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circle{fill:var(--md-mermaid-label-bg-color)}.actor{fill:var(--md-mermaid-sequence-actor-bg-color);stroke:var(--md-mermaid-sequence-actor-border-color)}text.actor>tspan{fill:var(--md-mermaid-sequence-actor-fg-color);font-family:var(--md-mermaid-font-family)}line{stroke:var(--md-mermaid-sequence-actor-line-color)}.actor-man circle,.actor-man line{fill:var(--md-mermaid-sequence-actorman-bg-color);stroke:var(--md-mermaid-sequence-actorman-line-color)}.messageLine0,.messageLine1{stroke:var(--md-mermaid-sequence-message-line-color)}.note{fill:var(--md-mermaid-sequence-note-bg-color);stroke:var(--md-mermaid-sequence-note-border-color)}.loopText,.loopText>tspan,.messageText,.noteText>tspan{stroke:none;font-family:var(--md-mermaid-font-family)!important}.messageText{fill:var(--md-mermaid-sequence-message-fg-color)}.loopText,.loopText>tspan{fill:var(--md-mermaid-sequence-loop-fg-color)}.noteText>tspan{fill:var(--md-mermaid-sequence-note-fg-color)}#arrowhead path{fill:var(--md-mermaid-sequence-message-line-color);stroke:none}.loopLine{fill:var(--md-mermaid-sequence-loop-bg-color);stroke:var(--md-mermaid-sequence-loop-border-color)}.labelBox{fill:var(--md-mermaid-sequence-label-bg-color);stroke:none}.labelText,.labelText>span{fill:var(--md-mermaid-sequence-label-fg-color);font-family:var(--md-mermaid-font-family)}.sequenceNumber{fill:var(--md-mermaid-sequence-number-fg-color)}rect.rect{fill:var(--md-mermaid-sequence-box-bg-color);stroke:none}rect.rect+text.text{fill:var(--md-mermaid-sequence-box-fg-color)}defs #sequencenumber{fill:var(--md-mermaid-sequence-number-bg-color)!important}";var Gr,Qa=0;function Ka(){return typeof mermaid=="undefined"||mermaid instanceof Element?Tt("https://unpkg.com/mermaid@11/dist/mermaid.min.js"):I(void 0)}function Wn(e){return e.classList.remove("mermaid"),Gr||(Gr=Ka().pipe(w(()=>mermaid.initialize({startOnLoad:!1,themeCSS:Un,sequence:{actorFontSize:"16px",messageFontSize:"16px",noteFontSize:"16px"}})),m(()=>{}),G(1))),Gr.subscribe(()=>co(this,null,function*(){e.classList.add("mermaid");let t=`__mermaid_${Qa++}`,r=x("div",{class:"mermaid"}),o=e.textContent,{svg:n,fn:i}=yield mermaid.render(t,o),a=r.attachShadow({mode:"closed"});a.innerHTML=n,e.replaceWith(r),i==null||i(a)})),Gr.pipe(m(()=>({ref:e})))}var Dn=x("table");function Vn(e){return e.replaceWith(Dn),Dn.replaceWith(An(e)),I({ref:e})}function Ya(e){let t=e.find(r=>r.checked)||e[0];return O(...e.map(r=>h(r,"change").pipe(m(()=>R(`label[for="${r.id}"]`))))).pipe(Q(R(`label[for="${t.id}"]`)),m(r=>({active:r})))}function Nn(e,{viewport$:t,target$:r}){let o=R(".tabbed-labels",e),n=P(":scope > input",e),i=Kr("prev");e.append(i);let a=Kr("next");return e.append(a),C(()=>{let s=new 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l=R(`label[for="${c.id}"]`);l.replaceChildren(x("a",{href:`#${l.htmlFor}`,tabIndex:-1},...Array.from(l.childNodes))),h(l.firstElementChild,"click").pipe(W(p),b(f=>!(f.metaKey||f.ctrlKey)),w(f=>{f.preventDefault(),f.stopPropagation()})).subscribe(()=>{history.replaceState({},"",`#${l.htmlFor}`),l.click()})}return B("content.tabs.link")&&s.pipe(Ce(1),re(t)).subscribe(([{active:c},{offset:l}])=>{let f=c.innerText.trim();if(c.hasAttribute("data-md-switching"))c.removeAttribute("data-md-switching");else{let u=e.offsetTop-l.y;for(let y of P("[data-tabs]"))for(let L of P(":scope > input",y)){let X=R(`label[for="${L.id}"]`);if(X!==c&&X.innerText.trim()===f){X.setAttribute("data-md-switching",""),L.click();break}}window.scrollTo({top:e.offsetTop-u});let d=__md_get("__tabs")||[];__md_set("__tabs",[...new Set([f,...d])])}}),s.pipe(W(p)).subscribe(()=>{for(let c of P("audio, video",e))c.pause()}),Ya(n).pipe(w(c=>s.next(c)),_(()=>s.complete()),m(c=>$({ref:e},c)))}).pipe(Ke(se))}function zn(e,{viewport$:t,target$:r,print$:o}){return O(...P(".annotate:not(.highlight)",e).map(n=>Pn(n,{target$:r,print$:o})),...P("pre:not(.mermaid) > code",e).map(n=>jn(n,{target$:r,print$:o})),...P("pre.mermaid",e).map(n=>Wn(n)),...P("table:not([class])",e).map(n=>Vn(n)),...P("details",e).map(n=>Fn(n,{target$:r,print$:o})),...P("[data-tabs]",e).map(n=>Nn(n,{viewport$:t,target$:r})),...P("[title]",e).filter(()=>B("content.tooltips")).map(n=>mt(n,{viewport$:t})))}function Ba(e,{alert$:t}){return t.pipe(v(r=>O(I(!0),I(!1).pipe(Ge(2e3))).pipe(m(o=>({message:r,active:o})))))}function qn(e,t){let r=R(".md-typeset",e);return C(()=>{let o=new g;return o.subscribe(({message:n,active:i})=>{e.classList.toggle("md-dialog--active",i),r.textContent=n}),Ba(e,t).pipe(w(n=>o.next(n)),_(()=>o.complete()),m(n=>$({ref:e},n)))})}var Ga=0;function Ja(e,t){document.body.append(e);let{width:r}=ce(e);e.style.setProperty("--md-tooltip-width",`${r}px`),e.remove();let o=cr(t),n=typeof o!="undefined"?Ne(o):I({x:0,y:0}),i=O(et(t),$t(t)).pipe(K());return z([i,n]).pipe(m(([a,s])=>{let{x:p,y:c}=Ve(t),l=ce(t),f=t.closest("table");return f&&t.parentElement&&(p+=f.offsetLeft+t.parentElement.offsetLeft,c+=f.offsetTop+t.parentElement.offsetTop),{active:a,offset:{x:p-s.x+l.width/2-r/2,y:c-s.y+l.height+8}}}))}function Qn(e){let t=e.title;if(!t.length)return S;let r=`__tooltip_${Ga++}`,o=Rt(r,"inline"),n=R(".md-typeset",o);return n.innerHTML=t,C(()=>{let i=new g;return i.subscribe({next({offset:a}){o.style.setProperty("--md-tooltip-x",`${a.x}px`),o.style.setProperty("--md-tooltip-y",`${a.y}px`)},complete(){o.style.removeProperty("--md-tooltip-x"),o.style.removeProperty("--md-tooltip-y")}}),O(i.pipe(b(({active:a})=>a)),i.pipe(_e(250),b(({active:a})=>!a))).subscribe({next({active:a}){a?(e.insertAdjacentElement("afterend",o),e.setAttribute("aria-describedby",r),e.removeAttribute("title")):(o.remove(),e.removeAttribute("aria-describedby"),e.setAttribute("title",t))},complete(){o.remove(),e.removeAttribute("aria-describedby"),e.setAttribute("title",t)}}),i.pipe(Me(16,me)).subscribe(({active:a})=>{o.classList.toggle("md-tooltip--active",a)}),i.pipe(pt(125,me),b(()=>!!e.offsetParent),m(()=>e.offsetParent.getBoundingClientRect()),m(({x:a})=>a)).subscribe({next(a){a?o.style.setProperty("--md-tooltip-0",`${-a}px`):o.style.removeProperty("--md-tooltip-0")},complete(){o.style.removeProperty("--md-tooltip-0")}}),Ja(o,e).pipe(w(a=>i.next(a)),_(()=>i.complete()),m(a=>$({ref:e},a)))}).pipe(Ke(se))}function Xa({viewport$:e}){if(!B("header.autohide"))return I(!1);let t=e.pipe(m(({offset:{y:n}})=>n),Be(2,1),m(([n,i])=>[nMath.abs(i-n.y)>100),m(([,[n]])=>n),K()),o=ze("search");return z([e,o]).pipe(m(([{offset:n},i])=>n.y>400&&!i),K(),v(n=>n?r:I(!1)),Q(!1))}function Kn(e,t){return C(()=>z([ge(e),Xa(t)])).pipe(m(([{height:r},o])=>({height:r,hidden:o})),K((r,o)=>r.height===o.height&&r.hidden===o.hidden),G(1))}function Yn(e,{header$:t,main$:r}){return C(()=>{let o=new g,n=o.pipe(Z(),ie(!0));o.pipe(ee("active"),He(t)).subscribe(([{active:a},{hidden:s}])=>{e.classList.toggle("md-header--shadow",a&&!s),e.hidden=s});let i=ue(P("[title]",e)).pipe(b(()=>B("content.tooltips")),ne(a=>Qn(a)));return r.subscribe(o),t.pipe(W(n),m(a=>$({ref:e},a)),Re(i.pipe(W(n))))})}function Za(e,{viewport$:t,header$:r}){return mr(e,{viewport$:t,header$:r}).pipe(m(({offset:{y:o}})=>{let{height:n}=ce(e);return{active:o>=n}}),ee("active"))}function Bn(e,t){return C(()=>{let r=new g;r.subscribe({next({active:n}){e.classList.toggle("md-header__title--active",n)},complete(){e.classList.remove("md-header__title--active")}});let o=fe(".md-content h1");return typeof o=="undefined"?S:Za(o,t).pipe(w(n=>r.next(n)),_(()=>r.complete()),m(n=>$({ref:e},n)))})}function Gn(e,{viewport$:t,header$:r}){let o=r.pipe(m(({height:i})=>i),K()),n=o.pipe(v(()=>ge(e).pipe(m(({height:i})=>({top:e.offsetTop,bottom:e.offsetTop+i})),ee("bottom"))));return z([o,n,t]).pipe(m(([i,{top:a,bottom:s},{offset:{y:p},size:{height:c}}])=>(c=Math.max(0,c-Math.max(0,a-p,i)-Math.max(0,c+p-s)),{offset:a-i,height:c,active:a-i<=p})),K((i,a)=>i.offset===a.offset&&i.height===a.height&&i.active===a.active))}function es(e){let t=__md_get("__palette")||{index:e.findIndex(o=>matchMedia(o.getAttribute("data-md-color-media")).matches)},r=Math.max(0,Math.min(t.index,e.length-1));return I(...e).pipe(ne(o=>h(o,"change").pipe(m(()=>o))),Q(e[r]),m(o=>({index:e.indexOf(o),color:{media:o.getAttribute("data-md-color-media"),scheme:o.getAttribute("data-md-color-scheme"),primary:o.getAttribute("data-md-color-primary"),accent:o.getAttribute("data-md-color-accent")}})),G(1))}function Jn(e){let t=P("input",e),r=x("meta",{name:"theme-color"});document.head.appendChild(r);let o=x("meta",{name:"color-scheme"});document.head.appendChild(o);let n=Pt("(prefers-color-scheme: light)");return C(()=>{let i=new g;return i.subscribe(a=>{if(document.body.setAttribute("data-md-color-switching",""),a.color.media==="(prefers-color-scheme)"){let s=matchMedia("(prefers-color-scheme: light)"),p=document.querySelector(s.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: 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Jr=Mt(Br());function ts(e){e.setAttribute("data-md-copying","");let t=e.closest("[data-copy]"),r=t?t.getAttribute("data-copy"):e.innerText;return e.removeAttribute("data-md-copying"),r.trimEnd()}function Zn({alert$:e}){Jr.default.isSupported()&&new j(t=>{new Jr.default("[data-clipboard-target], [data-clipboard-text]",{text:r=>r.getAttribute("data-clipboard-text")||ts(R(r.getAttribute("data-clipboard-target")))}).on("success",r=>t.next(r))}).pipe(w(t=>{t.trigger.focus()}),m(()=>Ee("clipboard.copied"))).subscribe(e)}function ei(e,t){return e.protocol=t.protocol,e.hostname=t.hostname,e}function rs(e,t){let r=new Map;for(let o of P("url",e)){let n=R("loc",o),i=[ei(new URL(n.textContent),t)];r.set(`${i[0]}`,i);for(let a of P("[rel=alternate]",o)){let s=a.getAttribute("href");s!=null&&i.push(ei(new URL(s),t))}}return r}function ur(e){return un(new URL("sitemap.xml",e)).pipe(m(t=>rs(t,new URL(e))),de(()=>I(new Map)))}function os(e,t){if(!(e.target instanceof Element))return S;let r=e.target.closest("a");if(r===null)return S;if(r.target||e.metaKey||e.ctrlKey)return S;let o=new URL(r.href);return o.search=o.hash="",t.has(`${o}`)?(e.preventDefault(),I(new URL(r.href))):S}function ti(e){let t=new Map;for(let r of P(":scope > *",e.head))t.set(r.outerHTML,r);return t}function ri(e){for(let t of P("[href], [src]",e))for(let r of["href","src"]){let o=t.getAttribute(r);if(o&&!/^(?:[a-z]+:)?\/\//i.test(o)){t[r]=t[r];break}}return I(e)}function ns(e){for(let o of["[data-md-component=announce]","[data-md-component=container]","[data-md-component=header-topic]","[data-md-component=outdated]","[data-md-component=logo]","[data-md-component=skip]",...B("navigation.tabs.sticky")?["[data-md-component=tabs]"]:[]]){let n=fe(o),i=fe(o,e);typeof n!="undefined"&&typeof i!="undefined"&&n.replaceWith(i)}let t=ti(document);for(let[o,n]of ti(e))t.has(o)?t.delete(o):document.head.appendChild(n);for(let o of t.values()){let 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t.pipe(m(({value:r})=>{let o=ye();return o.hash="",r=r.replace(/\s+/g,"+").replace(/&/g,"%26").replace(/=/g,"%3D"),o.search=`q=${r}`,{url:o}}))}function mi(e,t){let r=new g,o=r.pipe(Z(),ie(!0));return r.subscribe(({url:n})=>{e.setAttribute("data-clipboard-text",e.href),e.href=`${n}`}),h(e,"click").pipe(W(o)).subscribe(n=>n.preventDefault()),ms(e,t).pipe(w(n=>r.next(n)),_(()=>r.complete()),m(n=>$({ref:e},n)))}function fi(e,{worker$:t,keyboard$:r}){let o=new g,n=Se("search-query"),i=O(h(n,"keydown"),h(n,"focus")).pipe(ve(se),m(()=>n.value),K());return o.pipe(He(i),m(([{suggest:s},p])=>{let c=p.split(/([\s-]+)/);if(s!=null&&s.length&&c[c.length-1]){let l=s[s.length-1];l.startsWith(c[c.length-1])&&(c[c.length-1]=l)}else c.length=0;return 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Ti({document$:e,tablet$:t}){e.pipe(v(()=>P(".md-toggle--indeterminate")),w(r=>{r.indeterminate=!0,r.checked=!1}),ne(r=>h(r,"change").pipe(Dr(()=>r.classList.contains("md-toggle--indeterminate")),m(()=>r))),re(t)).subscribe(([r,o])=>{r.classList.remove("md-toggle--indeterminate"),o&&(r.checked=!1)})}function gs(){return/(iPad|iPhone|iPod)/.test(navigator.userAgent)}function Si({document$:e}){e.pipe(v(()=>P("[data-md-scrollfix]")),w(t=>t.removeAttribute("data-md-scrollfix")),b(gs),ne(t=>h(t,"touchstart").pipe(m(()=>t)))).subscribe(t=>{let r=t.scrollTop;r===0?t.scrollTop=1:r+t.offsetHeight===t.scrollHeight&&(t.scrollTop=r-1)})}function Oi({viewport$:e,tablet$:t}){z([ze("search"),t]).pipe(m(([r,o])=>r&&!o),v(r=>I(r).pipe(Ge(r?400:100))),re(e)).subscribe(([r,{offset:{y:o}}])=>{if(r)document.body.setAttribute("data-md-scrolllock",""),document.body.style.top=`-${o}px`;else{let 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rt=Kn(Se("header"),{viewport$:Oe}),Ft=ot.pipe(m(()=>Se("main")),v(e=>Gn(e,{viewport$:Oe,header$:rt})),G(1)),xs=O(...ae("consent").map(e=>En(e,{target$:Lt})),...ae("dialog").map(e=>qn(e,{alert$:ro})),...ae("palette").map(e=>Jn(e)),...ae("progress").map(e=>Xn(e,{progress$:oo})),...ae("search").map(e=>ui(e,{index$:Ai,keyboard$:to})),...ae("source").map(e=>gi(e))),Es=C(()=>O(...ae("announce").map(e=>xn(e)),...ae("content").map(e=>zn(e,{viewport$:Oe,target$:Lt,print$:_i})),...ae("content").map(e=>B("search.highlight")?di(e,{index$:Ai,location$:Ut}):S),...ae("header").map(e=>Yn(e,{viewport$:Oe,header$:rt,main$:Ft})),...ae("header-title").map(e=>Bn(e,{viewport$:Oe,header$:rt})),...ae("sidebar").map(e=>e.getAttribute("data-md-type")==="navigation"?Nr(Mi,()=>Zr(e,{viewport$:Oe,header$:rt,main$:Ft})):Nr(hr,()=>Zr(e,{viewport$:Oe,header$:rt,main$:Ft}))),...ae("tabs").map(e=>yi(e,{viewport$:Oe,header$:rt})),...ae("toc").map(e=>xi(e,{viewport$:Oe,header$:rt,main$:Ft,target$:Lt})),...ae("top").map(e=>Ei(e,{viewport$:Oe,header$:rt,main$:Ft,target$:Lt})))),Ci=ot.pipe(v(()=>Es),Re(xs),G(1));Ci.subscribe();window.document$=ot;window.location$=Ut;window.target$=Lt;window.keyboard$=to;window.viewport$=Oe;window.tablet$=hr;window.screen$=Mi;window.print$=_i;window.alert$=ro;window.progress$=oo;window.component$=Ci;})(); 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"src/templates/assets/javascripts/polyfills/index.ts"], + "sourcesContent": ["(function (global, factory) {\n typeof exports === 'object' && typeof module !== 'undefined' ? factory() :\n typeof define === 'function' && define.amd ? define(factory) :\n (factory());\n}(this, (function () { 'use strict';\n\n /**\n * Applies the :focus-visible polyfill at the given scope.\n * A scope in this case is either the top-level Document or a Shadow Root.\n *\n * @param {(Document|ShadowRoot)} scope\n * @see https://github.com/WICG/focus-visible\n */\n function applyFocusVisiblePolyfill(scope) {\n var hadKeyboardEvent = true;\n var hadFocusVisibleRecently = false;\n var hadFocusVisibleRecentlyTimeout = null;\n\n var inputTypesAllowlist = {\n text: true,\n search: true,\n url: true,\n tel: true,\n email: true,\n password: true,\n number: true,\n date: true,\n month: true,\n week: true,\n time: true,\n datetime: true,\n 'datetime-local': true\n };\n\n /**\n * Helper function for legacy browsers and iframes which sometimes focus\n * elements like document, body, and non-interactive SVG.\n * @param {Element} el\n */\n function isValidFocusTarget(el) {\n if (\n el &&\n el !== document &&\n el.nodeName !== 'HTML' &&\n el.nodeName !== 'BODY' &&\n 'classList' in el &&\n 'contains' in el.classList\n ) {\n return true;\n }\n return false;\n }\n\n /**\n * Computes whether the given element should automatically trigger the\n * `focus-visible` class being added, i.e. whether it should always match\n * `:focus-visible` when focused.\n * @param {Element} el\n * @return {boolean}\n */\n function focusTriggersKeyboardModality(el) {\n var type = el.type;\n var tagName = el.tagName;\n\n if (tagName === 'INPUT' && inputTypesAllowlist[type] && !el.readOnly) {\n return true;\n }\n\n if (tagName === 'TEXTAREA' && !el.readOnly) {\n return true;\n }\n\n if (el.isContentEditable) {\n return true;\n }\n\n return false;\n }\n\n /**\n * Add the `focus-visible` class to the given element if it was not added by\n * the author.\n * @param {Element} el\n */\n function addFocusVisibleClass(el) {\n if (el.classList.contains('focus-visible')) {\n return;\n }\n el.classList.add('focus-visible');\n el.setAttribute('data-focus-visible-added', '');\n }\n\n /**\n * Remove the `focus-visible` class from the given element if it was not\n * originally added by the author.\n * @param {Element} el\n */\n function removeFocusVisibleClass(el) {\n if (!el.hasAttribute('data-focus-visible-added')) {\n return;\n }\n el.classList.remove('focus-visible');\n el.removeAttribute('data-focus-visible-added');\n }\n\n /**\n * If the most recent user interaction was via the keyboard;\n * and the key press did not include a meta, alt/option, or control key;\n * then the modality is keyboard. Otherwise, the modality is not keyboard.\n * Apply `focus-visible` to any current active element and keep track\n * of our keyboard modality state with `hadKeyboardEvent`.\n * @param {KeyboardEvent} e\n */\n function onKeyDown(e) {\n if (e.metaKey || e.altKey || e.ctrlKey) {\n return;\n }\n\n if (isValidFocusTarget(scope.activeElement)) {\n addFocusVisibleClass(scope.activeElement);\n }\n\n hadKeyboardEvent = true;\n }\n\n /**\n * If at any point a user clicks with a pointing device, ensure that we change\n * the modality away from keyboard.\n * This avoids the situation where a user presses a key on an already focused\n * element, and then clicks on a different element, focusing it with a\n * pointing device, while we still think we're in keyboard modality.\n * @param {Event} e\n */\n function onPointerDown(e) {\n hadKeyboardEvent = false;\n }\n\n /**\n * On `focus`, add the `focus-visible` class to the target if:\n * - the target received focus as a result of keyboard navigation, or\n * - the event target is an element that will likely require interaction\n * via the keyboard (e.g. a text box)\n * @param {Event} e\n */\n function onFocus(e) {\n // Prevent IE from focusing the document or HTML element.\n if (!isValidFocusTarget(e.target)) {\n return;\n }\n\n if (hadKeyboardEvent || focusTriggersKeyboardModality(e.target)) {\n addFocusVisibleClass(e.target);\n }\n }\n\n /**\n * On `blur`, remove the `focus-visible` class from the target.\n * @param {Event} e\n */\n function onBlur(e) {\n if (!isValidFocusTarget(e.target)) {\n return;\n }\n\n if (\n e.target.classList.contains('focus-visible') ||\n e.target.hasAttribute('data-focus-visible-added')\n ) {\n // To detect a tab/window switch, we look for a blur event followed\n // rapidly by a visibility change.\n // If we don't see a visibility change within 100ms, it's probably a\n // regular focus change.\n hadFocusVisibleRecently = true;\n window.clearTimeout(hadFocusVisibleRecentlyTimeout);\n hadFocusVisibleRecentlyTimeout = window.setTimeout(function() {\n hadFocusVisibleRecently = false;\n }, 100);\n removeFocusVisibleClass(e.target);\n }\n }\n\n /**\n * If the user changes tabs, keep track of whether or not the previously\n * focused element had .focus-visible.\n * @param {Event} e\n */\n function onVisibilityChange(e) {\n if (document.visibilityState === 'hidden') {\n // If the tab becomes active again, the browser will handle calling focus\n // on the element (Safari actually calls it twice).\n // If this tab change caused a blur on an element with focus-visible,\n // re-apply the class when the user switches back to the tab.\n if (hadFocusVisibleRecently) {\n hadKeyboardEvent = true;\n }\n addInitialPointerMoveListeners();\n }\n }\n\n /**\n * Add a group of listeners to detect usage of any pointing devices.\n * These listeners will be added when the polyfill first loads, and anytime\n * the window is blurred, so that they are active when the window regains\n * focus.\n */\n function addInitialPointerMoveListeners() {\n document.addEventListener('mousemove', onInitialPointerMove);\n document.addEventListener('mousedown', onInitialPointerMove);\n document.addEventListener('mouseup', onInitialPointerMove);\n document.addEventListener('pointermove', onInitialPointerMove);\n document.addEventListener('pointerdown', onInitialPointerMove);\n document.addEventListener('pointerup', onInitialPointerMove);\n document.addEventListener('touchmove', onInitialPointerMove);\n document.addEventListener('touchstart', onInitialPointerMove);\n document.addEventListener('touchend', onInitialPointerMove);\n }\n\n function removeInitialPointerMoveListeners() {\n document.removeEventListener('mousemove', onInitialPointerMove);\n document.removeEventListener('mousedown', onInitialPointerMove);\n document.removeEventListener('mouseup', onInitialPointerMove);\n document.removeEventListener('pointermove', onInitialPointerMove);\n document.removeEventListener('pointerdown', onInitialPointerMove);\n document.removeEventListener('pointerup', onInitialPointerMove);\n document.removeEventListener('touchmove', onInitialPointerMove);\n document.removeEventListener('touchstart', onInitialPointerMove);\n document.removeEventListener('touchend', onInitialPointerMove);\n }\n\n /**\n * When the polfyill first loads, assume the user is in keyboard modality.