td><code>add_to_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>code</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>collapsed_fieldsets</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>comparison type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>country_fieldtype</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>default_filters</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>entity</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>expanded_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slice_fields</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>filter_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_col_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_eq_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_0</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>flt_op_1</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>goto_dash</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>import_time</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>label</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>linear_color_scheme</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_dashboard_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>new_slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>num_period_compare</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>period_ratio_type</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>perm</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rdo_save</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>refresh_frequency</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>remote_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_fillmethod</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>resample_how</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>rose_area_proportion</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>save_to_dashboard_id</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>schema</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>series</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>show_bubbles</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>slice_name</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>timed_refresh_immune_slices</code></td><td><em>N/A</em></td><td></td></tr><tr><td><code>userid</code></td><td><em>N/A</em></td><td></td></tr></tbody></table></div><footer 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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Country Map Tools</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="the-country-map-visualization">The Country Map Visualization<a href="#the-country-map-visualization" class="hash-link" aria-label="Direct link to The Country Map Visualization" title="Direct link to The Country Map Visualization"></a></h2><p>The Country Map visualization allows you to plot lightweight choropleth maps of
your countries by province, states, or other subdivision types. It does not rely
on any third-party map services but would require you to provide the
<a href="https://en.wikipedia.org/wiki/ISO_3166-2" target="_blank" rel="noopener noreferrer">ISO-3166-2</a> codes of your country's
top-level subdivisions. Comparing to a province or state's full names, the ISO
code is less ambiguous and is unique to all regions in the world.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="included-maps">Included Maps<a href="#included-maps" class="hash-link" aria-label="Direct link to Included Maps" title="Direct link to Included Maps"></a></h2><p>The Country Maps visualization already ships with the maps for the following countries:</p><ul><li>Belgium</li><li>Brazil</li><li>Bulgaria</li><li>Canada</li><li>China</li><li>Egypt</li><li>France</li><li>Germany</li><li>India</li><li>Iran</li><li>Italy</li><li>Japan</li><li>Korea</li><li>Liechtenstein</li><li>Morocco</li><li>Myanmar</li><li>Netherlands</li><li>Portugal</li><li>Russia</li><li>Singapore</li><li>Spain</li><li>Switzerland</li><li>Syria</li><li>Thailand</li><li>Timorleste</li><li>Turkey</li><li>UK</li><li>Ukraine</li><li>Uruguay</li><li>USA</li><li>Zambia</li></ul><h2 class="anchor anchorWithStickyNavbar_LWe7" id="adding-a-new-country">Adding a New Country<a href="#adding-a-new-country" class="hash-link" aria-label="Direct link to Adding a New Country" title="Direct link to Adding a New Country"></a></h2><p>To add a new country to the list, you'd have to edit files in
-<a href="https://github.com/apache/superset/tree/master/superset-frontend/plugins/legacy-plugin-chart-country-map" target="_blank" rel="noopener noreferrer">@superset-ui/legacy-plugin-chart-country-map</a>.</p><ol><li>Generate a new GeoJSON file for your country following the guide in <a href="https://github.com/apache/superset/blob/master/superset-frontend/plugins/legacy-plugin-chart-country-map/scripts/Country%20Map%20GeoJSON%20Generator.ipynb" target="_blank" rel="noopener noreferrer">this Jupyter notebook</a>.</li><li>Edit the countries list in <a href="https://github.com/apache/superset/blob/master/superset-frontend/plugins/legacy-plugin-chart-country-map/src/countries.ts" target="_blank" rel="noopener noreferrer">legacy-plugin-chart-country-map/src/countries.ts</a>.</li><li>Install superset-frontend dependencies: <code>cd superset-frontend && npm install</code></li><li>Verify your countries in Superset plugins storybook: <code>npm run plugins:storybook</code>.</li><li>Build and install Superset from source code.</li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/country-map-tools.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/creating-charts-dashboards/exploring-data"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Exploring Data in Superset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/importing-exporting-datasources"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Importing and Exporting Datasources</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#the-country-map-visualization" class="table-of-contents__link toc-highlight">The Country Map Visualization</a></li><li><a href="#included-maps" class="table-of-contents__link toc-highlight">Included Maps</a></li><li><a href="#adding-a-new-country" class="table-of-contents__link toc-highlight">Adding a New Country</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+<a href="https://github.com/apache/superset/tree/master/superset-frontend/plugins/legacy-plugin-chart-country-map" target="_blank" rel="noopener noreferrer">@superset-ui/legacy-plugin-chart-country-map</a>.</p><ol><li>Generate a new GeoJSON file for your country following the guide in <a href="https://github.com/apache/superset/blob/master/superset-frontend/plugins/legacy-plugin-chart-country-map/scripts/Country%20Map%20GeoJSON%20Generator.ipynb" target="_blank" rel="noopener noreferrer">this Jupyter notebook</a>.</li><li>Edit the countries list in <a href="https://github.com/apache/superset/blob/master/superset-frontend/plugins/legacy-plugin-chart-country-map/src/countries.ts" target="_blank" rel="noopener noreferrer">legacy-plugin-chart-country-map/src/countries.ts</a>.</li><li>Install superset-frontend dependencies: <code>cd superset-frontend && npm install</code></li><li>Verify your countries in Superset plugins storybook: <code>npm run plugins:storybook</code>.</li><li>Build and install Superset from source code.</li></ol></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/country-map-tools.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/creating-charts-dashboards/exploring-data"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Exploring Data in Superset</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/importing-exporting-datasources"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Importing and Exporting Datasources</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#the-country-map-visualization" class="table-of-contents__link toc-highlight">The Country Map Visualization</a></li><li><a href="#included-maps" class="table-of-contents__link toc-highlight">Included Maps</a></li><li><a href="#adding-a-new-country" class="table-of-contents__link toc-highlight">Adding a New Country</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Importing and Exporting Datasources</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="importing-and-exporting-datasources">Importing and Exporting Datasources<a href="#importing-and-exporting-datasources" class="hash-link" aria-label="Direct link to Importing and Exporting Datasources" title="Direct link to Importing and Exporting Datasources"></a></h2><p>The superset cli allows you to import and export datasources from and to YAML. Datasources include
-both databases and druid clusters. The data is expected to be organized in the following hierarchy:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">├──databases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| ├──database_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | ├──table_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | ├──columns</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | | ├──column_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | | ├──column_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | | └──... (more columns)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | └──metrics</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | ├──metric_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | ├──metric_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | └──... (more metrics)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | └── ... (more tables)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| └── ... (more databases)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">└──druid_clusters</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ├──cluster_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | ├──datasource_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | ├──columns</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | | ├──column_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | | ├──column_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | | └──... (more columns)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | └──metrics</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | ├──metric_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | ├──metric_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | └──... (more metrics)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | └── ... (more datasources)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> └── ... (more clusters)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="exporting-datasources-to-yaml">Exporting Datasources to YAML<a href="#exporting-datasources-to-yaml" class="hash-link" aria-label="Direct link to Exporting Datasources to YAML" title="Direct link to Exporting Datasources to YAML"></a></h3><p>You can print your current datasources to stdout by running:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To save your datasources to a file run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources -f <filename></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default, default (null) values will be omitted. Use the -d flag to include them. If you want back
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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Importing and Exporting Datasources</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h2 class="anchor anchorWithStickyNavbar_LWe7" id="importing-and-exporting-datasources">Importing and Exporting Datasources<a href="#importing-and-exporting-datasources" class="hash-link" aria-label="Direct link to Importing and Exporting Datasources" title="Direct link to Importing and Exporting Datasources"></a></h2><p>The superset cli allows you to import and export datasources from and to YAML. Datasources include
+both databases and druid clusters. The data is expected to be organized in the following hierarchy:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">├──databases</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| ├──database_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | ├──table_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | ├──columns</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | | ├──column_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | | ├──column_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | | └──... (more columns)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | └──metrics</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | ├──metric_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | ├──metric_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | | └──... (more metrics)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| | └── ... (more tables)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">| └── ... (more databases)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">└──druid_clusters</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> ├──cluster_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | ├──datasource_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | ├──columns</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | | ├──column_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | | ├──column_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | | └──... (more columns)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | └──metrics</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | ├──metric_1</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | ├──metric_2</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | | └──... (more metrics)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> | └── ... (more datasources)</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> └── ... (more clusters)</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="exporting-datasources-to-yaml">Exporting Datasources to YAML<a href="#exporting-datasources-to-yaml" class="hash-link" aria-label="Direct link to Exporting Datasources to YAML" title="Direct link to Exporting Datasources to YAML"></a></h3><p>You can print your current datasources to stdout by running:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>To save your datasources to a file run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasources -f <filename></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>By default, default (null) values will be omitted. Use the -d flag to include them. If you want back
references to be included (e.g. a column to include the table id it belongs to) use the -b flag.</p><p>Alternatively, you can export datasources using the UI:</p><ol><li>Open <strong>Sources -> Databases</strong> to export all tables associated to a single or multiple databases.