\n * If any event is received from a pointing device (e.g. mouse, pointer,\n * touch), turn off keyboard modality.\n * This accounts for situations where focus enters the page from the URL bar.\n * @param {Event} e\n */\n function onInitialPointerMove(e) {\n // Work around a Safari quirk that fires a mousemove on whenever the\n // window blurs, even if you're tabbing out of the page. \u00AF\\_(\u30C4)_/\u00AF\n if (e.target.nodeName && e.target.nodeName.toLowerCase() === 'html') {\n return;\n }\n\n hadKeyboardEvent = false;\n removeInitialPointerMoveListeners();\n }\n\n // For some kinds of state, we are interested in changes at the global scope\n // only. For example, global pointer input, global key presses and global\n // visibility change should affect the state at every scope:\n document.addEventListener('keydown', onKeyDown, true);\n document.addEventListener('mousedown', onPointerDown, true);\n document.addEventListener('pointerdown', onPointerDown, true);\n document.addEventListener('touchstart', onPointerDown, true);\n document.addEventListener('visibilitychange', onVisibilityChange, true);\n\n addInitialPointerMoveListeners();\n\n // For focus and blur, we specifically care about state changes in the local\n // scope. This is because focus / blur events that originate from within a\n // shadow root are not re-dispatched from the host element if it was already\n // the active element in its own scope:\n scope.addEventListener('focus', onFocus, true);\n scope.addEventListener('blur', onBlur, true);\n\n // We detect that a node is a ShadowRoot by ensuring that it is a\n // DocumentFragment and also has a host property. This check covers native\n // implementation and polyfill implementation transparently. If we only cared\n // about the native implementation, we could just check if the scope was\n // an instance of a ShadowRoot.\n if (scope.nodeType === Node.DOCUMENT_FRAGMENT_NODE && scope.host) {\n // Since a ShadowRoot is a special kind of DocumentFragment, it does not\n // have a root element to add a class to. So, we add this attribute to the\n // host element instead:\n scope.host.setAttribute('data-js-focus-visible', '');\n } else if (scope.nodeType === Node.DOCUMENT_NODE) {\n document.documentElement.classList.add('js-focus-visible');\n document.documentElement.setAttribute('data-js-focus-visible', '');\n }\n }\n\n // It is important to wrap all references to global window and document in\n // these checks to support server-side rendering use cases\n // @see https://github.com/WICG/focus-visible/issues/199\n if (typeof window !== 'undefined' && typeof document !== 'undefined') {\n // Make the polyfill helper globally available. This can be used as a signal\n // to interested libraries that wish to coordinate with the polyfill for e.g.,\n // applying the polyfill to a shadow root:\n window.applyFocusVisiblePolyfill = applyFocusVisiblePolyfill;\n\n // Notify interested libraries of the polyfill's presence, in case the\n // polyfill was loaded lazily:\n var event;\n\n try {\n event = new CustomEvent('focus-visible-polyfill-ready');\n } catch (error) {\n // IE11 does not support using CustomEvent as a constructor directly:\n event = document.createEvent('CustomEvent');\n event.initCustomEvent('focus-visible-polyfill-ready', false, false, {});\n }\n\n window.dispatchEvent(event);\n }\n\n if (typeof document !== 'undefined') {\n // Apply the polyfill to the global document, so that no JavaScript\n // coordination is required to use the polyfill in the top-level document:\n applyFocusVisiblePolyfill(document);\n }\n\n})));\n", "/*!\n * escape-html\n * Copyright(c) 2012-2013 TJ Holowaychuk\n * Copyright(c) 2015 Andreas Lubbe\n * Copyright(c) 2015 Tiancheng \"Timothy\" Gu\n * MIT Licensed\n */\n\n'use strict';\n\n/**\n * Module variables.\n * @private\n */\n\nvar matchHtmlRegExp = /[\"'&<>]/;\n\n/**\n * Module exports.\n * @public\n */\n\nmodule.exports = escapeHtml;\n\n/**\n * Escape special characters in the given string of html.\n *\n * @param {string} string The string to escape for inserting into HTML\n * @return {string}\n * @public\n */\n\nfunction escapeHtml(string) {\n var str = '' + string;\n var match = matchHtmlRegExp.exec(str);\n\n if (!match) {\n return str;\n }\n\n var escape;\n var html = '';\n var index = 0;\n var lastIndex = 0;\n\n for (index = match.index; index < str.length; index++) {\n switch (str.charCodeAt(index)) {\n case 34: // \"\n escape = '"';\n break;\n case 38: // &\n escape = '&';\n break;\n case 39: // '\n escape = ''';\n break;\n case 60: // <\n escape = '<';\n break;\n case 62: // >\n escape = '>';\n break;\n default:\n continue;\n }\n\n if (lastIndex !== index) {\n html += str.substring(lastIndex, index);\n }\n\n lastIndex = index + 1;\n html += escape;\n }\n\n return lastIndex !== index\n ? html + str.substring(lastIndex, index)\n : html;\n}\n", "/*!\n * clipboard.js v2.0.11\n * https://clipboardjs.com/\n *\n * Licensed MIT \u00A9 Zeno Rocha\n */\n(function webpackUniversalModuleDefinition(root, factory) {\n\tif(typeof exports === 'object' && typeof module === 'object')\n\t\tmodule.exports = factory();\n\telse if(typeof define === 'function' && define.amd)\n\t\tdefine([], factory);\n\telse if(typeof exports === 'object')\n\t\texports[\"ClipboardJS\"] = factory();\n\telse\n\t\troot[\"ClipboardJS\"] = factory();\n})(this, function() {\nreturn /******/ (function() { // webpackBootstrap\n/******/ \tvar __webpack_modules__ = ({\n\n/***/ 686:\n/***/ (function(__unused_webpack_module, __webpack_exports__, __webpack_require__) {\n\n\"use strict\";\n\n// EXPORTS\n__webpack_require__.d(__webpack_exports__, {\n \"default\": function() { return /* binding */ clipboard; }\n});\n\n// EXTERNAL MODULE: ./node_modules/tiny-emitter/index.js\nvar tiny_emitter = __webpack_require__(279);\nvar tiny_emitter_default = /*#__PURE__*/__webpack_require__.n(tiny_emitter);\n// EXTERNAL MODULE: ./node_modules/good-listener/src/listen.js\nvar listen = __webpack_require__(370);\nvar listen_default = /*#__PURE__*/__webpack_require__.n(listen);\n// EXTERNAL MODULE: ./node_modules/select/src/select.js\nvar src_select = __webpack_require__(817);\nvar select_default = /*#__PURE__*/__webpack_require__.n(src_select);\n;// CONCATENATED MODULE: ./src/common/command.js\n/**\n * Executes a given operation type.\n * @param {String} type\n * @return {Boolean}\n */\nfunction command(type) {\n try {\n return document.execCommand(type);\n } catch (err) {\n return false;\n }\n}\n;// CONCATENATED MODULE: ./src/actions/cut.js\n\n\n/**\n * Cut action wrapper.\n * @param {String|HTMLElement} target\n * @return {String}\n */\n\nvar ClipboardActionCut = function ClipboardActionCut(target) {\n var selectedText = select_default()(target);\n command('cut');\n return selectedText;\n};\n\n/* harmony default export */ var actions_cut = (ClipboardActionCut);\n;// CONCATENATED MODULE: ./src/common/create-fake-element.js\n/**\n * Creates a fake textarea element with a value.\n * @param {String} value\n * @return {HTMLElement}\n */\nfunction createFakeElement(value) {\n var isRTL = document.documentElement.getAttribute('dir') === 'rtl';\n var fakeElement = document.createElement('textarea'); // Prevent zooming on iOS\n\n fakeElement.style.fontSize = '12pt'; // Reset box model\n\n fakeElement.style.border = '0';\n fakeElement.style.padding = '0';\n fakeElement.style.margin = '0'; // Move element out of screen horizontally\n\n fakeElement.style.position = 'absolute';\n fakeElement.style[isRTL ? 'right' : 'left'] = '-9999px'; // Move element to the same position vertically\n\n var yPosition = window.pageYOffset || document.documentElement.scrollTop;\n fakeElement.style.top = \"\".concat(yPosition, \"px\");\n fakeElement.setAttribute('readonly', '');\n fakeElement.value = value;\n return fakeElement;\n}\n;// CONCATENATED MODULE: ./src/actions/copy.js\n\n\n\n/**\n * Create fake copy action wrapper using a fake element.\n * @param {String} target\n * @param {Object} options\n * @return {String}\n */\n\nvar fakeCopyAction = function fakeCopyAction(value, options) {\n var fakeElement = createFakeElement(value);\n options.container.appendChild(fakeElement);\n var selectedText = select_default()(fakeElement);\n command('copy');\n fakeElement.remove();\n return selectedText;\n};\n/**\n * Copy action wrapper.\n * @param {String|HTMLElement} target\n * @param {Object} options\n * @return {String}\n */\n\n\nvar ClipboardActionCopy = function ClipboardActionCopy(target) {\n var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {\n container: document.body\n };\n var selectedText = '';\n\n if (typeof target === 'string') {\n selectedText = fakeCopyAction(target, options);\n } else if (target instanceof HTMLInputElement && !['text', 'search', 'url', 'tel', 'password'].includes(target === null || target === void 0 ? void 0 : target.type)) {\n // If input type doesn't support `setSelectionRange`. Simulate it. https://developer.mozilla.org/en-US/docs/Web/API/HTMLInputElement/setSelectionRange\n selectedText = fakeCopyAction(target.value, options);\n } else {\n selectedText = select_default()(target);\n command('copy');\n }\n\n return selectedText;\n};\n\n/* harmony default export */ var actions_copy = (ClipboardActionCopy);\n;// CONCATENATED MODULE: ./src/actions/default.js\nfunction _typeof(obj) { \"@babel/helpers - typeof\"; if (typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\") { _typeof = function _typeof(obj) { return typeof obj; }; } else { _typeof = function _typeof(obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; }; } return _typeof(obj); }\n\n\n\n/**\n * Inner function which performs selection from either `text` or `target`\n * properties and then executes copy or cut operations.\n * @param {Object} options\n */\n\nvar ClipboardActionDefault = function ClipboardActionDefault() {\n var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n // Defines base properties passed from constructor.\n var _options$action = options.action,\n action = _options$action === void 0 ? 'copy' : _options$action,\n container = options.container,\n target = options.target,\n text = options.text; // Sets the `action` to be performed which can be either 'copy' or 'cut'.\n\n if (action !== 'copy' && action !== 'cut') {\n throw new Error('Invalid \"action\" value, use either \"copy\" or \"cut\"');\n } // Sets the `target` property using an element that will be have its content copied.\n\n\n if (target !== undefined) {\n if (target && _typeof(target) === 'object' && target.nodeType === 1) {\n if (action === 'copy' && target.hasAttribute('disabled')) {\n throw new Error('Invalid \"target\" attribute. Please use \"readonly\" instead of \"disabled\" attribute');\n }\n\n if (action === 'cut' && (target.hasAttribute('readonly') || target.hasAttribute('disabled'))) {\n throw new Error('Invalid \"target\" attribute. You can\\'t cut text from elements with \"readonly\" or \"disabled\" attributes');\n }\n } else {\n throw new Error('Invalid \"target\" value, use a valid Element');\n }\n } // Define selection strategy based on `text` property.\n\n\n if (text) {\n return actions_copy(text, {\n container: container\n });\n } // Defines which selection strategy based on `target` property.\n\n\n if (target) {\n return action === 'cut' ? actions_cut(target) : actions_copy(target, {\n container: container\n });\n }\n};\n\n/* harmony default export */ var actions_default = (ClipboardActionDefault);\n;// CONCATENATED MODULE: ./src/clipboard.js\nfunction clipboard_typeof(obj) { \"@babel/helpers - typeof\"; if (typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\") { clipboard_typeof = function _typeof(obj) { return typeof obj; }; } else { clipboard_typeof = function _typeof(obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; }; } return clipboard_typeof(obj); }\n\nfunction _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\nfunction _defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } }\n\nfunction _createClass(Constructor, protoProps, staticProps) { if (protoProps) _defineProperties(Constructor.prototype, protoProps); if (staticProps) _defineProperties(Constructor, staticProps); return Constructor; }\n\nfunction _inherits(subClass, superClass) { if (typeof superClass !== \"function\" && superClass !== null) { throw new TypeError(\"Super expression must either be null or a function\"); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, writable: true, configurable: true } }); if (superClass) _setPrototypeOf(subClass, superClass); }\n\nfunction _setPrototypeOf(o, p) { _setPrototypeOf = Object.setPrototypeOf || function _setPrototypeOf(o, p) { o.__proto__ = p; return o; }; return _setPrototypeOf(o, p); }\n\nfunction _createSuper(Derived) { var hasNativeReflectConstruct = _isNativeReflectConstruct(); return function _createSuperInternal() { var Super = _getPrototypeOf(Derived), result; if (hasNativeReflectConstruct) { var NewTarget = _getPrototypeOf(this).constructor; result = Reflect.construct(Super, arguments, NewTarget); } else { result = Super.apply(this, arguments); } return _possibleConstructorReturn(this, result); }; }\n\nfunction _possibleConstructorReturn(self, call) { if (call && (clipboard_typeof(call) === \"object\" || typeof call === \"function\")) { return call; } return _assertThisInitialized(self); }\n\nfunction _assertThisInitialized(self) { if (self === void 0) { throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\"); } return self; }\n\nfunction _isNativeReflectConstruct() { if (typeof Reflect === \"undefined\" || !Reflect.construct) return false; if (Reflect.construct.sham) return false; if (typeof Proxy === \"function\") return true; try { Date.prototype.toString.call(Reflect.construct(Date, [], function () {})); return true; } catch (e) { return false; } }\n\nfunction _getPrototypeOf(o) { _getPrototypeOf = Object.setPrototypeOf ? Object.getPrototypeOf : function _getPrototypeOf(o) { return o.__proto__ || Object.getPrototypeOf(o); }; return _getPrototypeOf(o); }\n\n\n\n\n\n\n/**\n * Helper function to retrieve attribute value.\n * @param {String} suffix\n * @param {Element} element\n */\n\nfunction getAttributeValue(suffix, element) {\n var attribute = \"data-clipboard-\".concat(suffix);\n\n if (!element.hasAttribute(attribute)) {\n return;\n }\n\n return element.getAttribute(attribute);\n}\n/**\n * Base class which takes one or more elements, adds event listeners to them,\n * and instantiates a new `ClipboardAction` on each click.\n */\n\n\nvar Clipboard = /*#__PURE__*/function (_Emitter) {\n _inherits(Clipboard, _Emitter);\n\n var _super = _createSuper(Clipboard);\n\n /**\n * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n * @param {Object} options\n */\n function Clipboard(trigger, options) {\n var _this;\n\n _classCallCheck(this, Clipboard);\n\n _this = _super.call(this);\n\n _this.resolveOptions(options);\n\n _this.listenClick(trigger);\n\n return _this;\n }\n /**\n * Defines if attributes would be resolved using internal setter functions\n * or custom functions that were passed in the constructor.\n * @param {Object} options\n */\n\n\n _createClass(Clipboard, [{\n key: \"resolveOptions\",\n value: function resolveOptions() {\n var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n this.action = typeof options.action === 'function' ? options.action : this.defaultAction;\n this.target = typeof options.target === 'function' ? options.target : this.defaultTarget;\n this.text = typeof options.text === 'function' ? options.text : this.defaultText;\n this.container = clipboard_typeof(options.container) === 'object' ? options.container : document.body;\n }\n /**\n * Adds a click event listener to the passed trigger.\n * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n */\n\n }, {\n key: \"listenClick\",\n value: function listenClick(trigger) {\n var _this2 = this;\n\n this.listener = listen_default()(trigger, 'click', function (e) {\n return _this2.onClick(e);\n });\n }\n /**\n * Defines a new `ClipboardAction` on each click event.\n * @param {Event} e\n */\n\n }, {\n key: \"onClick\",\n value: function onClick(e) {\n var trigger = e.delegateTarget || e.currentTarget;\n var action = this.action(trigger) || 'copy';\n var text = actions_default({\n action: action,\n container: this.container,\n target: this.target(trigger),\n text: this.text(trigger)\n }); // Fires an event based on the copy operation result.\n\n this.emit(text ? 'success' : 'error', {\n action: action,\n text: text,\n trigger: trigger,\n clearSelection: function clearSelection() {\n if (trigger) {\n trigger.focus();\n }\n\n window.getSelection().removeAllRanges();\n }\n });\n }\n /**\n * Default `action` lookup function.\n * @param {Element} trigger\n */\n\n }, {\n key: \"defaultAction\",\n value: function defaultAction(trigger) {\n return getAttributeValue('action', trigger);\n }\n /**\n * Default `target` lookup function.\n * @param {Element} trigger\n */\n\n }, {\n key: \"defaultTarget\",\n value: function defaultTarget(trigger) {\n var selector = getAttributeValue('target', trigger);\n\n if (selector) {\n return document.querySelector(selector);\n }\n }\n /**\n * Allow fire programmatically a copy action\n * @param {String|HTMLElement} target\n * @param {Object} options\n * @returns Text copied.\n */\n\n }, {\n key: \"defaultText\",\n\n /**\n * Default `text` lookup function.\n * @param {Element} trigger\n */\n value: function defaultText(trigger) {\n return getAttributeValue('text', trigger);\n }\n /**\n * Destroy lifecycle.\n */\n\n }, {\n key: \"destroy\",\n value: function destroy() {\n this.listener.destroy();\n }\n }], [{\n key: \"copy\",\n value: function copy(target) {\n var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {\n container: document.body\n };\n return actions_copy(target, options);\n }\n /**\n * Allow fire programmatically a cut action\n * @param {String|HTMLElement} target\n * @returns Text cutted.\n */\n\n }, {\n key: \"cut\",\n value: function cut(target) {\n return actions_cut(target);\n }\n /**\n * Returns the support of the given action, or all actions if no action is\n * given.\n * @param {String} [action]\n */\n\n }, {\n key: \"isSupported\",\n value: function isSupported() {\n var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : ['copy', 'cut'];\n var actions = typeof action === 'string' ? [action] : action;\n var support = !!document.queryCommandSupported;\n actions.forEach(function (action) {\n support = support && !!document.queryCommandSupported(action);\n });\n return support;\n }\n }]);\n\n return Clipboard;\n}((tiny_emitter_default()));\n\n/* harmony default export */ var clipboard = (Clipboard);\n\n/***/ }),\n\n/***/ 828:\n/***/ (function(module) {\n\nvar DOCUMENT_NODE_TYPE = 9;\n\n/**\n * A polyfill for Element.matches()\n */\nif (typeof Element !== 'undefined' && !Element.prototype.matches) {\n var proto = Element.prototype;\n\n proto.matches = proto.matchesSelector ||\n proto.mozMatchesSelector ||\n proto.msMatchesSelector ||\n proto.oMatchesSelector ||\n proto.webkitMatchesSelector;\n}\n\n/**\n * Finds the closest parent that matches a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @return {Function}\n */\nfunction closest (element, selector) {\n while (element && element.nodeType !== DOCUMENT_NODE_TYPE) {\n if (typeof element.matches === 'function' &&\n element.matches(selector)) {\n return element;\n }\n element = element.parentNode;\n }\n}\n\nmodule.exports = closest;\n\n\n/***/ }),\n\n/***/ 438:\n/***/ (function(module, __unused_webpack_exports, __webpack_require__) {\n\nvar closest = __webpack_require__(828);\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction _delegate(element, selector, type, callback, useCapture) {\n var listenerFn = listener.apply(this, arguments);\n\n element.addEventListener(type, listenerFn, useCapture);\n\n return {\n destroy: function() {\n element.removeEventListener(type, listenerFn, useCapture);\n }\n }\n}\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element|String|Array} [elements]\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction delegate(elements, selector, type, callback, useCapture) {\n // Handle the regular Element usage\n if (typeof elements.addEventListener === 'function') {\n return _delegate.apply(null, arguments);\n }\n\n // Handle Element-less usage, it defaults to global delegation\n if (typeof type === 'function') {\n // Use `document` as the first parameter, then apply arguments\n // This is a short way to .unshift `arguments` without running into deoptimizations\n return _delegate.bind(null, document).apply(null, arguments);\n }\n\n // Handle Selector-based usage\n if (typeof elements === 'string') {\n elements = document.querySelectorAll(elements);\n }\n\n // Handle Array-like based usage\n return Array.prototype.map.call(elements, function (element) {\n return _delegate(element, selector, type, callback, useCapture);\n });\n}\n\n/**\n * Finds closest match and invokes callback.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Function}\n */\nfunction listener(element, selector, type, callback) {\n return function(e) {\n e.delegateTarget = closest(e.target, selector);\n\n if (e.delegateTarget) {\n callback.call(element, e);\n }\n }\n}\n\nmodule.exports = delegate;\n\n\n/***/ }),\n\n/***/ 879:\n/***/ (function(__unused_webpack_module, exports) {\n\n/**\n * Check if argument is a HTML element.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.node = function(value) {\n return value !== undefined\n && value instanceof HTMLElement\n && value.nodeType === 1;\n};\n\n/**\n * Check if argument is a list of HTML elements.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.nodeList = function(value) {\n var type = Object.prototype.toString.call(value);\n\n return value !== undefined\n && (type === '[object NodeList]' || type === '[object HTMLCollection]')\n && ('length' in value)\n && (value.length === 0 || exports.node(value[0]));\n};\n\n/**\n * Check if argument is a string.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.string = function(value) {\n return typeof value === 'string'\n || value instanceof String;\n};\n\n/**\n * Check if argument is a function.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.fn = function(value) {\n var type = Object.prototype.toString.call(value);\n\n return type === '[object Function]';\n};\n\n\n/***/ }),\n\n/***/ 370:\n/***/ (function(module, __unused_webpack_exports, __webpack_require__) {\n\nvar is = __webpack_require__(879);\nvar delegate = __webpack_require__(438);\n\n/**\n * Validates all params and calls the right\n * listener function based on its target type.\n *\n * @param {String|HTMLElement|HTMLCollection|NodeList} target\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listen(target, type, callback) {\n if (!target && !type && !callback) {\n throw new Error('Missing required arguments');\n }\n\n if (!is.string(type)) {\n throw new TypeError('Second argument must be a String');\n }\n\n if (!is.fn(callback)) {\n throw new TypeError('Third argument must be a Function');\n }\n\n if (is.node(target)) {\n return listenNode(target, type, callback);\n }\n else if (is.nodeList(target)) {\n return listenNodeList(target, type, callback);\n }\n else if (is.string(target)) {\n return listenSelector(target, type, callback);\n }\n else {\n throw new TypeError('First argument must be a String, HTMLElement, HTMLCollection, or NodeList');\n }\n}\n\n/**\n * Adds an event listener to a HTML element\n * and returns a remove listener function.\n *\n * @param {HTMLElement} node\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNode(node, type, callback) {\n node.addEventListener(type, callback);\n\n return {\n destroy: function() {\n node.removeEventListener(type, callback);\n }\n }\n}\n\n/**\n * Add an event listener to a list of HTML elements\n * and returns a remove listener function.\n *\n * @param {NodeList|HTMLCollection} nodeList\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNodeList(nodeList, type, callback) {\n Array.prototype.forEach.call(nodeList, function(node) {\n node.addEventListener(type, callback);\n });\n\n return {\n destroy: function() {\n Array.prototype.forEach.call(nodeList, function(node) {\n node.removeEventListener(type, callback);\n });\n }\n }\n}\n\n/**\n * Add an event listener to a selector\n * and returns a remove listener function.\n *\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenSelector(selector, type, callback) {\n return delegate(document.body, selector, type, callback);\n}\n\nmodule.exports = listen;\n\n\n/***/ }),\n\n/***/ 817:\n/***/ (function(module) {\n\nfunction select(element) {\n var selectedText;\n\n if (element.nodeName === 'SELECT') {\n element.focus();\n\n selectedText = element.value;\n }\n else if (element.nodeName === 'INPUT' || element.nodeName === 'TEXTAREA') {\n var isReadOnly = element.hasAttribute('readonly');\n\n if (!isReadOnly) {\n element.setAttribute('readonly', '');\n }\n\n element.select();\n element.setSelectionRange(0, element.value.length);\n\n if (!isReadOnly) {\n element.removeAttribute('readonly');\n }\n\n selectedText = element.value;\n }\n else {\n if (element.hasAttribute('contenteditable')) {\n element.focus();\n }\n\n var selection = window.getSelection();\n var range = document.createRange();\n\n range.selectNodeContents(element);\n selection.removeAllRanges();\n selection.addRange(range);\n\n selectedText = selection.toString();\n }\n\n return selectedText;\n}\n\nmodule.exports = select;\n\n\n/***/ }),\n\n/***/ 279:\n/***/ (function(module) {\n\nfunction E () {\n // Keep this empty so it's easier to inherit from\n // (via https://github.com/lipsmack from https://github.com/scottcorgan/tiny-emitter/issues/3)\n}\n\nE.prototype = {\n on: function (name, callback, ctx) {\n var e = this.e || (this.e = {});\n\n (e[name] || (e[name] = [])).push({\n fn: callback,\n ctx: ctx\n });\n\n return this;\n },\n\n once: function (name, callback, ctx) {\n var self = this;\n function listener () {\n self.off(name, listener);\n callback.apply(ctx, arguments);\n };\n\n listener._ = callback\n return this.on(name, listener, ctx);\n },\n\n emit: function (name) {\n var data = [].slice.call(arguments, 1);\n var evtArr = ((this.e || (this.e = {}))[name] || []).slice();\n var i = 0;\n var len = evtArr.length;\n\n for (i; i < len; i++) {\n evtArr[i].fn.apply(evtArr[i].ctx, data);\n }\n\n return this;\n },\n\n off: function (name, callback) {\n var e = this.e || (this.e = {});\n var evts = e[name];\n var liveEvents = [];\n\n if (evts && callback) {\n for (var i = 0, len = evts.length; i < len; i++) {\n if (evts[i].fn !== callback && evts[i].fn._ !== callback)\n liveEvents.push(evts[i]);\n }\n }\n\n // Remove event from queue to prevent memory leak\n // Suggested by https://github.com/lazd\n // Ref: https://github.com/scottcorgan/tiny-emitter/commit/c6ebfaa9bc973b33d110a84a307742b7cf94c953#commitcomment-5024910\n\n (liveEvents.length)\n ? e[name] = liveEvents\n : delete e[name];\n\n return this;\n }\n};\n\nmodule.exports = E;\nmodule.exports.TinyEmitter = E;\n\n\n/***/ })\n\n/******/ \t});\n/************************************************************************/\n/******/ \t// The module cache\n/******/ \tvar __webpack_module_cache__ = {};\n/******/ \t\n/******/ \t// The require function\n/******/ \tfunction __webpack_require__(moduleId) {\n/******/ \t\t// Check if module is in cache\n/******/ \t\tif(__webpack_module_cache__[moduleId]) {\n/******/ \t\t\treturn __webpack_module_cache__[moduleId].exports;\n/******/ \t\t}\n/******/ \t\t// Create a new module (and put it into the cache)\n/******/ \t\tvar module = __webpack_module_cache__[moduleId] = {\n/******/ \t\t\t// no module.id needed\n/******/ \t\t\t// no module.loaded needed\n/******/ \t\t\texports: {}\n/******/ \t\t};\n/******/ \t\n/******/ \t\t// Execute the module function\n/******/ \t\t__webpack_modules__[moduleId](module, module.exports, __webpack_require__);\n/******/ \t\n/******/ \t\t// Return the exports of the module\n/******/ \t\treturn module.exports;\n/******/ \t}\n/******/ \t\n/************************************************************************/\n/******/ \t/* webpack/runtime/compat get default export */\n/******/ \t!function() {\n/******/ \t\t// getDefaultExport function for compatibility with non-harmony modules\n/******/ \t\t__webpack_require__.n = function(module) {\n/******/ \t\t\tvar getter = module && module.__esModule ?\n/******/ \t\t\t\tfunction() { return module['default']; } :\n/******/ \t\t\t\tfunction() { return module; };\n/******/ \t\t\t__webpack_require__.d(getter, { a: getter });\n/******/ \t\t\treturn getter;\n/******/ \t\t};\n/******/ \t}();\n/******/ \t\n/******/ \t/* webpack/runtime/define property getters */\n/******/ \t!function() {\n/******/ \t\t// define getter functions for harmony exports\n/******/ \t\t__webpack_require__.d = function(exports, definition) {\n/******/ \t\t\tfor(var key in definition) {\n/******/ \t\t\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n/******/ \t\t\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n/******/ \t\t\t\t}\n/******/ \t\t\t}\n/******/ \t\t};\n/******/ \t}();\n/******/ \t\n/******/ \t/* webpack/runtime/hasOwnProperty shorthand */\n/******/ \t!function() {\n/******/ \t\t__webpack_require__.o = function(obj, prop) { return Object.prototype.hasOwnProperty.call(obj, prop); }\n/******/ \t}();\n/******/ \t\n/************************************************************************/\n/******/ \t// module exports must be returned from runtime so entry inlining is disabled\n/******/ \t// startup\n/******/ \t// Load entry module and return exports\n/******/ \treturn __webpack_require__(686);\n/******/ })()\n.default;\n});", "/*\n * Copyright (c) 2016-2024 Martin Donath \n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport \"focus-visible\"\n\nimport {\n EMPTY,\n NEVER,\n Observable,\n Subject,\n defer,\n delay,\n filter,\n map,\n merge,\n mergeWith,\n shareReplay,\n switchMap\n} from \"rxjs\"\n\nimport { configuration, feature } from \"./_\"\nimport {\n at,\n getActiveElement,\n getOptionalElement,\n requestJSON,\n setLocation,\n setToggle,\n watchDocument,\n watchKeyboard,\n watchLocation,\n watchLocationTarget,\n watchMedia,\n watchPrint,\n watchScript,\n watchViewport\n} from \"./browser\"\nimport {\n getComponentElement,\n getComponentElements,\n mountAnnounce,\n mountBackToTop,\n mountConsent,\n mountContent,\n mountDialog,\n mountHeader,\n mountHeaderTitle,\n mountPalette,\n mountProgress,\n mountSearch,\n mountSearchHiglight,\n mountSidebar,\n mountSource,\n mountTableOfContents,\n mountTabs,\n watchHeader,\n watchMain\n} from \"./components\"\nimport {\n SearchIndex,\n setupClipboardJS,\n setupInstantNavigation,\n setupVersionSelector\n} from \"./integrations\"\nimport {\n patchEllipsis,\n patchIndeterminate,\n patchScrollfix,\n patchScrolllock\n} from \"./patches\"\nimport \"./polyfills\"\n\n/* ----------------------------------------------------------------------------\n * Functions - @todo refactor\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch search index\n *\n * @returns Search index observable\n */\nfunction fetchSearchIndex(): Observable {\n if (location.protocol === \"file:\") {\n return watchScript(\n `${new URL(\"search/search_index.js\", config.base)}`\n )\n .pipe(\n // @ts-ignore - @todo fix typings\n map(() => __index),\n shareReplay(1)\n )\n } else {\n return requestJSON(\n new URL(\"search/search_index.json\", config.base)\n )\n }\n}\n\n/* ----------------------------------------------------------------------------\n * Application\n * ------------------------------------------------------------------------- */\n\n/* Yay, JavaScript is available */\ndocument.documentElement.classList.remove(\"no-js\")\ndocument.documentElement.classList.add(\"js\")\n\n/* Set up navigation observables and subjects */\nconst document$ = watchDocument()\nconst location$ = watchLocation()\nconst target$ = watchLocationTarget(location$)\nconst keyboard$ = watchKeyboard()\n\n/* Set up media observables */\nconst viewport$ = watchViewport()\nconst tablet$ = watchMedia(\"(min-width: 960px)\")\nconst screen$ = watchMedia(\"(min-width: 1220px)\")\nconst print$ = watchPrint()\n\n/* Retrieve search index, if search is enabled */\nconst config = configuration()\nconst index$ = document.forms.namedItem(\"search\")\n ? fetchSearchIndex()\n : NEVER\n\n/* Set up Clipboard.js integration */\nconst alert$ = new Subject()\nsetupClipboardJS({ alert$ })\n\n/* Set up progress indicator */\nconst progress$ = new Subject()\n\n/* Set up instant navigation, if enabled */\nif (feature(\"navigation.instant\"))\n setupInstantNavigation({ location$, viewport$, progress$ })\n .subscribe(document$)\n\n/* Set up version selector */\nif (config.version?.provider === \"mike\")\n setupVersionSelector({ document$ })\n\n/* Always close drawer and search on navigation */\nmerge(location$, target$)\n .pipe(\n delay(125)\n )\n .subscribe(() => {\n setToggle(\"drawer\", false)\n setToggle(\"search\", false)\n })\n\n/* Set up global keyboard handlers */\nkeyboard$\n .pipe(\n filter(({ mode }) => mode === \"global\")\n )\n .subscribe(key => {\n switch (key.type) {\n\n /* Go to previous page */\n case \"p\":\n case \",\":\n const prev = getOptionalElement(\"link[rel=prev]\")\n if (typeof prev !== \"undefined\")\n setLocation(prev)\n break\n\n /* Go to next page */\n case \"n\":\n case \".\":\n const next = getOptionalElement(\"link[rel=next]\")\n if (typeof next !== \"undefined\")\n setLocation(next)\n break\n\n /* Expand navigation, see https://bit.ly/3ZjG5io */\n case \"Enter\":\n const active = getActiveElement()\n if (active instanceof HTMLLabelElement)\n active.click()\n }\n })\n\n/* Set up patches */\npatchEllipsis({ viewport$, document$ })\npatchIndeterminate({ document$, tablet$ })\npatchScrollfix({ document$ })\npatchScrolllock({ viewport$, tablet$ })\n\n/* Set up header and main area observable */\nconst header$ = watchHeader(getComponentElement(\"header\"), { viewport$ })\nconst main$ = document$\n .pipe(\n map(() => getComponentElement(\"main\")),\n switchMap(el => watchMain(el, { viewport$, header$ })),\n shareReplay(1)\n )\n\n/* Set up control component observables */\nconst control$ = merge(\n\n /* Consent */\n ...getComponentElements(\"consent\")\n .map(el => mountConsent(el, { target$ })),\n\n /* Dialog */\n ...getComponentElements(\"dialog\")\n .map(el => mountDialog(el, { alert$ })),\n\n /* Color palette */\n ...getComponentElements(\"palette\")\n .map(el => mountPalette(el)),\n\n /* Progress bar */\n ...getComponentElements(\"progress\")\n .map(el => mountProgress(el, { progress$ })),\n\n /* Search */\n ...getComponentElements(\"search\")\n .map(el => mountSearch(el, { index$, keyboard$ })),\n\n /* Repository information */\n ...getComponentElements(\"source\")\n .map(el => mountSource(el))\n)\n\n/* Set up content component observables */\nconst content$ = defer(() => merge(\n\n /* Announcement bar */\n ...getComponentElements(\"announce\")\n .map(el => mountAnnounce(el)),\n\n /* Content */\n ...getComponentElements(\"content\")\n .map(el => mountContent(el, { viewport$, target$, print$ })),\n\n /* Search highlighting */\n ...getComponentElements(\"content\")\n .map(el => feature(\"search.highlight\")\n ? mountSearchHiglight(el, { index$, location$ })\n : EMPTY\n ),\n\n /* Header */\n ...getComponentElements(\"header\")\n .map(el => mountHeader(el, { viewport$, header$, main$ })),\n\n /* Header title */\n ...getComponentElements(\"header-title\")\n .map(el => mountHeaderTitle(el, { viewport$, header$ })),\n\n /* Sidebar */\n ...getComponentElements(\"sidebar\")\n .map(el => el.getAttribute(\"data-md-type\") === \"navigation\"\n ? at(screen$, () => mountSidebar(el, { viewport$, header$, main$ }))\n : at(tablet$, () => mountSidebar(el, { viewport$, header$, main$ }))\n ),\n\n /* Navigation tabs */\n ...getComponentElements(\"tabs\")\n .map(el => mountTabs(el, { viewport$, header$ })),\n\n /* Table of contents */\n ...getComponentElements(\"toc\")\n .map(el => mountTableOfContents(el, {\n viewport$, header$, main$, target$\n })),\n\n /* Back-to-top button */\n ...getComponentElements(\"top\")\n .map(el => mountBackToTop(el, { viewport$, header$, main$, target$ }))\n))\n\n/* Set up component observables */\nconst component$ = document$\n .pipe(\n switchMap(() => content$),\n mergeWith(control$),\n shareReplay(1)\n )\n\n/* Subscribe to all components */\ncomponent$.subscribe()\n\n/* ----------------------------------------------------------------------------\n * Exports\n * ------------------------------------------------------------------------- */\n\nwindow.document$ = document$ /* Document observable */\nwindow.location$ = location$ /* Location subject */\nwindow.target$ = target$ /* Location target observable */\nwindow.keyboard$ = keyboard$ /* Keyboard observable */\nwindow.viewport$ = viewport$ /* Viewport observable */\nwindow.tablet$ = tablet$ /* Media tablet observable */\nwindow.screen$ = screen$ /* Media screen observable */\nwindow.print$ = print$ /* Media print observable */\nwindow.alert$ = alert$ /* Alert subject */\nwindow.progress$ = progress$ /* Progress indicator subject */\nwindow.component$ = component$ /* Component observable */\n", "/******************************************************************************\nCopyright (c) Microsoft Corporation.\n\nPermission to use, copy, modify, and/or distribute this software for any\npurpose with or without fee is hereby granted.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH\nREGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY\nAND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,\nINDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM\nLOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR\nOTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR\nPERFORMANCE OF THIS SOFTWARE.\n***************************************************************************** */\n/* global Reflect, Promise, SuppressedError, Symbol, Iterator */\n\nvar extendStatics = function(d, b) {\n extendStatics = Object.setPrototypeOf ||\n ({ __proto__: [] } instanceof Array && function (d, b) { d.__proto__ = b; }) ||\n function (d, b) { for (var p in b) if (Object.prototype.hasOwnProperty.call(b, p)) d[p] = b[p]; };\n return extendStatics(d, b);\n};\n\nexport function __extends(d, b) {\n if (typeof b !== \"function\" && b !== null)\n throw new TypeError(\"Class extends value \" + String(b) + \" is not a constructor or null\");\n extendStatics(d, b);\n function __() { this.constructor = d; }\n d.prototype = b === null ? Object.create(b) : (__.prototype = b.prototype, new __());\n}\n\nexport var __assign = function() {\n __assign = Object.assign || function __assign(t) {\n for (var s, i = 1, n = arguments.length; i < n; i++) {\n s = arguments[i];\n for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p)) t[p] = s[p];\n }\n return t;\n }\n return __assign.apply(this, arguments);\n}\n\nexport function __rest(s, e) {\n var t = {};\n for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p) && e.indexOf(p) < 0)\n t[p] = s[p];\n if (s != null && typeof Object.getOwnPropertySymbols === \"function\")\n for (var i = 0, p = Object.getOwnPropertySymbols(s); i < p.length; i++) {\n if (e.indexOf(p[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p[i]))\n t[p[i]] = s[p[i]];\n }\n return t;\n}\n\nexport function __decorate(decorators, target, key, desc) {\n var c = arguments.length, r = c < 3 ? target : desc === null ? desc = Object.getOwnPropertyDescriptor(target, key) : desc, d;\n if (typeof Reflect === \"object\" && typeof Reflect.decorate === \"function\") r = Reflect.decorate(decorators, target, key, desc);\n else for (var i = decorators.length - 1; i >= 0; i--) if (d = decorators[i]) r = (c < 3 ? d(r) : c > 3 ? d(target, key, r) : d(target, key)) || r;\n return c > 3 && r && Object.defineProperty(target, key, r), r;\n}\n\nexport function __param(paramIndex, decorator) {\n return function (target, key) { decorator(target, key, paramIndex); }\n}\n\nexport function __esDecorate(ctor, descriptorIn, decorators, contextIn, initializers, extraInitializers) {\n function accept(f) { if (f !== void 0 && typeof f !