(<strong>Tables</strong> for one or more tables, <strong>Druid Clusters</strong> for clusters, <strong>Druid Datasources</strong> for
datasources)</li><li>Select the items you would like to export.</li><li>Click <strong>Actions -> Export</strong> to YAML</li><li>If you want to import an item that you exported through the UI, you will need to nest it inside
its parent element, e.g. a database needs to be nested under databases a table needs to be nested
-inside a database element.</li></ol><p>In order to obtain an <strong>exhaustive list of all fields</strong> you can import using the YAML import run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasource_schema</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>As a reminder, you can use the <code>-b</code> flag to include back references.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="importing-datasources-from-yaml">Importing Datasources from YAML<a href="#importing-datasources-from-yaml" class="hash-link" aria-label="Direct link to Importing Datasources from YAML" title="Direct link to Importing Datasources from YAML"></a></h3><p>In order to import datasources from a YAML file(s), run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset import_datasources -p <path or filename></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you supply a path all files ending with <strong>yaml</strong> or <strong>yml</strong> will be parsed. You can apply
-additional flags (e.g. to search the supplied path recursively):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset import_datasources -p <path> -r</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The sync flag <strong>-s</strong> takes parameters in order to sync the supplied elements with your file. Be
-careful this can delete the contents of your meta database. Example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset import_datasources -p <path / filename> -s columns,metrics</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This will sync all metrics and columns for all datasources found in the <code><path /filename></code> in the
+inside a database element.</li></ol><p>In order to obtain an <strong>exhaustive list of all fields</strong> you can import using the YAML import run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset export_datasource_schema</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>As a reminder, you can use the <code>-b</code> flag to include back references.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="importing-datasources-from-yaml">Importing Datasources from YAML<a href="#importing-datasources-from-yaml" class="hash-link" aria-label="Direct link to Importing Datasources from YAML" title="Direct link to Importing Datasources from YAML"></a></h3><p>In order to import datasources from a YAML file(s), run:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset import_datasources -p <path or filename></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>If you supply a path all files ending with <strong>yaml</strong> or <strong>yml</strong> will be parsed. You can apply
+additional flags (e.g. to search the supplied path recursively):</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset import_datasources -p <path> -r</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The sync flag <strong>-s</strong> takes parameters in order to sync the supplied elements with your file. Be
+careful this can delete the contents of your meta database. Example:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset import_datasources -p <path / filename> -s columns,metrics</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This will sync all metrics and columns for all datasources found in the <code><path /filename></code> in the
Superset meta database. This means columns and metrics not specified in YAML will be deleted. If you
would add tables to columns,metrics those would be synchronised as well.</p><p>If you don’t supply the sync flag (<strong>-s</strong>) importing will only add and update (override) fields.
E.g. you can add a verbose_name to the column ds in the table random_time_series from the example
-datasets by saving the following YAML to file and then running the <strong>import_datasources</strong> command.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databases:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">- database_name: main</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> tables:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> - table_name: random_time_series</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> columns:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> - column_name: ds</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> verbose_name: datetime</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/importing-exporting-datasources.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/country-map-tools"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Country Map Tools</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/issue-codes"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Issue Codes</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#importing-and-exporting-datasources" class="table-of-contents__link toc-highlight">Importing and Exporting Datasources</a><ul><li><a href="#exporting-datasources-to-yaml" class="table-of-contents__link toc-highlight">Exporting Datasources to YAML</a></li><li><a href="#importing-datasources-from-yaml" class="table-of-contents__link toc-highlight">Importing Datasources from YAML</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+datasets by saving the following YAML to file and then running the <strong>import_datasources</strong> command.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">databases:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">- database_name: main</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> tables:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> - table_name: random_time_series</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> columns:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> - column_name: ds</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> verbose_name: datetime</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/importing-exporting-datasources.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/country-map-tools"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Country Map Tools</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/issue-codes"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Issue Codes</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#importing-and-exporting-datasources" class="table-of-contents__link toc-highlight">Importing and Exporting Datasources</a><ul><li><a href="#exporting-datasources-to-yaml" class="table-of-contents__link toc-highlight">Exporting Datasources to YAML</a></li><li><a href="#importing-datasources-from-yaml" class="table-of-contents__link toc-highlight">Importing Datasources from YAML</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
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<small>Apache Superset, Apache, Superset, the Superset 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.
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-Superset and provides additional context.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1000">Issue 1000<a href="#issue-1000" class="hash-link" aria-label="Direct link to Issue 1000" title="Direct link to Issue 1000"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The datasource is too large to query.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It's likely your datasource has grown too large to run the current
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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Issue Codes</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>Issue Code Reference</h1><p>This page lists issue codes that may be displayed in
+Superset and provides additional context.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1000">Issue 1000<a href="#issue-1000" class="hash-link" aria-label="Direct link to Issue 1000" title="Direct link to Issue 1000"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The datasource is too large to query.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>It's likely your datasource has grown too large to run the current
query, and is timing out. You can resolve this by reducing the
size of your datasource or by modifying your query to only process a
-subset of your data.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1001">Issue 1001<a href="#issue-1001" class="hash-link" aria-label="Direct link to Issue 1001" title="Direct link to Issue 1001"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database is under an unusual load.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query may have timed out because of unusually high load on the
+subset of your data.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1001">Issue 1001<a href="#issue-1001" class="hash-link" aria-label="Direct link to Issue 1001" title="Direct link to Issue 1001"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database is under an unusual load.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query may have timed out because of unusually high load on the
database engine. You can make your query simpler, or wait until the
-database is under less load and try again.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1002">Issue 1002<a href="#issue-1002" class="hash-link" aria-label="Direct link to Issue 1002" title="Direct link to Issue 1002"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database returned an unexpected error.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because of an error that occurred on the database.