== \"function\") throw new TypeError(\"Function expected\"); return f; }\n var kind = contextIn.kind, key = kind === \"getter\" ? \"get\" : kind === \"setter\" ? \"set\" : \"value\";\n var target = !descriptorIn && ctor ? contextIn[\"static\"] ? ctor : ctor.prototype : null;\n var descriptor = descriptorIn || (target ? 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(function(o, m, k, k2) {\n if (k2 === undefined) k2 = k;\n var desc = Object.getOwnPropertyDescriptor(m, k);\n if (!desc || (\"get\" in desc ? !m.__esModule : desc.writable || desc.configurable)) {\n desc = { enumerable: true, get: function() { return m[k]; } };\n }\n Object.defineProperty(o, k2, desc);\n}) : (function(o, m, k, k2) {\n if (k2 === undefined) k2 = k;\n o[k2] = m[k];\n});\n\nexport function __exportStar(m, o) {\n for (var p in m) if (p !== \"default\" && !Object.prototype.hasOwnProperty.call(o, p)) __createBinding(o, m, p);\n}\n\nexport function __values(o) {\n var s = typeof Symbol === \"function\" && Symbol.iterator, m = s && o[s], i = 0;\n if (m) return m.call(o);\n if (o && typeof o.length === \"number\") return {\n next: function () {\n if (o && i >= o.length) o = void 0;\n return { value: o && o[i++], done: !o };\n }\n };\n throw new TypeError(s ? \"Object is not iterable.\" : \"Symbol.iterator is not defined.\");\n}\n\nexport function __read(o, n) {\n var m = typeof Symbol === \"function\" && o[Symbol.iterator];\n if (!m) return o;\n var i = m.call(o), r, ar = [], e;\n try {\n while ((n === void 0 || n-- > 0) && !(r = i.next()).done) ar.push(r.value);\n }\n catch (error) { e = { error: error }; }\n finally {\n try {\n if (r && !r.done && (m = i[\"return\"])) m.call(i);\n }\n finally { if (e) throw e.error; }\n }\n return ar;\n}\n\n/** @deprecated */\nexport function __spread() {\n for (var ar = [], i = 0; i < arguments.length; i++)\n ar = ar.concat(__read(arguments[i]));\n return ar;\n}\n\n/** @deprecated */\nexport function __spreadArrays() {\n for (var s = 0, i = 0, il = arguments.length; i < il; i++) s += arguments[i].length;\n for (var r = Array(s), k = 0, i = 0; i < il; i++)\n for (var a = arguments[i], j = 0, jl = a.length; j < jl; j++, k++)\n r[k] = a[j];\n return r;\n}\n\nexport function __spreadArray(to, from, pack) {\n if (pack || arguments.length === 2) for (var i = 0, l = from.length, ar; i < l; i++) {\n if (ar || !(i in from)) {\n if (!ar) ar = Array.prototype.slice.call(from, 0, i);\n ar[i] = from[i];\n }\n }\n return to.concat(ar || Array.prototype.slice.call(from));\n}\n\nexport function __await(v) {\n return this instanceof __await ? (this.v = v, this) : new __await(v);\n}\n\nexport function __asyncGenerator(thisArg, _arguments, generator) {\n if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\n var g = generator.apply(thisArg, _arguments || []), i, q = [];\n return i = Object.create((typeof AsyncIterator === \"function\" ? AsyncIterator : Object).prototype), verb(\"next\"), verb(\"throw\"), verb(\"return\", awaitReturn), i[Symbol.asyncIterator] = function () { return this; }, i;\n function awaitReturn(f) { return function (v) { return Promise.resolve(v).then(f, reject); }; }\n function verb(n, f) { if (g[n]) { i[n] = function (v) { return new Promise(function (a, b) { q.push([n, v, a, b]) > 1 || resume(n, v); }); }; if (f) i[n] = f(i[n]); } }\n function resume(n, v) { try { step(g[n](v)); } catch (e) { settle(q[0][3], e); } }\n function step(r) { r.value instanceof __await ? Promise.resolve(r.value.v).then(fulfill, reject) : settle(q[0][2], r); }\n function fulfill(value) { resume(\"next\", value); }\n function reject(value) { resume(\"throw\", value); }\n function settle(f, v) { if (f(v), q.shift(), q.length) resume(q[0][0], q[0][1]); }\n}\n\nexport function __asyncDelegator(o) {\n var i, p;\n return i = {}, verb(\"next\"), verb(\"throw\", function (e) { throw e; }), verb(\"return\"), i[Symbol.iterator] = function () { return this; }, i;\n function verb(n, f) { i[n] = o[n] ? function (v) { return (p = !p) ? { value: __await(o[n](v)), done: false } : f ? f(v) : v; } : f; }\n}\n\nexport function __asyncValues(o) {\n if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\n var m = o[Symbol.asyncIterator], i;\n return m ? m.call(o) : (o = typeof __values === \"function\" ? __values(o) : o[Symbol.iterator](), i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i);\n function verb(n) { i[n] = o[n] && function (v) { return new Promise(function (resolve, reject) { v = o[n](v), settle(resolve, reject, v.done, v.value); }); }; }\n function settle(resolve, reject, d, v) { Promise.resolve(v).then(function(v) { resolve({ value: v, done: d }); }, reject); }\n}\n\nexport function __makeTemplateObject(cooked, raw) {\n if (Object.defineProperty) { Object.defineProperty(cooked, \"raw\", { value: raw }); } else { cooked.raw = raw; }\n return cooked;\n};\n\nvar __setModuleDefault = Object.create ? (function(o, v) {\n Object.defineProperty(o, \"default\", { enumerable: true, value: v });\n}) : function(o, v) {\n o[\"default\"] = v;\n};\n\nexport function __importStar(mod) {\n if (mod && mod.__esModule) return mod;\n var result = {};\n if (mod != null) for (var k in mod) if (k !== \"default\" && Object.prototype.hasOwnProperty.call(mod, k)) __createBinding(result, mod, k);\n __setModuleDefault(result, mod);\n return result;\n}\n\nexport function __importDefault(mod) {\n return (mod && mod.__esModule) ? mod : { default: mod };\n}\n\nexport function __classPrivateFieldGet(receiver, state, kind, f) {\n if (kind === \"a\" && !f) throw new TypeError(\"Private accessor was defined without a getter\");\n if (typeof state === \"function\" ? receiver !== state || !f : !state.has(receiver)) throw new TypeError(\"Cannot read private member from an object whose class did not declare it\");\n return kind === \"m\" ? f : kind === \"a\" ? f.call(receiver) : f ? f.value : state.get(receiver);\n}\n\nexport function __classPrivateFieldSet(receiver, state, value, kind, f) {\n if (kind === \"m\") throw new TypeError(\"Private method is not writable\");\n if (kind === \"a\" && !f) throw new TypeError(\"Private accessor was defined without a setter\");\n if (typeof state === \"function\" ? receiver !== state || !f : !state.has(receiver)) throw new TypeError(\"Cannot write private member to an object whose class did not declare it\");\n return (kind === \"a\" ? f.call(receiver, value) : f ? f.value = value : state.set(receiver, value)), value;\n}\n\nexport function __classPrivateFieldIn(state, receiver) {\n if (receiver === null || (typeof receiver !== \"object\" && typeof receiver !== \"function\")) throw new TypeError(\"Cannot use 'in' operator on non-object\");\n return typeof state === \"function\" ? receiver === state : state.has(receiver);\n}\n\nexport function __addDisposableResource(env, value, async) {\n if (value !== null && value !== void 0) {\n if (typeof value !== \"object\" && typeof value !== \"function\") throw new TypeError(\"Object expected.\");\n var dispose, inner;\n if (async) {\n if (!Symbol.asyncDispose) throw new TypeError(\"Symbol.asyncDispose is not defined.\");\n dispose = value[Symbol.asyncDispose];\n }\n if (dispose === void 0) {\n if (!Symbol.dispose) throw new TypeError(\"Symbol.dispose is not defined.\");\n dispose = value[Symbol.dispose];\n if (async) inner = dispose;\n }\n if (typeof dispose !== \"function\") throw new TypeError(\"Object not disposable.\");\n if (inner) dispose = function() { try { inner.call(this); } catch (e) { return Promise.reject(e); } };\n env.stack.push({ value: value, dispose: dispose, async: async });\n }\n else if (async) {\n env.stack.push({ async: true });\n }\n return value;\n}\n\nvar _SuppressedError = typeof SuppressedError === \"function\" ? SuppressedError : function (error, suppressed, message) {\n var e = new Error(message);\n return e.name = \"SuppressedError\", e.error = error, e.suppressed = suppressed, e;\n};\n\nexport function __disposeResources(env) {\n function fail(e) {\n env.error = env.hasError ? new _SuppressedError(e, env.error, \"An error was suppressed during disposal.\") : e;\n env.hasError = true;\n }\n var r, s = 0;\n function next() {\n while (r = env.stack.pop()) {\n try {\n if (!r.async && s === 1) return s = 0, env.stack.push(r), Promise.resolve().then(next);\n if (r.dispose) {\n var result = r.dispose.call(r.value);\n if (r.async) return s |= 2, Promise.resolve(result).then(next, function(e) { fail(e); return next(); });\n }\n else s |= 1;\n }\n catch (e) {\n fail(e);\n }\n }\n if (s === 1) return env.hasError ? Promise.reject(env.error) : Promise.resolve();\n if (env.hasError) throw env.error;\n }\n return next();\n}\n\nexport default {\n __extends,\n __assign,\n __rest,\n __decorate,\n __param,\n __metadata,\n __awaiter,\n __generator,\n __createBinding,\n __exportStar,\n __values,\n __read,\n __spread,\n __spreadArrays,\n __spreadArray,\n __await,\n __asyncGenerator,\n __asyncDelegator,\n __asyncValues,\n __makeTemplateObject,\n __importStar,\n __importDefault,\n __classPrivateFieldGet,\n __classPrivateFieldSet,\n __classPrivateFieldIn,\n __addDisposableResource,\n __disposeResources,\n};\n", "/**\n * Returns true if the object is a function.\n * @param value The value to check\n */\nexport function isFunction(value: any): value is (...args: any[]) => any {\n return typeof value === 'function';\n}\n", "/**\n * Used to create Error subclasses until the community moves away from ES5.\n *\n * This is because compiling from TypeScript down to ES5 has issues with subclassing Errors\n * as well as other built-in types: https://github.com/Microsoft/TypeScript/issues/12123\n *\n * @param createImpl A factory function to create the actual constructor implementation. The returned\n * function should be a named function that calls `_super` internally.\n */\nexport function createErrorClass(createImpl: (_super: any) => any): T {\n const _super = (instance: any) => {\n Error.call(instance);\n instance.stack = new Error().stack;\n };\n\n const ctorFunc = createImpl(_super);\n ctorFunc.prototype = Object.create(Error.prototype);\n ctorFunc.prototype.constructor = ctorFunc;\n return ctorFunc;\n}\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface UnsubscriptionError extends Error {\n readonly errors: any[];\n}\n\nexport interface UnsubscriptionErrorCtor {\n /**\n * @deprecated Internal implementation detail. Do not construct error instances.\n * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n */\n new (errors: any[]): UnsubscriptionError;\n}\n\n/**\n * An error thrown when one or more errors have occurred during the\n * `unsubscribe` of a {@link Subscription}.\n */\nexport const UnsubscriptionError: UnsubscriptionErrorCtor = createErrorClass(\n (_super) =>\n function UnsubscriptionErrorImpl(this: any, errors: (Error | string)[]) {\n _super(this);\n this.message = errors\n ? `${errors.length} errors occurred during unsubscription:\n${errors.map((err, i) => `${i + 1}) ${err.toString()}`).join('\\n ')}`\n : '';\n this.name = 'UnsubscriptionError';\n this.errors = errors;\n }\n);\n", "/**\n * Removes an item from an array, mutating it.\n * @param arr The array to remove the item from\n * @param item The item to remove\n */\nexport function arrRemove(arr: T[] | undefined | null, item: T) {\n if (arr) {\n const index = arr.indexOf(item);\n 0 <= index && arr.splice(index, 1);\n }\n}\n", "import { isFunction } from './util/isFunction';\nimport { UnsubscriptionError } from './util/UnsubscriptionError';\nimport { SubscriptionLike, TeardownLogic, Unsubscribable } from './types';\nimport { arrRemove } from './util/arrRemove';\n\n/**\n * Represents a disposable resource, such as the execution of an Observable. A\n * Subscription has one important method, `unsubscribe`, that takes no argument\n * and just disposes the resource held by the subscription.\n *\n * Additionally, subscriptions may be grouped together through the `add()`\n * method, which will attach a child Subscription to the current Subscription.\n * When a Subscription is unsubscribed, all its children (and its grandchildren)\n * will be unsubscribed as well.\n *\n * @class Subscription\n */\nexport class Subscription implements SubscriptionLike {\n /** @nocollapse */\n public static EMPTY = (() => {\n const empty = new Subscription();\n empty.closed = true;\n return empty;\n })();\n\n /**\n * A flag to indicate whether this Subscription has already been unsubscribed.\n */\n public closed = false;\n\n private _parentage: Subscription[] | Subscription | null = null;\n\n /**\n * The list of registered finalizers to execute upon unsubscription. Adding and removing from this\n * list occurs in the {@link #add} and {@link #remove} methods.\n */\n private _finalizers: Exclude[] | null = null;\n\n /**\n * @param initialTeardown A function executed first as part of the finalization\n * process that is kicked off when {@link #unsubscribe} is called.\n */\n constructor(private initialTeardown?: () => void) {}\n\n /**\n * Disposes the resources held by the subscription. May, for instance, cancel\n * an ongoing Observable execution or cancel any other type of work that\n * started when the Subscription was created.\n * @return {void}\n */\n unsubscribe(): void {\n let errors: any[] | undefined;\n\n if (!this.closed) {\n this.closed = true;\n\n // Remove this from it's parents.\n const { _parentage } = this;\n if (_parentage) {\n this._parentage = null;\n if (Array.isArray(_parentage)) {\n for (const parent of _parentage) {\n parent.remove(this);\n }\n } else {\n _parentage.remove(this);\n }\n }\n\n const { initialTeardown: initialFinalizer } = this;\n if (isFunction(initialFinalizer)) {\n try {\n initialFinalizer();\n } catch (e) {\n errors = e instanceof UnsubscriptionError ? e.errors : [e];\n }\n }\n\n const { _finalizers } = this;\n if (_finalizers) {\n this._finalizers = null;\n for (const finalizer of _finalizers) {\n try {\n execFinalizer(finalizer);\n } catch (err) {\n errors = errors ?? [];\n if (err instanceof UnsubscriptionError) {\n errors = [...errors, ...err.errors];\n } else {\n errors.push(err);\n }\n }\n }\n }\n\n if (errors) {\n throw new UnsubscriptionError(errors);\n }\n }\n }\n\n /**\n * Adds a finalizer to this subscription, so that finalization will be unsubscribed/called\n * when this subscription is unsubscribed. If this subscription is already {@link #closed},\n * because it has already been unsubscribed, then whatever finalizer is passed to it\n * will automatically be executed (unless the finalizer itself is also a closed subscription).\n *\n * Closed Subscriptions cannot be added as finalizers to any subscription. Adding a closed\n * subscription to a any subscription will result in no operation. (A noop).\n *\n * Adding a subscription to itself, or adding `null` or `undefined` will not perform any\n * operation at all. (A noop).\n *\n * `Subscription` instances that are added to this instance will automatically remove themselves\n * if they are unsubscribed. Functions and {@link Unsubscribable} objects that you wish to remove\n * will need to be removed manually with {@link #remove}\n *\n * @param teardown The finalization logic to add to this subscription.\n */\n add(teardown: TeardownLogic): void {\n // Only add the finalizer if it's not undefined\n // and don't add a subscription to itself.\n if (teardown && teardown !== this) {\n if (this.closed) {\n // If this subscription is already closed,\n // execute whatever finalizer is handed to it automatically.\n execFinalizer(teardown);\n } else {\n if (teardown instanceof Subscription) {\n // We don't add closed subscriptions, and we don't add the same subscription\n // twice. Subscription unsubscribe is idempotent.\n if (teardown.closed || teardown._hasParent(this)) {\n return;\n }\n teardown._addParent(this);\n }\n (this._finalizers = this._finalizers ?? []).push(teardown);\n }\n }\n }\n\n /**\n * Checks to see if a this subscription already has a particular parent.\n * This will signal that this subscription has already been added to the parent in question.\n * @param parent the parent to check for\n */\n private _hasParent(parent: Subscription) {\n const { _parentage } = this;\n return _parentage === parent || (Array.isArray(_parentage) && _parentage.includes(parent));\n }\n\n /**\n * Adds a parent to this subscription so it can be removed from the parent if it\n * unsubscribes on it's own.\n *\n * NOTE: THIS ASSUMES THAT {@link _hasParent} HAS ALREADY BEEN CHECKED.\n * @param parent The parent subscription to add\n */\n private _addParent(parent: Subscription) {\n const { _parentage } = this;\n this._parentage = Array.isArray(_parentage) ? (_parentage.push(parent), _parentage) : _parentage ? [_parentage, parent] : parent;\n }\n\n /**\n * Called on a child when it is removed via {@link #remove}.\n * @param parent The parent to remove\n */\n private _removeParent(parent: Subscription) {\n const { _parentage } = this;\n if (_parentage === parent) {\n this._parentage = null;\n } else if (Array.isArray(_parentage)) {\n arrRemove(_parentage, parent);\n }\n }\n\n /**\n * Removes a finalizer from this subscription that was previously added with the {@link #add} method.\n *\n * Note that `Subscription` instances, when unsubscribed, will automatically remove themselves\n * from every other `Subscription` they have been added to. This means that using the `remove` method\n * is not a common thing and should be used thoughtfully.\n *\n * If you add the same finalizer instance of a function or an unsubscribable object to a `Subscription` instance\n * more than once, you will need to call `remove` the same number of times to remove all instances.\n *\n * All finalizer instances are removed to free up memory upon unsubscription.\n *\n * @param teardown The finalizer to remove from this subscription\n */\n remove(teardown: Exclude): void {\n const { _finalizers } = this;\n _finalizers && arrRemove(_finalizers, teardown);\n\n if (teardown instanceof Subscription) {\n teardown._removeParent(this);\n }\n }\n}\n\nexport const EMPTY_SUBSCRIPTION = Subscription.EMPTY;\n\nexport function isSubscription(value: any): value is Subscription {\n return (\n value instanceof Subscription ||\n (value && 'closed' in value && isFunction(value.remove) && isFunction(value.add) && isFunction(value.unsubscribe))\n );\n}\n\nfunction execFinalizer(finalizer: Unsubscribable | (() => void)) {\n if (isFunction(finalizer)) {\n finalizer();\n } else {\n finalizer.unsubscribe();\n }\n}\n", "import { Subscriber } from './Subscriber';\nimport { ObservableNotification } from './types';\n\n/**\n * The {@link GlobalConfig} object for RxJS. It is used to configure things\n * like how to react on unhandled errors.\n */\nexport const config: GlobalConfig = {\n onUnhandledError: null,\n onStoppedNotification: null,\n Promise: undefined,\n useDeprecatedSynchronousErrorHandling: false,\n useDeprecatedNextContext: false,\n};\n\n/**\n * The global configuration object for RxJS, used to configure things\n * like how to react on unhandled errors. Accessible via {@link config}\n * object.\n */\nexport interface GlobalConfig {\n /**\n * A registration point for unhandled errors from RxJS. These are errors that\n * cannot were not handled by consuming code in the usual subscription path. For\n * example, if you have this configured, and you subscribe to an observable without\n * providing an error handler, errors from that subscription will end up here. This\n * will _always_ be called asynchronously on another job in the runtime. This is because\n * we do not want errors thrown in this user-configured handler to interfere with the\n * behavior of the library.\n */\n onUnhandledError: ((err: any) => void) | null;\n\n /**\n * A registration point for notifications that cannot be sent to subscribers because they\n * have completed, errored or have been explicitly unsubscribed. By default, next, complete\n * and error notifications sent to stopped subscribers are noops. However, sometimes callers\n * might want a different behavior. For example, with sources that attempt to report errors\n * to stopped subscribers, a caller can configure RxJS to throw an unhandled error instead.\n * This will _always_ be called asynchronously on another job in the runtime. This is because\n * we do not want errors thrown in this user-configured handler to interfere with the\n * behavior of the library.