+database is under less load and try again.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1002">Issue 1002<a href="#issue-1002" class="hash-link" aria-label="Direct link to Issue 1002" title="Direct link to Issue 1002"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database returned an unexpected error.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because of an error that occurred on the database.
This may be due to a syntax error, a bug in your query, or some other
internal failure within the database. This is usually not an
issue within Superset, but instead a problem with the underlying
-database that serves your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1003">Issue 1003<a href="#issue-1003" class="hash-link" aria-label="Direct link to Issue 1003" title="Direct link to Issue 1003"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">There is a syntax error in the SQL query. Perhaps there was a misspelling or a typo.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because of a syntax error within the underlying query. Please
+database that serves your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1003">Issue 1003<a href="#issue-1003" class="hash-link" aria-label="Direct link to Issue 1003" title="Direct link to Issue 1003"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">There is a syntax error in the SQL query. Perhaps there was a misspelling or a typo.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because of a syntax error within the underlying query. Please
validate that all columns or tables referenced within the query exist and are spelled
-correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1004">Issue 1004<a href="#issue-1004" class="hash-link" aria-label="Direct link to Issue 1004" title="Direct link to Issue 1004"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The column was deleted or renamed in the database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because it is referencing a column that no longer exists in
+correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1004">Issue 1004<a href="#issue-1004" class="hash-link" aria-label="Direct link to Issue 1004" title="Direct link to Issue 1004"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The column was deleted or renamed in the database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because it is referencing a column that no longer exists in
the underlying datasource. You should modify the query to reference the
-replacement column, or remove this column from your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1005">Issue 1005<a href="#issue-1005" class="hash-link" aria-label="Direct link to Issue 1005" title="Direct link to Issue 1005"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The table was deleted or renamed in the database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because it is referencing a table that no longer exists in
+replacement column, or remove this column from your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1005">Issue 1005<a href="#issue-1005" class="hash-link" aria-label="Direct link to Issue 1005" title="Direct link to Issue 1005"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The table was deleted or renamed in the database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query failed because it is referencing a table that no longer exists in
the underlying database. You should modify your query to reference the correct
-table.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1006">Issue 1006<a href="#issue-1006" class="hash-link" aria-label="Direct link to Issue 1006" title="Direct link to Issue 1006"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">One or more parameters specified in the query are missing.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query was not submitted to the database because it's missing one or more
+table.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1006">Issue 1006<a href="#issue-1006" class="hash-link" aria-label="Direct link to Issue 1006" title="Direct link to Issue 1006"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">One or more parameters specified in the query are missing.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your query was not submitted to the database because it's missing one or more
parameters. You should define all the parameters referenced in the query in a
valid JSON document. Check that the parameters are spelled correctly and that
-the document has a valid syntax.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1007">Issue 1007<a href="#issue-1007" class="hash-link" aria-label="Direct link to Issue 1007" title="Direct link to Issue 1007"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The hostname provided can't be resolved.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The hostname provided when adding a new database is invalid and cannot be
-resolved. Please check that there are no typos in the hostname.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1008">Issue 1008<a href="#issue-1008" class="hash-link" aria-label="Direct link to Issue 1008" title="Direct link to Issue 1008"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The port is closed.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The port provided when adding a new database is not open. Please check that
+the document has a valid syntax.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1007">Issue 1007<a href="#issue-1007" class="hash-link" aria-label="Direct link to Issue 1007" title="Direct link to Issue 1007"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The hostname provided can't be resolved.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The hostname provided when adding a new database is invalid and cannot be
+resolved. Please check that there are no typos in the hostname.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1008">Issue 1008<a href="#issue-1008" class="hash-link" aria-label="Direct link to Issue 1008" title="Direct link to Issue 1008"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The port is closed.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The port provided when adding a new database is not open. Please check that
the port number is correct, and that the database is running and listening on
-that port.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1009">Issue 1009<a href="#issue-1009" class="hash-link" aria-label="Direct link to Issue 1009" title="Direct link to Issue 1009"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The host might be down, and cannot be reached on the provided port.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The host provided when adding a new database doesn't seem to be up.
+that port.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1009">Issue 1009<a href="#issue-1009" class="hash-link" aria-label="Direct link to Issue 1009" title="Direct link to Issue 1009"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The host might be down, and cannot be reached on the provided port.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The host provided when adding a new database doesn't seem to be up.
Additionally, it cannot be reached on the provided port. Please check that
-there are no firewall rules preventing access to the host.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1010">Issue 1010<a href="#issue-1010" class="hash-link" aria-label="Direct link to Issue 1010" title="Direct link to Issue 1010"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Superset encountered an error while running a command.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Something unexpected happened, and Superset encountered an error while
-running a command. Please reach out to your administrator.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1011">Issue 1011<a href="#issue-1011" class="hash-link" aria-label="Direct link to Issue 1011" title="Direct link to Issue 1011"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Superset encountered an unexpected error.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Something unexpected happened in the Superset backend. Please reach out
-to your administrator.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1012">Issue 1012<a href="#issue-1012" class="hash-link" aria-label="Direct link to Issue 1012" title="Direct link to Issue 1012"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The username provided when connecting to a database is not valid.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The user provided a username that doesn't exist in the database. Please check
-that the username is typed correctly and exists in the database.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1013">Issue 1013<a href="#issue-1013" class="hash-link" aria-label="Direct link to Issue 1013" title="Direct link to Issue 1013"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The password provided when connecting to a database is not valid.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The user provided a password that is incorrect. Please check that the
-password is typed correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1014">Issue 1014<a href="#issue-1014" class="hash-link" aria-label="Direct link to Issue 1014" title="Direct link to Issue 1014"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Either the username or the password used are incorrect.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Either the username provided does not exist or the password was written incorrectly. Please
-check that the username and password were typed correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1015">Issue 1015<a href="#issue-1015" class="hash-link" aria-label="Direct link to Issue 1015" title="Direct link to Issue 1015"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Either the database is spelled incorrectly or does not exist.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Either the database was written incorrectly or it does not exist. Check that it was typed correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1016">Issue 1016<a href="#issue-1016" class="hash-link" aria-label="Direct link to Issue 1016" title="Direct link to Issue 1016"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The schema was deleted or renamed in the database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The schema was either removed or renamed. Check that the schema is typed correctly and exists.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1017">Issue 1017<a href="#issue-1017" class="hash-link" aria-label="Direct link to Issue 1017" title="Direct link to Issue 1017"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The user doesn't have the proper permissions to connect to the database</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We were unable to connect to your database. Please confirm that your service account has the Viewer and Job User roles on the project.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1018">Issue 1018<a href="#issue-1018" class="hash-link" aria-label="Direct link to Issue 1018" title="Direct link to Issue 1018"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">One or more parameters needed to configure a database are missing.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Not all parameters required to test, create, or edit a database were present. Please double check which parameters are needed, and that they are present.