\n */\n onStoppedNotification: ((notification: ObservableNotification, subscriber: Subscriber) => void) | null;\n\n /**\n * The promise constructor used by default for {@link Observable#toPromise toPromise} and {@link Observable#forEach forEach}\n * methods.\n *\n * @deprecated As of version 8, RxJS will no longer support this sort of injection of a\n * Promise constructor. If you need a Promise implementation other than native promises,\n * please polyfill/patch Promise as you see appropriate. Will be removed in v8.\n */\n Promise?: PromiseConstructorLike;\n\n /**\n * If true, turns on synchronous error rethrowing, which is a deprecated behavior\n * in v6 and higher. This behavior enables bad patterns like wrapping a subscribe\n * call in a try/catch block. It also enables producer interference, a nasty bug\n * where a multicast can be broken for all observers by a downstream consumer with\n * an unhandled error. DO NOT USE THIS FLAG UNLESS IT'S NEEDED TO BUY TIME\n * FOR MIGRATION REASONS.\n *\n * @deprecated As of version 8, RxJS will no longer support synchronous throwing\n * of unhandled errors. All errors will be thrown on a separate call stack to prevent bad\n * behaviors described above. Will be removed in v8.\n */\n useDeprecatedSynchronousErrorHandling: boolean;\n\n /**\n * If true, enables an as-of-yet undocumented feature from v5: The ability to access\n * `unsubscribe()` via `this` context in `next` functions created in observers passed\n * to `subscribe`.\n *\n * This is being removed because the performance was severely problematic, and it could also cause\n * issues when types other than POJOs are passed to subscribe as subscribers, as they will likely have\n * their `this` context overwritten.\n *\n * @deprecated As of version 8, RxJS will no longer support altering the\n * context of next functions provided as part of an observer to Subscribe. Instead,\n * you will have access to a subscription or a signal or token that will allow you to do things like\n * unsubscribe and test closed status. Will be removed in v8.\n */\n useDeprecatedNextContext: boolean;\n}\n", "import type { TimerHandle } from './timerHandle';\ntype SetTimeoutFunction = (handler: () => void, timeout?: number, ...args: any[]) => TimerHandle;\ntype ClearTimeoutFunction = (handle: TimerHandle) => void;\n\ninterface TimeoutProvider {\n setTimeout: SetTimeoutFunction;\n clearTimeout: ClearTimeoutFunction;\n delegate:\n | {\n setTimeout: SetTimeoutFunction;\n clearTimeout: ClearTimeoutFunction;\n }\n | undefined;\n}\n\nexport const timeoutProvider: TimeoutProvider = {\n // When accessing the delegate, use the variable rather than `this` so that\n // the functions can be called without being bound to the provider.\n setTimeout(handler: () => void, timeout?: number, ...args) {\n const { delegate } = timeoutProvider;\n if (delegate?.setTimeout) {\n return delegate.setTimeout(handler, timeout, ...args);\n }\n return setTimeout(handler, timeout, ...args);\n },\n clearTimeout(handle) {\n const { delegate } = timeoutProvider;\n return (delegate?.clearTimeout || clearTimeout)(handle as any);\n },\n delegate: undefined,\n};\n", "import { config } from '../config';\nimport { timeoutProvider } from '../scheduler/timeoutProvider';\n\n/**\n * Handles an error on another job either with the user-configured {@link onUnhandledError},\n * or by throwing it on that new job so it can be picked up by `window.onerror`, `process.on('error')`, etc.\n *\n * This should be called whenever there is an error that is out-of-band with the subscription\n * or when an error hits a terminal boundary of the subscription and no error handler was provided.\n *\n * @param err the error to report\n */\nexport function reportUnhandledError(err: any) {\n timeoutProvider.setTimeout(() => {\n const { onUnhandledError } = config;\n if (onUnhandledError) {\n // Execute the user-configured error handler.\n onUnhandledError(err);\n } else {\n // Throw so it is picked up by the runtime's uncaught error mechanism.\n throw err;\n }\n });\n}\n", "/* tslint:disable:no-empty */\nexport function noop() { }\n", "import { CompleteNotification, NextNotification, ErrorNotification } from './types';\n\n/**\n * A completion object optimized for memory use and created to be the\n * same \"shape\" as other notifications in v8.\n * @internal\n */\nexport const COMPLETE_NOTIFICATION = (() => createNotification('C', undefined, undefined) as CompleteNotification)();\n\n/**\n * Internal use only. Creates an optimized error notification that is the same \"shape\"\n * as other notifications.\n * @internal\n */\nexport function errorNotification(error: any): ErrorNotification {\n return createNotification('E', undefined, error) as any;\n}\n\n/**\n * Internal use only. Creates an optimized next notification that is the same \"shape\"\n * as other notifications.\n * @internal\n */\nexport function nextNotification(value: T) {\n return createNotification('N', value, undefined) as NextNotification;\n}\n\n/**\n * Ensures that all notifications created internally have the same \"shape\" in v8.\n *\n * TODO: This is only exported to support a crazy legacy test in `groupBy`.\n * @internal\n */\nexport function createNotification(kind: 'N' | 'E' | 'C', value: any, error: any) {\n return {\n kind,\n value,\n error,\n };\n}\n", "import { config } from '../config';\n\nlet context: { errorThrown: boolean; error: any } | null = null;\n\n/**\n * Handles dealing with errors for super-gross mode. Creates a context, in which\n * any synchronously thrown errors will be passed to {@link captureError}. Which\n * will record the error such that it will be rethrown after the call back is complete.\n * TODO: Remove in v8\n * @param cb An immediately executed function.\n */\nexport function errorContext(cb: () => void) {\n if (config.useDeprecatedSynchronousErrorHandling) {\n const isRoot = !context;\n if (isRoot) {\n context = { errorThrown: false, error: null };\n }\n cb();\n if (isRoot) {\n const { errorThrown, error } = context!;\n context = null;\n if (errorThrown) {\n throw error;\n }\n }\n } else {\n // This is the general non-deprecated path for everyone that\n // isn't crazy enough to use super-gross mode (useDeprecatedSynchronousErrorHandling)\n cb();\n }\n}\n\n/**\n * Captures errors only in super-gross mode.\n * @param err the error to capture\n */\nexport function captureError(err: any) {\n if (config.useDeprecatedSynchronousErrorHandling && context) {\n context.errorThrown = true;\n context.error = err;\n }\n}\n", "import { isFunction } from './util/isFunction';\nimport { Observer, ObservableNotification } from './types';\nimport { isSubscription, Subscription } from './Subscription';\nimport { config } from './config';\nimport { reportUnhandledError } from './util/reportUnhandledError';\nimport { noop } from './util/noop';\nimport { nextNotification, errorNotification, COMPLETE_NOTIFICATION } from './NotificationFactories';\nimport { timeoutProvider } from './scheduler/timeoutProvider';\nimport { captureError } from './util/errorContext';\n\n/**\n * Implements the {@link Observer} interface and extends the\n * {@link Subscription} class. While the {@link Observer} is the public API for\n * consuming the values of an {@link Observable}, all Observers get converted to\n * a Subscriber, in order to provide Subscription-like capabilities such as\n * `unsubscribe`. Subscriber is a common type in RxJS, and crucial for\n * implementing operators, but it is rarely used as a public API.\n *\n * @class Subscriber\n */\nexport class Subscriber extends Subscription implements Observer {\n /**\n * A static factory for a Subscriber, given a (potentially partial) definition\n * of an Observer.\n * @param next The `next` callback of an Observer.\n * @param error The `error` callback of an\n * Observer.\n * @param complete The `complete` callback of an\n * Observer.\n * @return A Subscriber wrapping the (partially defined)\n * Observer represented by the given arguments.\n * @nocollapse\n * @deprecated Do not use. Will be removed in v8. There is no replacement for this\n * method, and there is no reason to be creating instances of `Subscriber` directly.\n * If you have a specific use case, please file an issue.\n */\n static create(next?: (x?: T) => void, error?: (e?: any) => void, complete?: () => void): Subscriber {\n return new SafeSubscriber(next, error, complete);\n }\n\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n protected isStopped: boolean = false;\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n protected destination: Subscriber | Observer; // this `any` is the escape hatch to erase extra type param (e.g. R)\n\n /**\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n * There is no reason to directly create an instance of Subscriber. This type is exported for typings reasons.\n */\n constructor(destination?: Subscriber | Observer) {\n super();\n if (destination) {\n this.destination = destination;\n // Automatically chain subscriptions together here.\n // if destination is a Subscription, then it is a Subscriber.\n if (isSubscription(destination)) {\n destination.add(this);\n }\n } else {\n this.destination = EMPTY_OBSERVER;\n }\n }\n\n /**\n * The {@link Observer} callback to receive notifications of type `next` from\n * the Observable, with a value. The Observable may call this method 0 or more\n * times.\n * @param {T} [value] The `next` value.\n * @return {void}\n */\n next(value?: T): void {\n if (this.isStopped) {\n handleStoppedNotification(nextNotification(value), this);\n } else {\n this._next(value!);\n }\n }\n\n /**\n * The {@link Observer} callback to receive notifications of type `error` from\n * the Observable, with an attached `Error`. Notifies the Observer that\n * the Observable has experienced an error condition.\n * @param {any} [err] The `error` exception.\n * @return {void}\n */\n error(err?: any): void {\n if (this.isStopped) {\n handleStoppedNotification(errorNotification(err), this);\n } else {\n this.isStopped = true;\n this._error(err);\n }\n }\n\n /**\n * The {@link Observer} callback to receive a valueless notification of type\n * `complete` from the Observable. Notifies the Observer that the Observable\n * has finished sending push-based notifications.\n * @return {void}\n */\n complete(): void {\n if (this.isStopped) {\n handleStoppedNotification(COMPLETE_NOTIFICATION, this);\n } else {\n this.isStopped = true;\n this._complete();\n }\n }\n\n unsubscribe(): void {\n if (!this.closed) {\n this.isStopped = true;\n super.unsubscribe();\n this.destination = null!;\n }\n }\n\n protected _next(value: T): void {\n this.destination.next(value);\n }\n\n protected _error(err: any): void {\n try {\n this.destination.error(err);\n } finally {\n this.unsubscribe();\n }\n }\n\n protected _complete(): void {\n try {\n this.destination.complete();\n } finally {\n this.unsubscribe();\n }\n }\n}\n\n/**\n * This bind is captured here because we want to be able to have\n * compatibility with monoid libraries that tend to use a method named\n * `bind`. In particular, a library called Monio requires this.\n */\nconst _bind = Function.prototype.bind;\n\nfunction bind any>(fn: Fn, thisArg: any): Fn {\n return _bind.call(fn, thisArg);\n}\n\n/**\n * Internal optimization only, DO NOT EXPOSE.\n * @internal\n */\nclass ConsumerObserver implements Observer {\n constructor(private partialObserver: Partial>) {}\n\n next(value: T): void {\n const { partialObserver } = this;\n if (partialObserver.next) {\n try {\n partialObserver.next(value);\n } catch (error) {\n handleUnhandledError(error);\n }\n }\n }\n\n error(err: any): void {\n const { partialObserver } = this;\n if (partialObserver.error) {\n try {\n partialObserver.error(err);\n } catch (error) {\n handleUnhandledError(error);\n }\n } else {\n handleUnhandledError(err);\n }\n }\n\n complete(): void {\n const { partialObserver } = this;\n if (partialObserver.complete) {\n try {\n partialObserver.complete();\n } catch (error) {\n handleUnhandledError(error);\n }\n }\n }\n}\n\nexport class SafeSubscriber extends Subscriber {\n constructor(\n observerOrNext?: Partial> | ((value: T) => void) | null,\n error?: ((e?: any) => void) | null,\n complete?: (() => void) | null\n ) {\n super();\n\n let partialObserver: Partial>;\n if (isFunction(observerOrNext) || !observerOrNext) {\n // The first argument is a function, not an observer. The next\n // two arguments *could* be observers, or they could be empty.\n partialObserver = {\n next: (observerOrNext ?? undefined) as (((value: T) => void) | undefined),\n error: error ?? undefined,\n complete: complete ?? undefined,\n };\n } else {\n // The first argument is a partial observer.\n let context: any;\n if (this && config.useDeprecatedNextContext) {\n // This is a deprecated path that made `this.unsubscribe()` available in\n // next handler functions passed to subscribe. This only exists behind a flag\n // now, as it is *very* slow.\n context = Object.create(observerOrNext);\n context.unsubscribe = () => this.unsubscribe();\n partialObserver = {\n next: observerOrNext.next && bind(observerOrNext.next, context),\n error: observerOrNext.error && bind(observerOrNext.error, context),\n complete: observerOrNext.complete && bind(observerOrNext.complete, context),\n };\n } else {\n // The \"normal\" path. Just use the partial observer directly.\n partialObserver = observerOrNext;\n }\n }\n\n // Wrap the partial observer to ensure it's a full observer, and\n // make sure proper error handling is accounted for.\n this.destination = new ConsumerObserver(partialObserver);\n }\n}\n\nfunction handleUnhandledError(error: any) {\n if (config.useDeprecatedSynchronousErrorHandling) {\n captureError(error);\n } else {\n // Ideal path, we report this as an unhandled error,\n // which is thrown on a new call stack.\n reportUnhandledError(error);\n }\n}\n\n/**\n * An error handler used when no error handler was supplied\n * to the SafeSubscriber -- meaning no error handler was supplied\n * do the `subscribe` call on our observable.\n * @param err The error to handle\n */\nfunction defaultErrorHandler(err: any) {\n throw err;\n}\n\n/**\n * A handler for notifications that cannot be sent to a stopped subscriber.\n * @param notification The notification being sent\n * @param subscriber The stopped subscriber\n */\nfunction handleStoppedNotification(notification: ObservableNotification, subscriber: Subscriber) {\n const { onStoppedNotification } = config;\n onStoppedNotification && timeoutProvider.setTimeout(() => onStoppedNotification(notification, subscriber));\n}\n\n/**\n * The observer used as a stub for subscriptions where the user did not\n * pass any arguments to `subscribe`. Comes with the default error handling\n * behavior.\n */\nexport const EMPTY_OBSERVER: Readonly> & { closed: true } = {\n closed: true,\n next: noop,\n error: defaultErrorHandler,\n complete: noop,\n};\n", "/**\n * Symbol.observable or a string \"@@observable\". Used for interop\n *\n * @deprecated We will no longer be exporting this symbol in upcoming versions of RxJS.\n * Instead polyfill and use Symbol.observable directly *or* use https://www.npmjs.com/package/symbol-observable\n */\nexport const observable: string | symbol = (() => (typeof Symbol === 'function' && Symbol.observable) || '@@observable')();\n", "/**\n * This function takes one parameter and just returns it. Simply put,\n * this is like `(x: T): T => x`.\n *\n * ## Examples\n *\n * This is useful in some cases when using things like `mergeMap`\n *\n * ```ts\n * import { interval, take, map, range, mergeMap, identity } from 'rxjs';\n *\n * const source$ = interval(1000).pipe(take(5));\n *\n * const result$ = source$.pipe(\n * map(i => range(i)),\n * mergeMap(identity) // same as mergeMap(x => x)\n * );\n *\n * result$.subscribe({\n * next: console.log\n * });\n * ```\n *\n * Or when you want to selectively apply an operator\n *\n * ```ts\n * import { interval, take, identity } from 'rxjs';\n *\n * const shouldLimit = () => Math.random() < 0.5;\n *\n * const source$ = interval(1000);\n *\n * const result$ = source$.pipe(shouldLimit() ? take(5) : identity);\n *\n * result$.subscribe({\n * next: console.log\n * });\n * ```\n *\n * @param x Any value that is returned by this function\n * @returns The value passed as the first parameter to this function\n */\nexport function identity(x: T): T {\n return x;\n}\n", "import { identity } from './identity';\nimport { UnaryFunction } from '../types';\n\nexport function pipe(): typeof identity;\nexport function pipe(fn1: UnaryFunction): UnaryFunction;\nexport function pipe(fn1: UnaryFunction, fn2: UnaryFunction): UnaryFunction;\nexport function pipe(fn1: UnaryFunction, fn2: UnaryFunction, fn3: UnaryFunction): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction,\n fn8: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction,\n fn8: UnaryFunction,\n fn9: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction,\n fn8: UnaryFunction,\n fn9: UnaryFunction,\n ...fns: UnaryFunction[]\n): UnaryFunction;\n\n/**\n * pipe() can be called on one or more functions, each of which can take one argument (\"UnaryFunction\")\n * and uses it to return a value.\n * It returns a function that takes one argument, passes it to the first UnaryFunction, and then\n * passes the result to the next one, passes that result to the next one, and so on. \n */\nexport function pipe(...fns: Array>): UnaryFunction {\n return pipeFromArray(fns);\n}\n\n/** @internal */\nexport function pipeFromArray(fns: Array>): UnaryFunction {\n if (fns.length === 0) {\n return identity as UnaryFunction;\n }\n\n if (fns.length === 1) {\n return fns[0];\n }\n\n return function piped(input: T): R {\n return fns.reduce((prev: any, fn: UnaryFunction) => fn(prev), input as any);\n };\n}\n", "import { Operator } from './Operator';\nimport { SafeSubscriber, Subscriber } from './Subscriber';\nimport { isSubscription, Subscription } from './Subscription';\nimport { TeardownLogic, OperatorFunction, Subscribable, Observer } from './types';\nimport { observable as Symbol_observable } from './symbol/observable';\nimport { pipeFromArray } from './util/pipe';\nimport { config } from './config';\nimport { isFunction } from './util/isFunction';\nimport { errorContext } from './util/errorContext';\n\n/**\n * A representation of any set of values over any amount of time. This is the most basic building block\n * of RxJS.\n *\n * @class Observable\n */\nexport class Observable implements Subscribable {\n /**\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n */\n source: Observable | undefined;\n\n /**\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n */\n operator: Operator | undefined;\n\n /**\n * @constructor\n * @param {Function} subscribe the function that is called when the Observable is\n * initially subscribed to. This function is given a Subscriber, to which new values\n * can be `next`ed, or an `error` method can be called to raise an error, or\n * `complete` can be called to notify of a successful completion.\n */\n constructor(subscribe?: (this: Observable, subscriber: Subscriber) => TeardownLogic) {\n if (subscribe) {\n this._subscribe = subscribe;\n }\n }\n\n // HACK: Since TypeScript inherits static properties too, we have to\n // fight against TypeScript here so Subject can have a different static create signature\n /**\n * Creates a new Observable by calling the Observable constructor\n * @owner Observable\n * @method create\n * @param {Function} subscribe? the subscriber function to be passed to the Observable constructor\n * @return {Observable} a new observable\n * @nocollapse\n * @deprecated Use `new Observable()` instead. Will be removed in v8.\n */\n static create: (...args: any[]) => any = (subscribe?: (subscriber: Subscriber) => TeardownLogic) => {\n return new Observable(subscribe);\n };\n\n /**\n * Creates a new Observable, with this Observable instance as the source, and the passed\n * operator defined as the new observable's operator.