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1019">Issue 1019<a href="#issue-1019" class="hash-link" aria-label="Direct link to Issue 1019" title="Direct link to Issue 1019"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The submitted payload has the incorrect format.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please check that the request payload has the correct format (eg, JSON).</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1020">Issue 1020<a href="#issue-1020" class="hash-link" aria-label="Direct link to Issue 1020" title="Direct link to Issue 1020"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The submitted payload has the incorrect schema.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please check that the request payload has the expected schema.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1021">Issue 1021<a href="#issue-1021" class="hash-link" aria-label="Direct link to Issue 1021" title="Direct link to Issue 1021"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Results backend needed for asynchronous queries is not configured.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your instance of Superset doesn't have a results backend configured, which is needed for asynchronous queries. Please contact an administrator for further assistance.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1022">Issue 1022<a href="#issue-1022" class="hash-link" aria-label="Direct link to Issue 1022" title="Direct link to Issue 1022"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Database does not allow data manipulation.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Only <code>SELECT</code> statements are allowed against this database. Please contact an administrator if you need to run DML (data manipulation language) on this database.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1023">Issue 1023<a href="#issue-1023" class="hash-link" aria-label="Direct link to Issue 1023" title="Direct link to Issue 1023"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">CTAS (create table as select) doesn't have a SELECT statement at the end.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The last statement in a query run as CTAS (create table as select) MUST be a SELECT statement. Please make sure the last statement in the query is a SELECT.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1024">Issue 1024<a href="#issue-1024" class="hash-link" aria-label="Direct link to Issue 1024" title="Direct link to Issue 1024"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">CVAS (create view as select) query has more than one statement.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When running a CVAS (create view as select) the query should have a single statement. Please make sure the query has a single statement, and no extra semi-colons other than the last one.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1025">Issue 1025<a href="#issue-1025" class="hash-link" aria-label="Direct link to Issue 1025" title="Direct link to Issue 1025"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">CVAS (create view as select) query is not a SELECT statement.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When running a CVAS (create view as select) the query should be a SELECT statement. Please make sure the query has a single statement and it's a SELECT statement.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1026">Issue 1026<a href="#issue-1026" class="hash-link" aria-label="Direct link to Issue 1026" title="Direct link to Issue 1026"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Query is too complex and takes too long to run.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The submitted query might be too complex to run under the time limit defined by your Superset administrator. Please double check your query and verify if it can be optimized. Alternatively, contact your administrator to increase the timeout period.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1027">Issue 1027<a href="#issue-1027" class="hash-link" aria-label="Direct link to Issue 1027" title="Direct link to Issue 1027"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database is currently running too many queries.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The database might be under heavy load, running too many queries. Please try again later, or contact an administrator for further assistance.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1028">Issue 1028<a href="#issue-1028" class="hash-link" aria-label="Direct link to Issue 1028" title="Direct link to Issue 1028"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">One or more parameters specified in the query are malformatted.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query contains one or more malformed template parameters. Please check your query and confirm that all template parameters are surround by double braces, for example, "{{ ds }}". Then, try running your query again.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1029">Issue 1029<a href="#issue-1029" class="hash-link" aria-label="Direct link to Issue 1029" title="Direct link to Issue 1029"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The object does not exist in this database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Either the schema, column, or table do not exist in the database.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1030">Issue 1030<a href="#issue-1030" class="hash-link" aria-label="Direct link to Issue 1030" title="Direct link to Issue 1030"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The query potentially has a syntax error.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query might have a syntax error. Please check and run again.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1031">Issue 1031<a href="#issue-1031" class="hash-link" aria-label="Direct link to Issue 1031" title="Direct link to Issue 1031"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The results backend no longer has the data from the query.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The results from the query might have been deleted from the results backend after some period. Please re-run your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1032">Issue 1032<a href="#issue-1032" class="hash-link" aria-label="Direct link to Issue 1032" title="Direct link to Issue 1032"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The query associated with the results was deleted.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query associated with the stored results no longer exists. Please re-run your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1033">Issue 1033<a href="#issue-1033" class="hash-link" aria-label="Direct link to Issue 1033" title="Direct link to Issue 1033"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The results stored in the backend were stored in a different format, and no longer can be deserialized.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query results were stored in a format that is no longer supported. Please re-run your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1034">Issue 1034<a href="#issue-1034" class="hash-link" aria-label="Direct link to Issue 1034" title="Direct link to Issue 1034"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database port provided is invalid.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please check that the provided database port is an integer between 0 and 65535 (inclusive).</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1035">Issue 1035<a href="#issue-1035" class="hash-link" aria-label="Direct link to Issue 1035" title="Direct link to Issue 1035"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Failed to start remote query on a worker.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query was not started by an asynchronous worker. Please reach out to your administrator for further assistance.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1036">Issue 1036<a href="#issue-1036" class="hash-link" aria-label="Direct link to Issue 1036" title="Direct link to Issue 1036"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database was deleted.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The operation failed because the database referenced no longer exists. Please reach out to your administrator for further assistance.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/issue-codes.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/importing-exporting-datasources"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Importing and Exporting Datasources</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/miscellaneous/chart-params"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Chart Parameters Reference</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#issue-1000" class="table-of-contents__link toc-highlight">Issue 1000</a></li><li><a href="#issue-1001" class="table-of-contents__link toc-highlight">Issue 1001</a></li><li><a href="#issue-1002" class="table-of-contents__link toc-highlight">Issue 1002</a></li><li><a href="#issue-1003" class="table-of-contents__link toc-highlight">Issue 1003</a></li><li><a href="#issue-1004" class="table-of-contents__link toc-highlight">Issue 1004</a></li><li><a href="#issue-1005" class="table-of-contents__link toc-highlight">Issue 1005</a></li><li><a href="#issue-1006" class="table-of-contents__link toc-highlight">Issue 1006</a></li><li><a href="#issue-1007" class="table-of-contents__link toc-highlight">Issue 1007</a></li><li><a href="#issue-1008" class="table-of-contents__link toc-highlight">Issue 1008</a></li><li><a href="#issue-1009" class="table-of-contents__link toc-highlight">Issue 1009</a></li><li><a href="#issue-1010" class="table-of-contents__link toc-highlight">Issue 1010</a></li><li><a href="#issue-1011" class="table-of-contents__link toc-highlight">Issue 1011</a></li><li><a href="#issue-1012" class="table-of-contents__link toc-highlight">Issue 1012</a></li><li><a href="#issue-1013" class="table-of-contents__link toc-highlight">Issue 1013</a></li><li><a href="#issue-1014" class="table-of-contents__link toc-highlight">Issue 1014</a></li><li><a href="#issue-1015" class="table-of-contents__link toc-highlight">Issue 1015</a></li><li><a href="#issue-1016" class="table-of-contents__link toc-highlight">Issue 1016</a></li><li><a href="#issue-1017" class="table-of-contents__link toc-highlight">Issue 1017</a></li><li><a href="#issue-1018" class="table-of-contents__link toc-highlight">Issue 1018</a></li><li><a href="#issue-1019" class="table-of-contents__link toc-highlight">Issue 1019</a></li><li><a href="#issue-1020" class="table-of-contents__link toc-highlight">Issue 1020</a></li><li><a href="#issue-1021" class="table-of-contents__link toc-highlight">Issue 1021</a></li><li><a href="#issue-1022" class="table-of-contents__link toc-highlight">Issue 1022</a></li><li><a href="#issue-1023" class="table-of-contents__link toc-highlight">Issue 1023</a></li><li><a href="#issue-1024" class="table-of-contents__link toc-highlight">Issue 1024</a></li><li><a href="#issue-1025" class="table-of-contents__link toc-highlight">Issue 1025</a></li><li><a href="#issue-1026" class="table-of-contents__link toc-highlight">Issue 1026</a></li><li><a href="#issue-1027" class="table-of-contents__link toc-highlight">Issue 1027</a></li><li><a href="#issue-1028" class="table-of-contents__link toc-highlight">Issue 1028</a></li><li><a href="#issue-1029" class="table-of-contents__link toc-highlight">Issue 1029</a></li><li><a href="#issue-1030" class="table-of-contents__link toc-highlight">Issue 1030</a></li><li><a href="#issue-1031" class="table-of-contents__link toc-highlight">Issue 1031</a></li><li><a href="#issue-1032" class="table-of-contents__link toc-highlight">Issue 1032</a></li><li><a href="#issue-1033" class="table-of-contents__link toc-highlight">Issue 1033</a></li><li><a href="#issue-1034" class="table-of-contents__link toc-highlight">Issue 1034</a></li><li><a href="#issue-1035" class="table-of-contents__link toc-highlight">Issue 1035</a></li><li><a href="#issue-1036" class="table-of-contents__link toc-highlight">Issue 1036</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+there are no firewall rules preventing access to the host.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1010">Issue 1010<a href="#issue-1010" class="hash-link" aria-label="Direct link to Issue 1010" title="Direct link to Issue 1010"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Superset encountered an error while running a command.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Something unexpected happened, and Superset encountered an error while
+running a command. Please reach out to your administrator.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1011">Issue 1011<a href="#issue-1011" class="hash-link" aria-label="Direct link to Issue 1011" title="Direct link to Issue 1011"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Superset encountered an unexpected error.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Something unexpected happened in the Superset backend. Please reach out
+to your administrator.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1012">Issue 1012<a href="#issue-1012" class="hash-link" aria-label="Direct link to Issue 1012" title="Direct link to Issue 1012"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The username provided when connecting to a database is not valid.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The user provided a username that doesn't exist in the database. Please check
+that the username is typed correctly and exists in the database.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1013">Issue 1013<a href="#issue-1013" class="hash-link" aria-label="Direct link to Issue 1013" title="Direct link to Issue 1013"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The password provided when connecting to a database is not valid.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The user provided a password that is incorrect. Please check that the
+password is typed correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1014">Issue 1014<a href="#issue-1014" class="hash-link" aria-label="Direct link to Issue 1014" title="Direct link to Issue 1014"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Either the username or the password used are incorrect.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Either the username provided does not exist or the password was written incorrectly. Please
+check that the username and password were typed correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1015">Issue 1015<a href="#issue-1015" class="hash-link" aria-label="Direct link to Issue 1015" title="Direct link to Issue 1015"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Either the database is spelled incorrectly or does not exist.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Either the database was written incorrectly or it does not exist. Check that it was typed correctly.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1016">Issue 1016<a href="#issue-1016" class="hash-link" aria-label="Direct link to Issue 1016" title="Direct link to Issue 1016"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The schema was deleted or renamed in the database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The schema was either removed or renamed. Check that the schema is typed correctly and exists.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1017">Issue 1017<a href="#issue-1017" class="hash-link" aria-label="Direct link to Issue 1017" title="Direct link to Issue 1017"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The user doesn't have the proper permissions to connect to the database</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>We were unable to connect to your database. Please confirm that your service account has the Viewer and Job User roles on the project.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1018">Issue 1018<a href="#issue-1018" class="hash-link" aria-label="Direct link to Issue 1018" title="Direct link to Issue 1018"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">One or more parameters needed to configure a database are missing.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Not all parameters required to test, create, or edit a database were present. Please double check which parameters are needed, and that they are present.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1019">Issue 1019<a href="#issue-1019" class="hash-link" aria-label="Direct link to Issue 1019" title="Direct link to Issue 1019"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The submitted payload has the incorrect format.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please check that the request payload has the correct format (eg, JSON).</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1020">Issue 1020<a href="#issue-1020" class="hash-link" aria-label="Direct link to Issue 1020" title="Direct link to Issue 1020"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The submitted payload has the incorrect schema.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please check that the request payload has the expected schema.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1021">Issue 1021<a href="#issue-1021" class="hash-link" aria-label="Direct link to Issue 1021" title="Direct link to Issue 1021"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Results backend needed for asynchronous queries is not configured.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Your instance of Superset doesn't have a results backend configured, which is needed for asynchronous queries. Please contact an administrator for further assistance.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1022">Issue 1022<a href="#issue-1022" class="hash-link" aria-label="Direct link to Issue 1022" title="Direct link to Issue 1022"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Database does not allow data manipulation.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Only <code>SELECT</code> statements are allowed against this database. Please contact an administrator if you need to run DML (data manipulation language) on this database.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1023">Issue 1023<a href="#issue-1023" class="hash-link" aria-label="Direct link to Issue 1023" title="Direct link to Issue 1023"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">CTAS (create table as select) doesn't have a SELECT statement at the end.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The last statement in a query run as CTAS (create table as select) MUST be a SELECT statement. Please make sure the last statement in the query is a SELECT.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1024">Issue 1024<a href="#issue-1024" class="hash-link" aria-label="Direct link to Issue 1024" title="Direct link to Issue 1024"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">CVAS (create view as select) query has more than one statement.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When running a CVAS (create view as select) the query should have a single statement. Please make sure the query has a single statement, and no extra semi-colons other than the last one.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1025">Issue 1025<a href="#issue-1025" class="hash-link" aria-label="Direct link to Issue 1025" title="Direct link to Issue 1025"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">CVAS (create view as select) query is not a SELECT statement.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>When running a CVAS (create view as select) the query should be a SELECT statement. Please make sure the query has a single statement and it's a SELECT statement.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1026">Issue 1026<a href="#issue-1026" class="hash-link" aria-label="Direct link to Issue 1026" title="Direct link to Issue 1026"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Query is too complex and takes too long to run.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The submitted query might be too complex to run under the time limit defined by your Superset administrator. Please double check your query and verify if it can be optimized. Alternatively, contact your administrator to increase the timeout period.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1027">Issue 1027<a href="#issue-1027" class="hash-link" aria-label="Direct link to Issue 1027" title="Direct link to Issue 1027"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database is currently running too many queries.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The database might be under heavy load, running too many queries. Please try again later, or contact an administrator for further assistance.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1028">Issue 1028<a href="#issue-1028" class="hash-link" aria-label="Direct link to Issue 1028" title="Direct link to Issue 1028"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">One or more parameters specified in the query are malformatted.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query contains one or more malformed template parameters. Please check your query and confirm that all template parameters are surround by double braces, for example, "{{ ds }}". Then, try running your query again.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1029">Issue 1029<a href="#issue-1029" class="hash-link" aria-label="Direct link to Issue 1029" title="Direct link to Issue 1029"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The object does not exist in this database.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Either the schema, column, or table do not exist in the database.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1030">Issue 1030<a href="#issue-1030" class="hash-link" aria-label="Direct link to Issue 1030" title="Direct link to Issue 1030"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The query potentially has a syntax error.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query might have a syntax error. Please check and run again.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1031">Issue 1031<a href="#issue-1031" class="hash-link" aria-label="Direct link to Issue 1031" title="Direct link to Issue 1031"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The results backend no longer has the data from the query.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The results from the query might have been deleted from the results backend after some period. Please re-run your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1032">Issue 1032<a href="#issue-1032" class="hash-link" aria-label="Direct link to Issue 1032" title="Direct link to Issue 1032"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The query associated with the results was deleted.