\n * @method lift\n * @param operator the operator defining the operation to take on the observable\n * @return a new observable with the Operator applied\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n * If you have implemented an operator using `lift`, it is recommended that you create an\n * operator by simply returning `new Observable()` directly. See \"Creating new operators from\n * scratch\" section here: https://rxjs.dev/guide/operators\n */\n lift(operator?: Operator): Observable {\n const observable = new Observable();\n observable.source = this;\n observable.operator = operator;\n return observable;\n }\n\n subscribe(observerOrNext?: Partial> | ((value: T) => void)): Subscription;\n /** @deprecated Instead of passing separate callback arguments, use an observer argument. Signatures taking separate callback arguments will be removed in v8. Details: https://rxjs.dev/deprecations/subscribe-arguments */\n subscribe(next?: ((value: T) => void) | null, error?: ((error: any) => void) | null, complete?: (() => void) | null): Subscription;\n /**\n * Invokes an execution of an Observable and registers Observer handlers for notifications it will emit.\n *\n * Use it when you have all these Observables, but still nothing is happening.\n *\n * `subscribe` is not a regular operator, but a method that calls Observable's internal `subscribe` function. It\n * might be for example a function that you passed to Observable's constructor, but most of the time it is\n * a library implementation, which defines what will be emitted by an Observable, and when it be will emitted. This means\n * that calling `subscribe` is actually the moment when Observable starts its work, not when it is created, as it is often\n * the thought.\n *\n * Apart from starting the execution of an Observable, this method allows you to listen for values\n * that an Observable emits, as well as for when it completes or errors. You can achieve this in two\n * of the following ways.\n *\n * The first way is creating an object that implements {@link Observer} interface. It should have methods\n * defined by that interface, but note that it should be just a regular JavaScript object, which you can create\n * yourself in any way you want (ES6 class, classic function constructor, object literal etc.). In particular, do\n * not attempt to use any RxJS implementation details to create Observers - you don't need them. Remember also\n * that your object does not have to implement all methods. If you find yourself creating a method that doesn't\n * do anything, you can simply omit it. Note however, if the `error` method is not provided and an error happens,\n * it will be thrown asynchronously. Errors thrown asynchronously cannot be caught using `try`/`catch`. Instead,\n * use the {@link onUnhandledError} configuration option or use a runtime handler (like `window.onerror` or\n * `process.on('error)`) to be notified of unhandled errors. Because of this, it's recommended that you provide\n * an `error` method to avoid missing thrown errors.\n *\n * The second way is to give up on Observer object altogether and simply provide callback functions in place of its methods.\n * This means you can provide three functions as arguments to `subscribe`, where the first function is equivalent\n * of a `next` method, the second of an `error` method and the third of a `complete` method. Just as in case of an Observer,\n * if you do not need to listen for something, you can omit a function by passing `undefined` or `null`,\n * since `subscribe` recognizes these functions by where they were placed in function call. When it comes\n * to the `error` function, as with an Observer, if not provided, errors emitted by an Observable will be thrown asynchronously.\n *\n * You can, however, subscribe with no parameters at all. This may be the case where you're not interested in terminal events\n * and you also handled emissions internally by using operators (e.g. using `tap`).\n *\n * Whichever style of calling `subscribe` you use, in both cases it returns a Subscription object.\n * This object allows you to call `unsubscribe` on it, which in turn will stop the work that an Observable does and will clean\n * up all resources that an Observable used. Note that cancelling a subscription will not call `complete` callback\n * provided to `subscribe` function, which is reserved for a regular completion signal that comes from an Observable.\n *\n * Remember that callbacks provided to `subscribe` are not guaranteed to be called asynchronously.\n * It is an Observable itself that decides when these functions will be called. For example {@link of}\n * by default emits all its values synchronously. Always check documentation for how given Observable\n * will behave when subscribed and if its default behavior can be modified with a `scheduler`.\n *\n * #### Examples\n *\n * Subscribe with an {@link guide/observer Observer}\n *\n * ```ts\n * import { of } from 'rxjs';\n *\n * const sumObserver = {\n * sum: 0,\n * next(value) {\n * console.log('Adding: ' + value);\n * this.sum = this.sum + value;\n * },\n * error() {\n * // We actually could just remove this method,\n * // since we do not really care about errors right now.\n * },\n * complete() {\n * console.log('Sum equals: ' + this.sum);\n * }\n * };\n *\n * of(1, 2, 3) // Synchronously emits 1, 2, 3 and then completes.\n * .subscribe(sumObserver);\n *\n * // Logs:\n * // 'Adding: 1'\n * // 'Adding: 2'\n * // 'Adding: 3'\n * // 'Sum equals: 6'\n * ```\n *\n * Subscribe with functions ({@link deprecations/subscribe-arguments deprecated})\n *\n * ```ts\n * import { of } from 'rxjs'\n *\n * let sum = 0;\n *\n * of(1, 2, 3).subscribe(\n * value => {\n * console.log('Adding: ' + value);\n * sum = sum + value;\n * },\n * undefined,\n * () => console.log('Sum equals: ' + sum)\n * );\n *\n * // Logs:\n * // 'Adding: 1'\n * // 'Adding: 2'\n * // 'Adding: 3'\n * // 'Sum equals: 6'\n * ```\n *\n * Cancel a subscription\n *\n * ```ts\n * import { interval } from 'rxjs';\n *\n * const subscription = interval(1000).subscribe({\n * next(num) {\n * console.log(num)\n * },\n * complete() {\n * // Will not be called, even when cancelling subscription.\n * console.log('completed!');\n * }\n * });\n *\n * setTimeout(() => {\n * subscription.unsubscribe();\n * console.log('unsubscribed!');\n * }, 2500);\n *\n * // Logs:\n * // 0 after 1s\n * // 1 after 2s\n * // 'unsubscribed!' after 2.5s\n * ```\n *\n * @param {Observer|Function} observerOrNext (optional) Either an observer with methods to be called,\n * or the first of three possible handlers, which is the handler for each value emitted from the subscribed\n * Observable.\n * @param {Function} error (optional) A handler for a terminal event resulting from an error. If no error handler is provided,\n * the error will be thrown asynchronously as unhandled.\n * @param {Function} complete (optional) A handler for a terminal event resulting from successful completion.\n * @return {Subscription} a subscription reference to the registered handlers\n * @method subscribe\n */\n subscribe(\n observerOrNext?: Partial> | ((value: T) => void) | null,\n error?: ((error: any) => void) | null,\n complete?: (() => void) | null\n ): Subscription {\n const subscriber = isSubscriber(observerOrNext) ? observerOrNext : new SafeSubscriber(observerOrNext, error, complete);\n\n errorContext(() => {\n const { operator, source } = this;\n subscriber.add(\n operator\n ? // We're dealing with a subscription in the\n // operator chain to one of our lifted operators.\n operator.call(subscriber, source)\n : source\n ? // If `source` has a value, but `operator` does not, something that\n // had intimate knowledge of our API, like our `Subject`, must have\n // set it. We're going to just call `_subscribe` directly.\n this._subscribe(subscriber)\n : // In all other cases, we're likely wrapping a user-provided initializer\n // function, so we need to catch errors and handle them appropriately.\n this._trySubscribe(subscriber)\n );\n });\n\n return subscriber;\n }\n\n /** @internal */\n protected _trySubscribe(sink: Subscriber): TeardownLogic {\n try {\n return this._subscribe(sink);\n } catch (err) {\n // We don't need to return anything in this case,\n // because it's just going to try to `add()` to a subscription\n // above.\n sink.error(err);\n }\n }\n\n /**\n * Used as a NON-CANCELLABLE means of subscribing to an observable, for use with\n * APIs that expect promises, like `async/await`. You cannot unsubscribe from this.\n *\n * **WARNING**: Only use this with observables you *know* will complete. If the source\n * observable does not complete, you will end up with a promise that is hung up, and\n * potentially all of the state of an async function hanging out in memory. To avoid\n * this situation, look into adding something like {@link timeout}, {@link take},\n * {@link takeWhile}, or {@link takeUntil} amongst others.\n *\n * #### Example\n *\n * ```ts\n * import { interval, take } from 'rxjs';\n *\n * const source$ = interval(1000).pipe(take(4));\n *\n * async function getTotal() {\n * let total = 0;\n *\n * await source$.forEach(value => {\n * total += value;\n * console.log('observable -> ' + value);\n * });\n *\n * return total;\n * }\n *\n * getTotal().then(\n * total => console.log('Total: ' + total)\n * );\n *\n * // Expected:\n * // 'observable -> 0'\n * // 'observable -> 1'\n * // 'observable -> 2'\n * // 'observable -> 3'\n * // 'Total: 6'\n * ```\n *\n * @param next a handler for each value emitted by the observable\n * @return a promise that either resolves on observable completion or\n * rejects with the handled error\n */\n forEach(next: (value: T) => void): Promise;\n\n /**\n * @param next a handler for each value emitted by the observable\n * @param promiseCtor a constructor function used to instantiate the Promise\n * @return a promise that either resolves on observable completion or\n * rejects with the handled error\n * @deprecated Passing a Promise constructor will no longer be available\n * in upcoming versions of RxJS. This is because it adds weight to the library, for very\n * little benefit. If you need this functionality, it is recommended that you either\n * polyfill Promise, or you create an adapter to convert the returned native promise\n * to whatever promise implementation you wanted. Will be removed in v8.\n */\n forEach(next: (value: T) => void, promiseCtor: PromiseConstructorLike): Promise;\n\n forEach(next: (value: T) => void, promiseCtor?: PromiseConstructorLike): Promise {\n promiseCtor = getPromiseCtor(promiseCtor);\n\n return new promiseCtor((resolve, reject) => {\n const subscriber = new SafeSubscriber({\n next: (value) => {\n try {\n next(value);\n } catch (err) {\n reject(err);\n subscriber.unsubscribe();\n }\n },\n error: reject,\n complete: resolve,\n });\n this.subscribe(subscriber);\n }) as Promise;\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): TeardownLogic {\n return this.source?.subscribe(subscriber);\n }\n\n /**\n * An interop point defined by the es7-observable spec https://github.com/zenparsing/es-observable\n * @method Symbol.observable\n * @return {Observable} this instance of the observable\n */\n [Symbol_observable]() {\n return this;\n }\n\n /* tslint:disable:max-line-length */\n pipe(): Observable;\n pipe(op1: OperatorFunction): Observable;\n pipe(op1: OperatorFunction, op2: OperatorFunction): Observable;\n pipe(op1: OperatorFunction, op2: OperatorFunction, op3: OperatorFunction): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction,\n op8: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction,\n op8: OperatorFunction,\n op9: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction,\n op8: OperatorFunction,\n op9: OperatorFunction,\n ...operations: OperatorFunction[]\n ): Observable;\n /* tslint:enable:max-line-length */\n\n /**\n * Used to stitch together functional operators into a chain.\n * @method pipe\n * @return {Observable} the Observable result of all of the operators having\n * been called in the order they were passed in.\n *\n * ## Example\n *\n * ```ts\n * import { interval, filter, map, scan } from 'rxjs';\n *\n * interval(1000)\n * .pipe(\n * filter(x => x % 2 === 0),\n * map(x => x + x),\n * scan((acc, x) => acc + x)\n * )\n * .subscribe(x => console.log(x));\n * ```\n */\n pipe(...operations: OperatorFunction[]): Observable {\n return pipeFromArray(operations)(this);\n }\n\n /* tslint:disable:max-line-length */\n /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n toPromise(): Promise;\n /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n toPromise(PromiseCtor: typeof Promise): Promise;\n /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n toPromise(PromiseCtor: PromiseConstructorLike): Promise;\n /* tslint:enable:max-line-length */\n\n /**\n * Subscribe to this Observable and get a Promise resolving on\n * `complete` with the last emission (if any).\n *\n * **WARNING**: Only use this with observables you *know* will complete. If the source\n * observable does not complete, you will end up with a promise that is hung up, and\n * potentially all of the state of an async function hanging out in memory. To avoid\n * this situation, look into adding something like {@link timeout}, {@link take},\n * {@link takeWhile}, or {@link takeUntil} amongst others.\n *\n * @method toPromise\n * @param [promiseCtor] a constructor function used to instantiate\n * the Promise\n * @return A Promise that resolves with the last value emit, or\n * rejects on an error. If there were no emissions, Promise\n * resolves with undefined.\n * @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise\n */\n toPromise(promiseCtor?: PromiseConstructorLike): Promise {\n promiseCtor = getPromiseCtor(promiseCtor);\n\n return new promiseCtor((resolve, reject) => {\n let value: T | undefined;\n this.subscribe(\n (x: T) => (value = x),\n (err: any) => reject(err),\n () => resolve(value)\n );\n }) as Promise;\n }\n}\n\n/**\n * Decides between a passed promise constructor from consuming code,\n * A default configured promise constructor, and the native promise\n * constructor and returns it. If nothing can be found, it will throw\n * an error.\n * @param promiseCtor The optional promise constructor to passed by consuming code\n */\nfunction getPromiseCtor(promiseCtor: PromiseConstructorLike | undefined) {\n return promiseCtor ?? config.Promise ?? Promise;\n}\n\nfunction isObserver(value: any): value is Observer {\n return value && isFunction(value.next) && isFunction(value.error) && isFunction(value.complete);\n}\n\nfunction isSubscriber(value: any): value is Subscriber {\n return (value && value instanceof Subscriber) || (isObserver(value) && isSubscription(value));\n}\n", "import { Observable } from '../Observable';\nimport { Subscriber } from '../Subscriber';\nimport { OperatorFunction } from '../types';\nimport { isFunction } from './isFunction';\n\n/**\n * Used to determine if an object is an Observable with a lift function.\n */\nexport function hasLift(source: any): source is { lift: InstanceType['lift'] } {\n return isFunction(source?.lift);\n}\n\n/**\n * Creates an `OperatorFunction`. Used to define operators throughout the library in a concise way.\n * @param init The logic to connect the liftedSource to the subscriber at the moment of subscription.\n */\nexport function operate(\n init: (liftedSource: Observable, subscriber: Subscriber) => (() => void) | void\n): OperatorFunction {\n return (source: Observable) => {\n if (hasLift(source)) {\n return source.lift(function (this: Subscriber, liftedSource: Observable) {\n try {\n return init(liftedSource, this);\n } catch (err) {\n this.error(err);\n }\n });\n }\n throw new TypeError('Unable to lift unknown Observable type');\n };\n}\n", "import { Subscriber } from '../Subscriber';\n\n/**\n * Creates an instance of an `OperatorSubscriber`.\n * @param destination The downstream subscriber.\n * @param onNext Handles next values, only called if this subscriber is not stopped or closed. Any\n * error that occurs in this function is caught and sent to the `error` method of this subscriber.\n * @param onError Handles errors from the subscription, any errors that occur in this handler are caught\n * and send to the `destination` error handler.\n * @param onComplete Handles completion notification from the subscription. Any errors that occur in\n * this handler are sent to the `destination` error handler.\n * @param onFinalize Additional teardown logic here. This will only be called on teardown if the\n * subscriber itself is not already closed. This is called after all other teardown logic is executed.\n */\nexport function createOperatorSubscriber(\n destination: Subscriber,\n onNext?: (value: T) => void,\n onComplete?: () => void,\n onError?: (err: any) => void,\n onFinalize?: () => void\n): Subscriber {\n return new OperatorSubscriber(destination, onNext, onComplete, onError, onFinalize);\n}\n\n/**\n * A generic helper for allowing operators to be created with a Subscriber and\n * use closures to capture necessary state from the operator function itself.\n */\nexport class OperatorSubscriber extends Subscriber {\n /**\n * Creates an instance of an `OperatorSubscriber`.\n * @param destination The downstream subscriber.\n * @param onNext Handles next values, only called if this subscriber is not stopped or closed. Any\n * error that occurs in this function is caught and sent to the `error` method of this subscriber.\n * @param onError Handles errors from the subscription, any errors that occur in this handler are caught\n * and send to the `destination` error handler.\n * @param onComplete Handles completion notification from the subscription. Any errors that occur in\n * this handler are sent to the `destination` error handler.\n * @param onFinalize Additional finalization logic here. This will only be called on finalization if the\n * subscriber itself is not already closed. This is called after all other finalization logic is executed.\n * @param shouldUnsubscribe An optional check to see if an unsubscribe call should truly unsubscribe.\n * NOTE: This currently **ONLY** exists to support the strange behavior of {@link groupBy}, where unsubscription\n * to the resulting observable does not actually disconnect from the source if there are active subscriptions\n * to any grouped observable. (DO NOT EXPOSE OR USE EXTERNALLY!!!)\n */\n constructor(\n destination: Subscriber,\n onNext?: (value: T) => void,\n onComplete?: () => void,\n onError?: (err: any) => void,\n private onFinalize?: () => void,\n private shouldUnsubscribe?: () => boolean\n ) {\n // It's important - for performance reasons - that all of this class's\n // members are initialized and that they are always initialized in the same\n // order. This will ensure that all OperatorSubscriber instances have the\n // same hidden class in V8. This, in turn, will help keep the number of\n // hidden classes involved in property accesses within the base class as\n // low as possible. If the number of hidden classes involved exceeds four,\n // the property accesses will become megamorphic and performance penalties\n // will be incurred - i.e. inline caches won't be used.\n //\n // The reasons for ensuring all instances have the same hidden class are\n // further discussed in this blog post from Benedikt Meurer:\n // https://benediktmeurer.de/2018/03/23/impact-of-polymorphism-on-component-based-frameworks-like-react/\n super(destination);\n this._next = onNext\n ? function (this: OperatorSubscriber, value: T) {\n try {\n onNext(value);\n } catch (err) {\n destination.error(err);\n }\n }\n : super._next;\n this._error = onError\n ? function (this: OperatorSubscriber, err: any) {\n try {\n onError(err);\n } catch (err) {\n // Send any errors that occur down stream.\n destination.error(err);\n } finally {\n // Ensure finalization.\n this.unsubscribe();\n }\n }\n : super._error;\n this._complete = onComplete\n ? function (this: OperatorSubscriber) {\n try {\n onComplete();\n } catch (err) {\n // Send any errors that occur down stream.\n destination.error(err);\n } finally {\n // Ensure finalization.\n this.unsubscribe();\n }\n }\n : super._complete;\n }\n\n unsubscribe() {\n if (!this.shouldUnsubscribe || this.shouldUnsubscribe()) {\n const { closed } = this;\n super.unsubscribe();\n // Execute additional teardown if we have any and we didn't already do so.\n !closed && this.onFinalize?.();\n }\n }\n}\n", "import { Subscription } from '../Subscription';\n\ninterface AnimationFrameProvider {\n schedule(callback: FrameRequestCallback): Subscription;\n requestAnimationFrame: typeof requestAnimationFrame;\n cancelAnimationFrame: typeof cancelAnimationFrame;\n delegate:\n | {\n requestAnimationFrame: typeof requestAnimationFrame;\n cancelAnimationFrame: typeof cancelAnimationFrame;\n }\n | undefined;\n}\n\nexport const animationFrameProvider: AnimationFrameProvider = {\n // When accessing the delegate, use the variable rather than `this` so that\n // the functions can be called without being bound to the provider.