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query associated with the stored results no longer exists. Please re-run your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1033">Issue 1033<a href="#issue-1033" class="hash-link" aria-label="Direct link to Issue 1033" title="Direct link to Issue 1033"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The results stored in the backend were stored in a different format, and no longer can be deserialized.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query results were stored in a format that is no longer supported. Please re-run your query.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1034">Issue 1034<a href="#issue-1034" class="hash-link" aria-label="Direct link to Issue 1034" title="Direct link to Issue 1034"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database port provided is invalid.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Please check that the provided database port is an integer between 0 and 65535 (inclusive).</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1035">Issue 1035<a href="#issue-1035" class="hash-link" aria-label="Direct link to Issue 1035" title="Direct link to Issue 1035"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Failed to start remote query on a worker.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The query was not started by an asynchronous worker. Please reach out to your administrator for further assistance.</p><h2 class="anchor anchorWithStickyNavbar_LWe7" id="issue-1036">Issue 1036<a href="#issue-1036" class="hash-link" aria-label="Direct link to Issue 1036" title="Direct link to Issue 1036"></a></h2><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">The database was deleted.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>The operation failed because the database referenced no longer exists. 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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Migrating from Legacy to Native Filters</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Migrating from Legacy to Native Filters</h1></header><h2></h2><p>The <code>superset native-filters</code> CLI command group—somewhat akin to an Alembic migration—
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class="breadcrumbs__item"><span class="breadcrumbs__link">Miscellaneous</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Migrating from Legacy to Native Filters</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Migrating from Legacy to Native Filters</h1></header><h2></h2><p>The <code>superset native-filters</code> CLI command group—somewhat akin to an Alembic migration—
comprises of a number of sub-commands which allows administrators to upgrade/downgrade
existing dashboards which use the legacy filter-box charts—in combination with the
filter scopes/filter mapping—to use the native filter dashboard component.</p><p>Even though both legacy and native filters can coexist the overall user experience (UX)
is substandard as the already convoluted filter space becomes overly complex. After
enabling the <code>DASHBOARD_NATIVE_FILTERS</code> it is strongly advised to run the migration ASAP to
-ensure users are not exposed to the hybrid state.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="upgrading">Upgrading<a href="#upgrading" class="hash-link" aria-label="Direct link to Upgrading" title="Direct link to Upgrading"></a></h3><p>The</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filters upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command—which provides the option to target either specific dashboard(s) or all
+ensure users are not exposed to the hybrid state.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="upgrading">Upgrading<a href="#upgrading" class="hash-link" aria-label="Direct link to Upgrading" title="Direct link to Upgrading"></a></h3><p>The</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filters upgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command—which provides the option to target either specific dashboard(s) or all
dashboards—migrates the legacy filters to native filters.</p><p>Specifically, the command performs the following:</p><ul><li>Replaces every filter-box chart within the dashboard with a markdown element which
provides a link to the deprecated chart. This preserves the layout whilst simultaneously
providing context to help owners review/verify said change.</li><li>Migrates the filter scopes/filter mappings to the native filter configuration.</li></ul><h4 class="anchor anchorWithStickyNavbar_LWe7" id="quality-control">Quality Control<a href="#quality-control" class="hash-link" aria-label="Direct link to Quality Control" title="Direct link to Quality Control"></a></h4><p>Dashboard owners should:</p><ul><li>Verify that the filter behavior is correct.</li><li>Consolidate any conflicting/redundant filters—this previously may not have been
@@ -38,11 +38,11 @@
which previously was likely provided by both the location of the filter-box and the
corresponding filter-box title.</li></ul><p>Dashboard owners may:</p><ul><li>Remove† the markdown elements from their dashboards and adjust the layout accordingly.</li></ul><p>† Note removing the markdown elements—which contain metadata relating to the replaced
chart—prevents the dashboard from being fully restored and thus this operation should
-only be performed if it is evident that a downgrade is not necessary.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="downgrading">Downgrading<a href="#downgrading" class="hash-link" aria-label="Direct link to Downgrading" title="Direct link to Downgrading"></a></h3><p>Similarly the</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filters downgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command reverses said migration, i.e., restores the dashboard to the previous state.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cleanup">Cleanup<a href="#cleanup" class="hash-link" aria-label="Direct link to Cleanup" title="Direct link to Cleanup"></a></h3><p>The ability to downgrade/reverse the migration requires temporary storage of the
-dashboard metadata—relating to both positional composition and filter configuration.</p><p>Once the upgrade has been verified it is recommended to run the</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filters cleanup</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command—which provides the option to target either specific dashboard(s) or all
+only be performed if it is evident that a downgrade is not necessary.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="downgrading">Downgrading<a href="#downgrading" class="hash-link" aria-label="Direct link to Downgrading" title="Direct link to Downgrading"></a></h3><p>Similarly the</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filters downgrade</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command reverses said migration, i.e., restores the dashboard to the previous state.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cleanup">Cleanup<a href="#cleanup" class="hash-link" aria-label="Direct link to Cleanup" title="Direct link to Cleanup"></a></h3><p>The ability to downgrade/reverse the migration requires temporary storage of the
+dashboard metadata—relating to both positional composition and filter configuration.</p><p>Once the upgrade has been verified it is recommended to run the</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filters cleanup</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command—which provides the option to target either specific dashboard(s) or all
dashboards. Note this operation is irreversible.</p><p>Specifically, the command performs the following:</p><ul><li>Removes the temporary dashboard metadata.</li><li>Deletes the filter-box charts associated with the dashboard†.</li></ul><p>† Note the markdown elements will still remain however the link to the referenced filter-box
-chart will no longer be valid.</p><p>Finally, the</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filers cleanup --all</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command will additionally delete all filter-box charts, irrespective of whether they
-were ever associated with a dashboard.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="quality-control-1">Quality Control<a href="#quality-control-1" class="hash-link" aria-label="Direct link to Quality Control" title="Direct link to Quality Control"></a></h4><p>Dashboard owners should:</p><ul><li>Remove the markdown elements from their dashboards and adjust the layout accordingly.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/native-filter-migration.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages navigation"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/chart-params"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Chart Parameters Reference</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/contributing-page"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Contributing to Superset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#upgrading" class="table-of-contents__link toc-highlight">Upgrading</a></li><li><a href="#downgrading" class="table-of-contents__link toc-highlight">Downgrading</a></li><li><a href="#cleanup" class="table-of-contents__link toc-highlight">Cleanup</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
+chart will no longer be valid.</p><p>Finally, the</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">superset native-filers cleanup --all</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>command will additionally delete all filter-box charts, irrespective of whether they
+were ever associated with a dashboard.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="quality-control-1">Quality Control<a href="#quality-control-1" class="hash-link" aria-label="Direct link to Quality Control" title="Direct link to Quality Control"></a></h4><p>Dashboard owners should:</p><ul><li>Remove the markdown elements from their dashboards and adjust the layout accordingly.</li></ul></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/superset/tree/master/docs/docs/miscellaneous/native-filter-migration.mdx" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_vwxv"></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/docs/miscellaneous/chart-params"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Chart Parameters Reference</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/docs/contributing/contributing-page"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Contributing to Superset</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#upgrading" class="table-of-contents__link toc-highlight">Upgrading</a></li><li><a href="#downgrading" class="table-of-contents__link toc-highlight">Downgrading</a></li><li><a href="#cleanup" class="table-of-contents__link toc-highlight">Cleanup</a></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container container-fluid"><div class="footer__bottom text--center"><div class="footer__copyright">Copyright © 2023,
The <a href="https://www.apache.org/" target="_blank" rel="noreferrer">Apache Software Foundation</a>,
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<small>Apache Superset, Apache, Superset, the Superset 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.