\n schedule(callback) {\n let request = requestAnimationFrame;\n let cancel: typeof cancelAnimationFrame | undefined = cancelAnimationFrame;\n const { delegate } = animationFrameProvider;\n if (delegate) {\n request = delegate.requestAnimationFrame;\n cancel = delegate.cancelAnimationFrame;\n }\n const handle = request((timestamp) => {\n // Clear the cancel function. The request has been fulfilled, so\n // attempting to cancel the request upon unsubscription would be\n // pointless.\n cancel = undefined;\n callback(timestamp);\n });\n return new Subscription(() => cancel?.(handle));\n },\n requestAnimationFrame(...args) {\n const { delegate } = animationFrameProvider;\n return (delegate?.requestAnimationFrame || requestAnimationFrame)(...args);\n },\n cancelAnimationFrame(...args) {\n const { delegate } = animationFrameProvider;\n return (delegate?.cancelAnimationFrame || cancelAnimationFrame)(...args);\n },\n delegate: undefined,\n};\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface ObjectUnsubscribedError extends Error {}\n\nexport interface ObjectUnsubscribedErrorCtor {\n /**\n * @deprecated Internal implementation detail. Do not construct error instances.\n * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n */\n new (): ObjectUnsubscribedError;\n}\n\n/**\n * An error thrown when an action is invalid because the object has been\n * unsubscribed.\n *\n * @see {@link Subject}\n * @see {@link BehaviorSubject}\n *\n * @class ObjectUnsubscribedError\n */\nexport const ObjectUnsubscribedError: ObjectUnsubscribedErrorCtor = createErrorClass(\n (_super) =>\n function ObjectUnsubscribedErrorImpl(this: any) {\n _super(this);\n this.name = 'ObjectUnsubscribedError';\n this.message = 'object unsubscribed';\n }\n);\n", "import { Operator } from './Operator';\nimport { Observable } from './Observable';\nimport { Subscriber } from './Subscriber';\nimport { Subscription, EMPTY_SUBSCRIPTION } from './Subscription';\nimport { Observer, SubscriptionLike, TeardownLogic } from './types';\nimport { ObjectUnsubscribedError } from './util/ObjectUnsubscribedError';\nimport { arrRemove } from './util/arrRemove';\nimport { errorContext } from './util/errorContext';\n\n/**\n * A Subject is a special type of Observable that allows values to be\n * multicasted to many Observers. Subjects are like EventEmitters.\n *\n * Every Subject is an Observable and an Observer. You can subscribe to a\n * Subject, and you can call next to feed values as well as error and complete.\n */\nexport class Subject extends Observable implements SubscriptionLike {\n closed = false;\n\n private currentObservers: Observer[] | null = null;\n\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n observers: Observer[] = [];\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n isStopped = false;\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n hasError = false;\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n thrownError: any = null;\n\n /**\n * Creates a \"subject\" by basically gluing an observer to an observable.\n *\n * @nocollapse\n * @deprecated Recommended you do not use. Will be removed at some point in the future. Plans for replacement still under discussion.\n */\n static create: (...args: any[]) => any = (destination: Observer, source: Observable): AnonymousSubject => {\n return new AnonymousSubject(destination, source);\n };\n\n constructor() {\n // NOTE: This must be here to obscure Observable's constructor.\n super();\n }\n\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n lift(operator: Operator): Observable {\n const subject = new AnonymousSubject(this, this);\n subject.operator = operator as any;\n return subject as any;\n }\n\n /** @internal */\n protected _throwIfClosed() {\n if (this.closed) {\n throw new ObjectUnsubscribedError();\n }\n }\n\n next(value: T) {\n errorContext(() => {\n this._throwIfClosed();\n if (!this.isStopped) {\n if (!this.currentObservers) {\n this.currentObservers = Array.from(this.observers);\n }\n for (const observer of this.currentObservers) {\n observer.next(value);\n }\n }\n });\n }\n\n error(err: any) {\n errorContext(() => {\n this._throwIfClosed();\n if (!this.isStopped) {\n this.hasError = this.isStopped = true;\n this.thrownError = err;\n const { observers } = this;\n while (observers.length) {\n observers.shift()!.error(err);\n }\n }\n });\n }\n\n complete() {\n errorContext(() => {\n this._throwIfClosed();\n if (!this.isStopped) {\n this.isStopped = true;\n const { observers } = this;\n while (observers.length) {\n observers.shift()!.complete();\n }\n }\n });\n }\n\n unsubscribe() {\n this.isStopped = this.closed = true;\n this.observers = this.currentObservers = null!;\n }\n\n get observed() {\n return this.observers?.length > 0;\n }\n\n /** @internal */\n protected _trySubscribe(subscriber: Subscriber): TeardownLogic {\n this._throwIfClosed();\n return super._trySubscribe(subscriber);\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n this._throwIfClosed();\n this._checkFinalizedStatuses(subscriber);\n return this._innerSubscribe(subscriber);\n }\n\n /** @internal */\n protected _innerSubscribe(subscriber: Subscriber) {\n const { hasError, isStopped, observers } = this;\n if (hasError || isStopped) {\n return EMPTY_SUBSCRIPTION;\n }\n this.currentObservers = null;\n observers.push(subscriber);\n return new Subscription(() => {\n this.currentObservers = null;\n arrRemove(observers, subscriber);\n });\n }\n\n /** @internal */\n protected _checkFinalizedStatuses(subscriber: Subscriber) {\n const { hasError, thrownError, isStopped } = this;\n if (hasError) {\n subscriber.error(thrownError);\n } else if (isStopped) {\n subscriber.complete();\n }\n }\n\n /**\n * Creates a new Observable with this Subject as the source. You can do this\n * to create custom Observer-side logic of the Subject and conceal it from\n * code that uses the Observable.\n * @return {Observable} Observable that the Subject casts to\n */\n asObservable(): Observable {\n const observable: any = new Observable();\n observable.source = this;\n return observable;\n }\n}\n\n/**\n * @class AnonymousSubject\n */\nexport class AnonymousSubject extends Subject {\n constructor(\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n public destination?: Observer,\n source?: Observable\n ) {\n super();\n this.source = source;\n }\n\n next(value: T) {\n this.destination?.next?.(value);\n }\n\n error(err: any) {\n this.destination?.error?.(err);\n }\n\n complete() {\n this.destination?.complete?.();\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n return this.source?.subscribe(subscriber) ?? EMPTY_SUBSCRIPTION;\n }\n}\n", "import { Subject } from './Subject';\nimport { Subscriber } from './Subscriber';\nimport { Subscription } from './Subscription';\n\n/**\n * A variant of Subject that requires an initial value and emits its current\n * value whenever it is subscribed to.\n *\n * @class BehaviorSubject\n */\nexport class BehaviorSubject extends Subject {\n constructor(private _value: T) {\n super();\n }\n\n get value(): T {\n return this.getValue();\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n const subscription = super._subscribe(subscriber);\n !subscription.closed && subscriber.next(this._value);\n return subscription;\n }\n\n getValue(): T {\n const { hasError, thrownError, _value } = this;\n if (hasError) {\n throw thrownError;\n }\n this._throwIfClosed();\n return _value;\n }\n\n next(value: T): void {\n super.next((this._value = value));\n }\n}\n", "import { TimestampProvider } from '../types';\n\ninterface DateTimestampProvider extends TimestampProvider {\n delegate: TimestampProvider | undefined;\n}\n\nexport const dateTimestampProvider: DateTimestampProvider = {\n now() {\n // Use the variable rather than `this` so that the function can be called\n // without being bound to the provider.\n return (dateTimestampProvider.delegate || Date).now();\n },\n delegate: undefined,\n};\n", "import { Subject } from './Subject';\nimport { TimestampProvider } from './types';\nimport { Subscriber } from './Subscriber';\nimport { Subscription } from './Subscription';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\n\n/**\n * A variant of {@link Subject} that \"replays\" old values to new subscribers by emitting them when they first subscribe.\n *\n * `ReplaySubject` has an internal buffer that will store a specified number of values that it has observed. Like `Subject`,\n * `ReplaySubject` \"observes\" values by having them passed to its `next` method. When it observes a value, it will store that\n * value for a time determined by the configuration of the `ReplaySubject`, as passed to its constructor.\n *\n * When a new subscriber subscribes to the `ReplaySubject` instance, it will synchronously emit all values in its buffer in\n * a First-In-First-Out (FIFO) manner. The `ReplaySubject` will also complete, if it has observed completion; and it will\n * error if it has observed an error.\n *\n * There are two main configuration items to be concerned with:\n *\n * 1. `bufferSize` - This will determine how many items are stored in the buffer, defaults to infinite.\n * 2. `windowTime` - The amount of time to hold a value in the buffer before removing it from the buffer.\n *\n * Both configurations may exist simultaneously. So if you would like to buffer a maximum of 3 values, as long as the values\n * are less than 2 seconds old, you could do so with a `new ReplaySubject(3, 2000)`.\n *\n * ### Differences with BehaviorSubject\n *\n * `BehaviorSubject` is similar to `new ReplaySubject(1)`, with a couple of exceptions:\n *\n * 1. `BehaviorSubject` comes \"primed\" with a single value upon construction.\n * 2. `ReplaySubject` will replay values, even after observing an error, where `BehaviorSubject` will not.\n *\n * @see {@link Subject}\n * @see {@link BehaviorSubject}\n * @see {@link shareReplay}\n */\nexport class ReplaySubject extends Subject {\n private _buffer: (T | number)[] = [];\n private _infiniteTimeWindow = true;\n\n /**\n * @param bufferSize The size of the buffer to replay on subscription\n * @param windowTime The amount of time the buffered items will stay buffered\n * @param timestampProvider An object with a `now()` method that provides the current timestamp. This is used to\n * calculate the amount of time something has been buffered.\n */\n constructor(\n private _bufferSize = Infinity,\n private _windowTime = Infinity,\n private _timestampProvider: TimestampProvider = dateTimestampProvider\n ) {\n super();\n this._infiniteTimeWindow = _windowTime === Infinity;\n this._bufferSize = Math.max(1, _bufferSize);\n this._windowTime = Math.max(1, _windowTime);\n }\n\n next(value: T): void {\n const { isStopped, _buffer, _infiniteTimeWindow, _timestampProvider, _windowTime } = this;\n if (!isStopped) {\n _buffer.push(value);\n !_infiniteTimeWindow && _buffer.push(_timestampProvider.now() + _windowTime);\n }\n this._trimBuffer();\n super.next(value);\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n this._throwIfClosed();\n this._trimBuffer();\n\n const subscription = this._innerSubscribe(subscriber);\n\n const { _infiniteTimeWindow, _buffer } = this;\n // We use a copy here, so reentrant code does not mutate our array while we're\n // emitting it to a new subscriber.\n const copy = _buffer.slice();\n for (let i = 0; i < copy.length && !subscriber.closed; i += _infiniteTimeWindow ? 1 : 2) {\n subscriber.next(copy[i] as T);\n }\n\n this._checkFinalizedStatuses(subscriber);\n\n return subscription;\n }\n\n private _trimBuffer() {\n const { _bufferSize, _timestampProvider, _buffer, _infiniteTimeWindow } = this;\n // If we don't have an infinite buffer size, and we're over the length,\n // use splice to truncate the old buffer values off. Note that we have to\n // double the size for instances where we're not using an infinite time window\n // because we're storing the values and the timestamps in the same array.\n const adjustedBufferSize = (_infiniteTimeWindow ? 1 : 2) * _bufferSize;\n _bufferSize < Infinity && adjustedBufferSize < _buffer.length && _buffer.splice(0, _buffer.length - adjustedBufferSize);\n\n // Now, if we're not in an infinite time window, remove all values where the time is\n // older than what is allowed.\n if (!_infiniteTimeWindow) {\n const now = _timestampProvider.now();\n let last = 0;\n // Search the array for the first timestamp that isn't expired and\n // truncate the buffer up to that point.\n for (let i = 1; i < _buffer.length && (_buffer[i] as number) <= now; i += 2) {\n last = i;\n }\n last && _buffer.splice(0, last + 1);\n }\n }\n}\n", "import { Scheduler } from '../Scheduler';\nimport { Subscription } from '../Subscription';\nimport { SchedulerAction } from '../types';\n\n/**\n * A unit of work to be executed in a `scheduler`. An action is typically\n * created from within a {@link SchedulerLike} and an RxJS user does not need to concern\n * themselves about creating and manipulating an Action.\n *\n * ```ts\n * class Action extends Subscription {\n * new (scheduler: Scheduler, work: (state?: T) => void);\n * schedule(state?: T, delay: number = 0): Subscription;\n * }\n * ```\n *\n * @class Action\n */\nexport class Action extends Subscription {\n constructor(scheduler: Scheduler, work: (this: SchedulerAction, state?: T) => void) {\n super();\n }\n /**\n * Schedules this action on its parent {@link SchedulerLike} for execution. May be passed\n * some context object, `state`. May happen at some point in the future,\n * according to the `delay` parameter, if specified.\n * @param {T} [state] Some contextual data that the `work` function uses when\n * called by the Scheduler.\n * @param {number} [delay] Time to wait before executing the work, where the\n * time unit is implicit and defined by the Scheduler.\n * @return {void}\n */\n public schedule(state?: T, delay: number = 0): Subscription {\n return this;\n }\n}\n", "import type { TimerHandle } from './timerHandle';\ntype SetIntervalFunction = (handler: () => void, timeout?: number, ...args: any[]) => TimerHandle;\ntype ClearIntervalFunction = (handle: TimerHandle) => void;\n\ninterface IntervalProvider {\n setInterval: SetIntervalFunction;\n clearInterval: ClearIntervalFunction;\n delegate:\n | {\n setInterval: SetIntervalFunction;\n clearInterval: ClearIntervalFunction;\n }\n | undefined;\n}\n\nexport const intervalProvider: IntervalProvider = {\n // When accessing the delegate, use the variable rather than `this` so that\n // the functions can be called without being bound to the provider.\n setInterval(handler: () => void, timeout?: number, ...args) {\n const { delegate } = intervalProvider;\n if (delegate?.setInterval) {\n return delegate.setInterval(handler, timeout, ...args);\n }\n return setInterval(handler, timeout, ...args);\n },\n clearInterval(handle) {\n const { delegate } = intervalProvider;\n return (delegate?.clearInterval || clearInterval)(handle as any);\n },\n delegate: undefined,\n};\n", "import { Action } from './Action';\nimport { SchedulerAction } from '../types';\nimport { Subscription } from '../Subscription';\nimport { AsyncScheduler } from './AsyncScheduler';\nimport { intervalProvider } from './intervalProvider';\nimport { arrRemove } from '../util/arrRemove';\nimport { TimerHandle } from './timerHandle';\n\nexport class AsyncAction extends Action {\n public id: TimerHandle | undefined;\n public state?: T;\n // @ts-ignore: Property has no initializer and is not definitely assigned\n public delay: number;\n protected pending: boolean = false;\n\n constructor(protected scheduler: AsyncScheduler, protected work: (this: SchedulerAction, state?: T) => void) {\n super(scheduler, work);\n }\n\n public schedule(state?: T, delay: number = 0): Subscription {\n if (this.closed) {\n return this;\n }\n\n // Always replace the current state with the new state.\n this.state = state;\n\n const id = this.id;\n const scheduler = this.scheduler;\n\n //\n // Important implementation note:\n //\n // Actions only execute once by default, unless rescheduled from within the\n // scheduled callback. This allows us to implement single and repeat\n // actions via the same code path, without adding API surface area, as well\n // as mimic traditional recursion but across asynchronous boundaries.\n //\n // However, JS runtimes and timers distinguish between intervals achieved by\n // serial `setTimeout` calls vs. a single `setInterval` call. An interval of\n // serial `setTimeout` calls can be individually delayed, which delays\n // scheduling the next `setTimeout`, and so on. `setInterval` attempts to\n // guarantee the interval callback will be invoked more precisely to the\n // interval period, regardless of load.\n //\n // Therefore, we use `setInterval` to schedule single and repeat actions.\n // If the action reschedules itself with the same delay, the interval is not\n // canceled. If the action doesn't reschedule, or reschedules with a\n // different delay, the interval will be canceled after scheduled callback\n // execution.\n //\n if (id != null) {\n this.id = this.recycleAsyncId(scheduler, id, delay);\n }\n\n // Set the pending flag indicating that this action has been scheduled, or\n // has recursively rescheduled itself.\n this.pending = true;\n\n this.delay = delay;\n // If this action has already an async Id, don't request a new one.\n this.id = this.id ?? this.requestAsyncId(scheduler, this.id, delay);\n\n return this;\n }\n\n protected requestAsyncId(scheduler: AsyncScheduler, _id?: TimerHandle, delay: number = 0): TimerHandle {\n return intervalProvider.setInterval(scheduler.flush.bind(scheduler, this), delay);\n }\n\n protected recycleAsyncId(_scheduler: AsyncScheduler, id?: TimerHandle, delay: number | null = 0): TimerHandle | undefined {\n // If this action is rescheduled with the same delay time, don't clear the interval id.\n if (delay != null && this.delay === delay && this.pending === false) {\n return id;\n }\n // Otherwise, if the action's delay time is different from the current delay,\n // or the action has been rescheduled before it's executed, clear the interval id\n if (id != null) {\n intervalProvider.clearInterval(id);\n }\n\n return undefined;\n }\n\n /**\n * Immediately executes this action and the `work` it contains.\n * @return {any}\n */\n public execute(state: T, delay: number): any {\n if (this.closed) {\n return new Error('executing a cancelled action');\n }\n\n this.pending = false;\n const error = this._execute(state, delay);\n if (error) {\n return error;\n } else if (this.pending === false && this.id != null) {\n // Dequeue if the action didn't reschedule itself. Don't call\n // unsubscribe(), because the action could reschedule later.\n // For example:\n // ```\n // scheduler.schedule(function doWork(counter) {\n // /* ... I'm a busy worker bee ... */\n // var originalAction = this;\n // /* wait 100ms before rescheduling the action */\n // setTimeout(function () {\n // originalAction.schedule(counter + 1);\n // }, 100);\n // }, 1000);\n // ```\n this.id = this.recycleAsyncId(this.scheduler, this.id, null);\n }\n }\n\n protected _execute(state: T, _delay: number): any {\n let errored: boolean = false;\n let errorValue: any;\n try {\n this.work(state);\n } catch (e) {\n errored = true;\n // HACK: Since code elsewhere is relying on the \"truthiness\" of the\n // return here, we can't have it return \"\" or 0 or false.\n // TODO: Clean this up when we refactor schedulers mid-version-8 or so.\n errorValue = e ? e : new Error('Scheduled action threw falsy error');\n }\n if (errored) {\n this.unsubscribe();\n return errorValue;\n }\n }\n\n unsubscribe() {\n if (!this.closed) {\n const { id, scheduler } = this;\n const { actions } = scheduler;\n\n this.work = this.state = this.scheduler = null!;\n this.pending = false;\n\n arrRemove(actions, this);\n if (id != null) {\n this.id = this.recycleAsyncId(scheduler, id, null);\n }\n\n this.delay = null!;\n super.unsubscribe();\n }\n }\n}\n", "import { Action } from './scheduler/Action';\nimport { Subscription } from './Subscription';\nimport { SchedulerLike, SchedulerAction } from './types';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\n\n/**\n * An execution context and a data structure to order tasks and schedule their\n * execution. Provides a notion of (potentially virtual) time, through the\n * `now()` getter method.