@@ -54,7 +54,7 @@
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breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Security</span><meta itemprop="position" content="1"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h3 class="anchor anchorWithStickyNavbar_LWe7" id="roles">Roles<a href="#roles" class="hash-link" aria-label="Direct link to Roles" title="Direct link to Roles"></a></h3><p>Security in Superset is handled by Flask AppBuilder (FAB), an application development framework
built on top of Flask. FAB provides authentication, user management, permissions and roles.
Please read its <a href="https://flask-appbuilder.readthedocs.io/en/latest/security.html" target="_blank" rel="noopener noreferrer">Security documentation</a>.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="provided-roles">Provided Roles<a href="#provided-roles" class="hash-link" aria-label="Direct link to Provided Roles" title="Direct link to Provided Roles"></a></h3><p>Superset ships with a set of roles that are handled by Superset itself. You can assume
that these roles will stay up-to-date as Superset evolves (and as you update Superset versions).</p><p>Even though <strong>Admin</strong> users have the ability, we don't recommend altering the
@@ -94,16 +94,16 @@
other arguments to be passed to Talisman.</li></ul><p>When running in production mode, Superset will check at startup for the presence
of a CSP. If one is not found, it will issue a warning with the security risks. For environments
where CSP policies are defined outside of Superset using other software, administrators can disable
-this warning using the <code>CONTENT_SECURITY_POLICY_WARNING</code> key in <code>config.py</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="csp-requirements">CSP Requirements<a href="#csp-requirements" class="hash-link" aria-label="Direct link to CSP Requirements" title="Direct link to CSP Requirements"></a></h4><ul><li><p>Superset needs both the <code>'unsafe-eval'</code> and <code>'unsafe-inline'</code> CSP keywords in order to operate.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">default-src 'self' 'unsafe-eval' 'unsafe-inline'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>Some dashboards load images using data URIs and require <code>data:</code> in their <code>img-src</code></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">img-src 'self' data:</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>MapBox charts use workers and need to connect to MapBox servers in addition to the Superset origin</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">worker-src 'self' blob:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">connect-src 'self' https://api.mapbox.com https://events.mapbox.com</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>This is a basic example <code>TALISMAN_CONFIG</code> that implements the above requirements, uses <code>'self'</code> to
+this warning using the <code>CONTENT_SECURITY_POLICY_WARNING</code> key in <code>config.py</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="csp-requirements">CSP Requirements<a href="#csp-requirements" class="hash-link" aria-label="Direct link to CSP Requirements" title="Direct link to CSP Requirements"></a></h4><ul><li><p>Superset needs both the <code>'unsafe-eval'</code> and <code>'unsafe-inline'</code> CSP keywords in order to operate.</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">default-src 'self' 'unsafe-eval' 'unsafe-inline'</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>Some dashboards load images using data URIs and require <code>data:</code> in their <code>img-src</code></p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">img-src 'self' data:</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li><li><p>MapBox charts use workers and need to connect to MapBox servers in addition to the Superset origin</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">worker-src 'self' blob:</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">connect-src 'self' https://api.mapbox.com https://events.mapbox.com</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></li></ul><p>This is a basic example <code>TALISMAN_CONFIG</code> that implements the above requirements, uses <code>'self'</code> to
limit content to the same origin as the Superset server, and disallows outdated HTML elements by
-setting <code>object-src</code> to <code>'none'</code>.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">TALISMAN_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"content_security_policy"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"default-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"'unsafe-inline'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"'unsafe-eval'"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"img-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"data:"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"worker-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"blob:"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"connect-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://api.mapbox.com"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://events.mapbox.com"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"object-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"'none'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="other-talisman-security-considerations">Other Talisman security considerations<a href="#other-talisman-security-considerations" class="hash-link" aria-label="Direct link to Other Talisman security considerations" title="Direct link to Other Talisman security considerations"></a></h4><p>Setting <code>TALISMAN_ENABLED = True</code> will invoke Talisman's protection with its default arguments,
+setting <code>object-src</code> to <code>'none'</code>.</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">TALISMAN_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"content_security_policy"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"default-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"'unsafe-inline'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"'unsafe-eval'"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"img-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"data:"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"worker-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"blob:"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"connect-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">[</span><span class="token string" style="color:#e3116c">"'self'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://api.mapbox.com"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"https://events.mapbox.com"</span><span class="token punctuation" style="color:#393A34">]</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"object-src"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token string" style="color:#e3116c">"'none'"</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token punctuation" style="color:#393A34">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="other-talisman-security-considerations">Other Talisman security considerations<a href="#other-talisman-security-considerations" class="hash-link" aria-label="Direct link to Other Talisman security considerations" title="Direct link to Other Talisman security considerations"></a></h4><p>Setting <code>TALISMAN_ENABLED = True</code> will invoke Talisman's protection with its default arguments,
of which <code>content_security_policy</code> is only one. Those can be found in the
<a href="https://pypi.org/project/flask-talisman/" target="_blank" rel="noopener noreferrer">Talisman documentation</a> under <em>Options</em>.
These generally improve security, but administrators should be aware of their existence.</p><p>In particular, the default option of <code>force_https = True</code> may break Superset's Alerts & Reports
if workers are configured to access charts via a <code>WEBDRIVER_BASEURL</code> beginning
with <code>http://</code>. As long as a Superset deployment enforces https upstream, e.g.,
through a loader balancer or application gateway, it should be acceptable to set this
-option to <code>False</code>, like this:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">TALISMAN_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"force_https"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"content_security_policy"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reporting-security-vulnerabilities">Reporting Security Vulnerabilities<a href="#reporting-security-vulnerabilities" class="hash-link" aria-label="Direct link to Reporting Security Vulnerabilities" title="Direct link to Reporting Security Vulnerabilities"></a></h3><p>Apache Software Foundation takes a rigorous standpoint in annihilating the security issues in its
+option to <code>False</code>, like this:</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">TALISMAN_CONFIG </span><span class="token operator" style="color:#393A34">=</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"force_https"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token boolean" style="color:#36acaa">False</span><span class="token punctuation" style="color:#393A34">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"> </span><span class="token string" style="color:#e3116c">"content_security_policy"</span><span class="token punctuation" style="color:#393A34">:</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">{</span><span class="token plain"> </span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><span class="token punctuation" style="color:#393A34">.</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="reporting-security-vulnerabilities">Reporting Security Vulnerabilities<a href="#reporting-security-vulnerabilities" class="hash-link" aria-label="Direct link to Reporting Security Vulnerabilities" title="Direct link to Reporting Security Vulnerabilities"></a></h3><p>Apache Software Foundation takes a rigorous standpoint in annihilating the security issues in its
software projects. Apache Superset is highly sensitive and forthcoming to issues pertaining to its
features and functionality.</p><p>If you have apprehensions regarding Superset security or you discover vulnerability or potential
threat, don’t hesitate to get in touch with the Apache Security Team by dropping a mail at
@@ -112,7 +112,7 @@
issue. The security team and the Superset community will get back to you after assessing and
analysing the findings.</p><p>PLEASE PAY ATTENTION to report the security issue on the security email before disclosing it on
public domain. The ASF Security Team maintains a page with the description of how vulnerabilities
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165.7a74.01 74.01 0 0024.4 59.8 73.36 73.36 0 0053.4 18.8c19.7-1 37.8-9.7 51-24.4 13.3-14.9 24.8-30.1 34.4-45.6 14 17.9 25.7 37.4 35 58.4 15.9 35.8 24 73.9 24 113.1 0 74.9-29.5 145.4-83 198.4z"></path></svg></span></div><div class="featureText"><h3>Powerful yet easy to use</h3>
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.github-section{margin-bottom:40px;margin-top:40px;}.css-1odrv5i .github-section .github-button{margin:5px;}.css-1odrv5i .logo-horiz{margin-top:20px;margin-bottom:20px;width:600px;max-width:100%;}@media (max-width:1200px){.css-1odrv5i .logo-horiz{width:550px;}}@media (max-width:992px){.css-1odrv5i .logo-horiz{width:450px;}}@media (max-width:768px){.css-1odrv5i .logo-horiz{width:425px;}}@media (max-width:576px){.css-1odrv5i .logo-horiz{width:400px;}}.css-1odrv5i .alert{color:#0c5460;background-color:#d1ecf1;border-color:#bee5eb;max-width:600px;margin:0 auto;padding:0.75rem 1.25rem;margin-top:83px;border:1px solid transparent;border-radius:0.25rem;}</style><div class="css-1odrv5i"><img class="logo-horiz" src="img/superset-logo-horiz-apache.svg" alt="logo-horiz"><div class="info-text">Apache Superset is a modern data exploration and visualization platform</div><div class="github-section"><span class="github-button"><span><a href="https://github.com/apache/superset" data-size="large" data-show-count="true" aria-label="Star apache/superset on GitHub">Star</a></span></span><span class="github-button"><span><a href="https://github.com/apache/superset/subscription" data-size="large" data-show-count="true" aria-label="Watch apache/superset on GitHub">Watch</a></span></span><span class="github-button"><span><a href="https://github.com/apache/superset/fork" data-size="large" data-show-count="true" aria-label="Fork apache/superset on GitHub">Fork</a></span></span></div><div><a href="/docs/intro"><button type="button" class="ant-btn ant-btn-primary"><span>Get Started</span></button></a></div></div><style data-emotion-css="bga4v4">.css-bga4v4{background:#fff;padding:5vw 0;margin-top:0px;margin-bottom:10px;}.css-bga4v4 .featureList{padding:40px;width:100%;list-style-type:none;margin:0 auto;max-width:1000px;}.css-bga4v4 .featureList .feature{padding:20px;text-align:center;margin-bottom:20px;}.css-bga4v4 .featureList .feature .imagePlaceHolder{margin-bottom:15px;}.css-bga4v4 .featureList .feature .imagePlaceHolder svg{width:70px;height:70px;}.css-bga4v4 .featureList .feature .featureText{color:#000000;font-size:16px;}.css-bga4v4 .featureList .feature .featureText strong{font-size:22px;}.css-bga4v4 .heading{font-size:22px;margin:0 auto;text-align:center;}</style><div class="css-bga4v4"><style data-emotion-css="bnqcge">.css-bnqcge{font-size:55px;text-align:center;}</style><h2 class="css-bnqcge">Overview</h2><div class="info-text info-text-smaller">Superset is fast, lightweight, intuitive, and loaded with options that make it easy for users of all skill sets to explore and visualize their data, from simple line charts to highly detailed geospatial charts.</div><ul class="featureList ant-row"><div class="ant-row"><div class="ant-col ant-col-sm-24 ant-col-md-12"><li class="feature"><div class="imagePlaceHolder"><span role="img" aria-label="fire" class="anticon anticon-fire warning-color"><svg viewBox="64 64 896 896" focusable="false" data-icon="fire" width="1em" height="1em" fill="currentColor" aria-hidden="true"><path d="M834.1 469.2A347.49 347.49 0 00751.2 354l-29.1-26.7a8.09 8.09 0 00-13 3.3l-13 37.3c-8.1 23.4-23 47.3-44.1 70.8-1.4 1.5-3 1.9-4.1 2-1.1.1-2.8-.1-4.3-1.5-1.4-1.2-2.1-3-2-4.8 3.7-60.2-14.3-128.1-53.7-202C555.3 171 510 123.1 453.4 89.7l-41.3-24.3c-5.4-3.2-12.3 1-12 7.3l2.2 48c1.5 32.8-2.3 61.8-11.3 85.9-11 29.5-26.8 56.9-47 81.5a295.64 295.64 0 01-47.5 46.1 352.6 352.6 0 00-100.3 121.5A347.75 347.75 0 00160 610c0 47.2 9.3 92.9 27.7 136a349.4 349.4 0 0075.5 110.9c32.4 32 70 57.2 111.9 74.7C418.5 949.8 464.5 959 512 959s93.5-9.2 136.9-27.3A348.6 348.6 0 00760.8 857c32.4-32 57.8-69.4 75.5-110.9a344.2 344.2 0 0027.7-136c0-48.8-10-96.2-29.9-140.9zM713 808.5c-53.7 53.2-125 82.4-201 82.4s-147.3-29.2-201-82.4c-53.5-53.1-83-123.5-83-198.4 0-43.5 9.8-85.2 29.1-124 18.8-37.9 46.8-71.8 80.8-97.9a349.6 349.6 0 0058.6-56.8c25-30.5 44.6-64.5 58.2-101a240 240 0 0012.1-46.5c24.1 22.2 44.3 49 61.2 80.4 33.4 62.6 48.8 118.3 45.8 165.7a74.01 74.01 0 0024.4 59.8 73.36 73.36 0 0053.4 18.8c19.7-1 37.8-9.7 51-24.4 13.3-14.9 24.8-30.1 34.4-45.6 14 17.9 25.7 37.4 35 58.4 15.9 35.8 24 73.9 24 113.1 0 74.9-29.5 145.4-83 198.4z"></path></svg></span></div><div class="featureText"><h3>Powerful yet easy to use</h3>
Quickly and easily integrate and explore your data, using
either our simple no-code viz builder or state of the art SQL
IDE.
@@ -51,7 +51,7 @@
<a href="https://apache.org/events/current-event" target="_blank" rel="noreferrer">Events</a> |
<a href="https://apache.org/licenses/" target="_blank" rel="noreferrer">License</a>
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diff --git a/markdown-page/index.html b/markdown-page/index.html
index 85b9b64..7fbf10a 100644
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+++ b/markdown-page/index.html
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<html lang="en" dir="ltr" class="mdx-wrapper mdx-page plugin-pages plugin-id-default">
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-<meta name="generator" content="Docusaurus v2.3.1">
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<script async src="https://www.google-analytics.com/analytics.js"></script>
@@ -17,13 +17,13 @@
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