\n *\n * Each unit of work in a Scheduler is called an `Action`.\n *\n * ```ts\n * class Scheduler {\n * now(): number;\n * schedule(work, delay?, state?): Subscription;\n * }\n * ```\n *\n * @class Scheduler\n * @deprecated Scheduler is an internal implementation detail of RxJS, and\n * should not be used directly. Rather, create your own class and implement\n * {@link SchedulerLike}. Will be made internal in v8.\n */\nexport class Scheduler implements SchedulerLike {\n public static now: () => number = dateTimestampProvider.now;\n\n constructor(private schedulerActionCtor: typeof Action, now: () => number = Scheduler.now) {\n this.now = now;\n }\n\n /**\n * A getter method that returns a number representing the current time\n * (at the time this function was called) according to the scheduler's own\n * internal clock.\n * @return {number} A number that represents the current time. May or may not\n * have a relation to wall-clock time. May or may not refer to a time unit\n * (e.g. milliseconds).\n */\n public now: () => number;\n\n /**\n * Schedules a function, `work`, for execution. May happen at some point in\n * the future, according to the `delay` parameter, if specified. May be passed\n * some context object, `state`, which will be passed to the `work` function.\n *\n * The given arguments will be processed an stored as an Action object in a\n * queue of actions.\n *\n * @param {function(state: ?T): ?Subscription} work A function representing a\n * task, or some unit of work to be executed by the Scheduler.\n * @param {number} [delay] Time to wait before executing the work, where the\n * time unit is implicit and defined by the Scheduler itself.\n * @param {T} [state] Some contextual data that the `work` function uses when\n * called by the Scheduler.\n * @return {Subscription} A subscription in order to be able to unsubscribe\n * the scheduled work.\n */\n public schedule(work: (this: SchedulerAction, state?: T) => void, delay: number = 0, state?: T): Subscription {\n return new this.schedulerActionCtor(this, work).schedule(state, delay);\n }\n}\n", "import { Scheduler } from '../Scheduler';\nimport { Action } from './Action';\nimport { AsyncAction } from './AsyncAction';\nimport { TimerHandle } from './timerHandle';\n\nexport class AsyncScheduler extends Scheduler {\n public actions: Array> = [];\n /**\n * A flag to indicate whether the Scheduler is currently executing a batch of\n * queued actions.\n * @type {boolean}\n * @internal\n */\n public _active: boolean = false;\n /**\n * An internal ID used to track the latest asynchronous task such as those\n * coming from `setTimeout`, `setInterval`, `requestAnimationFrame`, and\n * others.\n * @type {any}\n * @internal\n */\n public _scheduled: TimerHandle | undefined;\n\n constructor(SchedulerAction: typeof Action, now: () => number = Scheduler.now) {\n super(SchedulerAction, now);\n }\n\n public flush(action: AsyncAction): void {\n const { actions } = this;\n\n if (this._active) {\n actions.push(action);\n return;\n }\n\n let error: any;\n this._active = true;\n\n do {\n if ((error = action.execute(action.state, action.delay))) {\n break;\n }\n } while ((action = actions.shift()!)); // exhaust the scheduler queue\n\n this._active = false;\n\n if (error) {\n while ((action = actions.shift()!)) {\n action.unsubscribe();\n }\n throw error;\n }\n }\n}\n", "import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\n\n/**\n *\n * Async Scheduler\n *\n * Schedule task as if you used setTimeout(task, duration)\n *\n * `async` scheduler schedules tasks asynchronously, by putting them on the JavaScript\n * event loop queue. It is best used to delay tasks in time or to schedule tasks repeating\n * in intervals.\n *\n * If you just want to \"defer\" task, that is to perform it right after currently\n * executing synchronous code ends (commonly achieved by `setTimeout(deferredTask, 0)`),\n * better choice will be the {@link asapScheduler} scheduler.\n *\n * ## Examples\n * Use async scheduler to delay task\n * ```ts\n * import { asyncScheduler } from 'rxjs';\n *\n * const task = () => console.log('it works!');\n *\n * asyncScheduler.schedule(task, 2000);\n *\n * // After 2 seconds logs:\n * // \"it works!\"\n * ```\n *\n * Use async scheduler to repeat task in intervals\n * ```ts\n * import { asyncScheduler } from 'rxjs';\n *\n * function task(state) {\n * console.log(state);\n * this.schedule(state + 1, 1000); // `this` references currently executing Action,\n * // which we reschedule with new state and delay\n * }\n *\n * asyncScheduler.schedule(task, 3000, 0);\n *\n * // Logs:\n * // 0 after 3s\n * // 1 after 4s\n * // 2 after 5s\n * // 3 after 6s\n * ```\n */\n\nexport const asyncScheduler = new AsyncScheduler(AsyncAction);\n\n/**\n * @deprecated Renamed to {@link asyncScheduler}. Will be removed in v8.\n */\nexport const async = asyncScheduler;\n", "import { AsyncAction } from './AsyncAction';\nimport { Subscription } from '../Subscription';\nimport { QueueScheduler } from './QueueScheduler';\nimport { SchedulerAction } from '../types';\nimport { TimerHandle } from './timerHandle';\n\nexport class QueueAction extends AsyncAction {\n constructor(protected scheduler: QueueScheduler, protected work: (this: SchedulerAction, state?: T) => void) {\n super(scheduler, work);\n }\n\n public schedule(state?: T, delay: number = 0): Subscription {\n if (delay > 0) {\n return super.schedule(state, delay);\n }\n this.delay = delay;\n this.state = state;\n this.scheduler.flush(this);\n return this;\n }\n\n public execute(state: T, delay: number): any {\n return delay > 0 || this.closed ? super.execute(state, delay) : this._execute(state, delay);\n }\n\n protected requestAsyncId(scheduler: QueueScheduler, id?: TimerHandle, delay: number = 0): TimerHandle {\n // If delay exists and is greater than 0, or if the delay is null (the\n // action wasn't rescheduled) but was originally scheduled as an async\n // action, then recycle as an async action.\n\n if ((delay != null && delay > 0) || (delay == null && this.delay > 0)) {\n return super.requestAsyncId(scheduler, id, delay);\n }\n\n // Otherwise flush the scheduler starting with this action.\n scheduler.flush(this);\n\n // HACK: In the past, this was returning `void`. However, `void` isn't a valid\n // `TimerHandle`, and generally the return value here isn't really used. So the\n // compromise is to return `0` which is both \"falsy\" and a valid `TimerHandle`,\n // as opposed to refactoring every other instanceo of `requestAsyncId`.\n return 0;\n }\n}\n", "import { AsyncScheduler } from './AsyncScheduler';\n\nexport class QueueScheduler extends AsyncScheduler {\n}\n", "import { QueueAction } from './QueueAction';\nimport { QueueScheduler } from './QueueScheduler';\n\n/**\n *\n * Queue Scheduler\n *\n * Put every next task on a queue, instead of executing it immediately\n *\n * `queue` scheduler, when used with delay, behaves the same as {@link asyncScheduler} scheduler.\n *\n * When used without delay, it schedules given task synchronously - executes it right when\n * it is scheduled. However when called recursively, that is when inside the scheduled task,\n * another task is scheduled with queue scheduler, instead of executing immediately as well,\n * that task will be put on a queue and wait for current one to finish.\n *\n * This means that when you execute task with `queue` scheduler, you are sure it will end\n * before any other task scheduled with that scheduler will start.\n *\n * ## Examples\n * Schedule recursively first, then do something\n * ```ts\n * import { queueScheduler } from 'rxjs';\n *\n * queueScheduler.schedule(() => {\n * queueScheduler.schedule(() => console.log('second')); // will not happen now, but will be put on a queue\n *\n * console.log('first');\n * });\n *\n * // Logs:\n * // \"first\"\n * // \"second\"\n * ```\n *\n * Reschedule itself recursively\n * ```ts\n * import { queueScheduler } from 'rxjs';\n *\n * queueScheduler.schedule(function(state) {\n * if (state !== 0) {\n * console.log('before', state);\n * this.schedule(state - 1); // `this` references currently executing Action,\n * // which we reschedule with new state\n * console.log('after', state);\n * }\n * }, 0, 3);\n *\n * // In scheduler that runs recursively, you would expect:\n * // \"before\", 3\n * // \"before\", 2\n * // \"before\", 1\n * // \"after\", 1\n * // \"after\", 2\n * // \"after\", 3\n *\n * // But with queue it logs:\n * // \"before\", 3\n * // \"after\", 3\n * // \"before\", 2\n * // \"after\", 2\n * // \"before\", 1\n * // \"after\", 1\n * ```\n */\n\nexport const queueScheduler = new QueueScheduler(QueueAction);\n\n/**\n * @deprecated Renamed to {@link queueScheduler}. Will be removed in v8.\n */\nexport const queue = queueScheduler;\n", "import { AsyncAction } from './AsyncAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\nimport { SchedulerAction } from '../types';\nimport { animationFrameProvider } from './animationFrameProvider';\nimport { TimerHandle } from './timerHandle';\n\nexport class AnimationFrameAction extends AsyncAction {\n constructor(protected scheduler: AnimationFrameScheduler, protected work: (this: SchedulerAction, state?: T) => void) {\n super(scheduler, work);\n }\n\n protected requestAsyncId(scheduler: AnimationFrameScheduler, id?: TimerHandle, delay: number = 0): TimerHandle {\n // If delay is greater than 0, request as an async action.\n if (delay !== null && delay > 0) {\n return super.requestAsyncId(scheduler, id, delay);\n }\n // Push the action to the end of the scheduler queue.\n scheduler.actions.push(this);\n // If an animation frame has already been requested, don't request another\n // one. If an animation frame hasn't been requested yet, request one. Return\n // the current animation frame request id.\n return scheduler._scheduled || (scheduler._scheduled = animationFrameProvider.requestAnimationFrame(() => scheduler.flush(undefined)));\n }\n\n protected recycleAsyncId(scheduler: AnimationFrameScheduler, id?: TimerHandle, delay: number = 0): TimerHandle | undefined {\n // If delay exists and is greater than 0, or if the delay is null (the\n // action wasn't rescheduled) but was originally scheduled as an async\n // action, then recycle as an async action.\n if (delay != null ? delay > 0 : this.delay > 0) {\n return super.recycleAsyncId(scheduler, id, delay);\n }\n // If the scheduler queue has no remaining actions with the same async id,\n // cancel the requested animation frame and set the scheduled flag to\n // undefined so the next AnimationFrameAction will request its own.\n const { actions } = scheduler;\n if (id != null && actions[actions.length - 1]?.id !== id) {\n animationFrameProvider.cancelAnimationFrame(id as number);\n scheduler._scheduled = undefined;\n }\n // Return undefined so the action knows to request a new async id if it's rescheduled.\n return undefined;\n }\n}\n", "import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\n\nexport class AnimationFrameScheduler extends AsyncScheduler {\n public flush(action?: AsyncAction): void {\n this._active = true;\n // The async id that effects a call to flush is stored in _scheduled.\n // Before executing an action, it's necessary to check the action's async\n // id to determine whether it's supposed to be executed in the current\n // flush.\n // Previous implementations of this method used a count to determine this,\n // but that was unsound, as actions that are unsubscribed - i.e. cancelled -\n // are removed from the actions array and that can shift actions that are\n // scheduled to be executed in a subsequent flush into positions at which\n // they are executed within the current flush.\n const flushId = this._scheduled;\n this._scheduled = undefined;\n\n const { actions } = this;\n let error: any;\n action = action || actions.shift()!;\n\n do {\n if ((error = action.execute(action.state, action.delay))) {\n break;\n }\n } while ((action = actions[0]) && action.id === flushId && actions.shift());\n\n this._active = false;\n\n if (error) {\n while ((action = actions[0]) && action.id === flushId && actions.shift()) {\n action.unsubscribe();\n }\n throw error;\n }\n }\n}\n", "import { AnimationFrameAction } from './AnimationFrameAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\n\n/**\n *\n * Animation Frame Scheduler\n *\n * Perform task when `window.requestAnimationFrame` would fire\n *\n * When `animationFrame` scheduler is used with delay, it will fall back to {@link asyncScheduler} scheduler\n * behaviour.\n *\n * Without delay, `animationFrame` scheduler can be used to create smooth browser animations.\n * It makes sure scheduled task will happen just before next browser content repaint,\n * thus performing animations as efficiently as possible.\n *\n * ## Example\n * Schedule div height animation\n * ```ts\n * // html:
\n * import { animationFrameScheduler } from 'rxjs';\n *\n * const div = document.querySelector('div');\n *\n * animationFrameScheduler.schedule(function(height) {\n * div.style.height = height + \"px\";\n *\n * this.schedule(height + 1); // `this` references currently executing Action,\n * // which we reschedule with new state\n * }, 0, 0);\n *\n * // You will see a div element growing in height\n * ```\n */\n\nexport const animationFrameScheduler = new AnimationFrameScheduler(AnimationFrameAction);\n\n/**\n * @deprecated Renamed to {@link animationFrameScheduler}. Will be removed in v8.\n */\nexport const animationFrame = animationFrameScheduler;\n", "import { Observable } from '../Observable';\nimport { SchedulerLike } from '../types';\n\n/**\n * A simple Observable that emits no items to the Observer and immediately\n * emits a complete notification.\n *\n * Just emits 'complete', and nothing else.\n *\n * ![](empty.png)\n *\n * A simple Observable that only emits the complete notification. It can be used\n * for composing with other Observables, such as in a {@link mergeMap}.\n *\n * ## Examples\n *\n * Log complete notification\n *\n * ```ts\n * import { EMPTY } from 'rxjs';\n *\n * EMPTY.subscribe({\n * next: () => console.log('Next'),\n * complete: () => console.log('Complete!')\n * });\n *\n * // Outputs\n * // Complete!\n * ```\n *\n * Emit the number 7, then complete\n *\n * ```ts\n * import { EMPTY, startWith } from 'rxjs';\n *\n * const result = EMPTY.pipe(startWith(7));\n * result.subscribe(x => console.log(x));\n *\n * // Outputs\n * // 7\n * ```\n *\n * Map and flatten only odd numbers to the sequence `'a'`, `'b'`, `'c'`\n *\n * ```ts\n * import { interval, mergeMap, of, EMPTY } from 'rxjs';\n *\n * const interval$ = interval(1000);\n * const result = interval$.pipe(\n * mergeMap(x => x % 2 === 1 ? of('a', 'b', 'c') : EMPTY),\n * );\n * result.subscribe(x => console.log(x));\n *\n * // Results in the following to the console:\n * // x is equal to the count on the interval, e.g. (0, 1, 2, 3, ...)\n * // x will occur every 1000ms\n * // if x % 2 is equal to 1, print a, b, c (each on its own)\n * // if x % 2 is not equal to 1, nothing will be output\n * ```\n *\n * @see {@link Observable}\n * @see {@link NEVER}\n * @see {@link of}\n * @see {@link throwError}\n */\nexport const EMPTY = new Observable((subscriber) => subscriber.complete());\n\n/**\n * @param scheduler A {@link SchedulerLike} to use for scheduling\n * the emission of the complete notification.\n * @deprecated Replaced with the {@link EMPTY} constant or {@link scheduled} (e.g. `scheduled([], scheduler)`). Will be removed in v8.\n */\nexport function empty(scheduler?: SchedulerLike) {\n return scheduler ? emptyScheduled(scheduler) : EMPTY;\n}\n\nfunction emptyScheduled(scheduler: SchedulerLike) {\n return new Observable((subscriber) => scheduler.schedule(() => subscriber.complete()));\n}\n", "import { SchedulerLike } from '../types';\nimport { isFunction } from './isFunction';\n\nexport function isScheduler(value: any): value is SchedulerLike {\n return value && isFunction(value.schedule);\n}\n", "import { SchedulerLike } from '../types';\nimport { isFunction } from './isFunction';\nimport { isScheduler } from './isScheduler';\n\nfunction last(arr: T[]): T | undefined {\n return arr[arr.length - 1];\n}\n\nexport function popResultSelector(args: any[]): ((...args: unknown[]) => unknown) | undefined {\n return isFunction(last(args)) ? args.pop() : undefined;\n}\n\nexport function popScheduler(args: any[]): SchedulerLike | undefined {\n return isScheduler(last(args)) ? args.pop() : undefined;\n}\n\nexport function popNumber(args: any[], defaultValue: number): number {\n return typeof last(args) === 'number' ? args.pop()! : defaultValue;\n}\n", "export const isArrayLike = ((x: any): x is ArrayLike => x && typeof x.length === 'number' && typeof x !== 'function');", "import { isFunction } from \"./isFunction\";\n\n/**\n * Tests to see if the object is \"thennable\".\n * @param value the object to test\n */\nexport function isPromise(value: any): value is PromiseLike {\n return isFunction(value?.then);\n}\n", "import { InteropObservable } from '../types';\nimport { observable as Symbol_observable } from '../symbol/observable';\nimport { isFunction } from './isFunction';\n\n/** Identifies an input as being Observable (but not necessary an Rx Observable) */\nexport function isInteropObservable(input: any): input is InteropObservable {\n return isFunction(input[Symbol_observable]);\n}\n", "import { isFunction } from './isFunction';\n\nexport function isAsyncIterable(obj: any): obj is AsyncIterable {\n return Symbol.asyncIterator && isFunction(obj?.[Symbol.asyncIterator]);\n}\n", "/**\n * Creates the TypeError to throw if an invalid object is passed to `from` or `scheduled`.\n * @param input The object that was passed.\n */\nexport function createInvalidObservableTypeError(input: any) {\n // TODO: We should create error codes that can be looked up, so this can be less verbose.\n return new TypeError(\n `You provided ${\n input !== null && typeof input === 'object' ? 'an invalid object' : `'${input}'`\n } where a stream was expected. You can provide an Observable, Promise, ReadableStream, Array, AsyncIterable, or Iterable.`\n );\n}\n", "export function getSymbolIterator(): symbol {\n if (typeof Symbol !== 'function' || !Symbol.iterator) {\n return '@@iterator' as any;\n }\n\n return Symbol.iterator;\n}\n\nexport const iterator = getSymbolIterator();\n", "import { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from './isFunction';\n\n/** Identifies an input as being an Iterable */\nexport function isIterable(input: any): input is Iterable {\n return isFunction(input?.[Symbol_iterator]);\n}\n", "import { ReadableStreamLike } from '../types';\nimport { isFunction } from './isFunction';\n\nexport async function* readableStreamLikeToAsyncGenerator(readableStream: ReadableStreamLike): AsyncGenerator {\n const reader = readableStream.getReader();\n try {\n while (true) {\n const { value, done } = await reader.read();\n if (done) {\n return;\n }\n yield value!;\n }\n } finally {\n reader.releaseLock();\n }\n}\n\nexport function isReadableStreamLike(obj: any): obj is ReadableStreamLike {\n // We don't want to use instanceof checks because they would return\n // false for instances from another Realm, like an + + + + + + +
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+ + + + + + + + + + \ No newline at end of file diff --git a/dev/examples/rasterio_backend_example/rasterio_backend_example.ipynb b/dev/examples/rasterio_backend_example/rasterio_backend_example.ipynb new file mode 100644 index 0000000..3c7c29e --- /dev/null +++ b/dev/examples/rasterio_backend_example/rasterio_backend_example.ipynb @@ -0,0 +1,393 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# rasterio backend example: HLS\n", + "\n", + "The Harmonized Landsat Sentinel-2 dataset is available in two collections in CMR. This example will use data from the `HLSL30.002` (Landsat) dataset.\n", + "\n", + "#### Requirements\n", + "To run some of the chunks in this notebook you will need to install a few packages:\n", + "\n", + "- `earthaccess`\n", + "- `folium`\n", + "- `httpx`\n", + "\n", + "`!pip install folium httpx earthaccess`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import earthaccess\n", + "import geojson_pydantic\n", + "import httpx\n", + "import json\n", + "\n", + "\n", + "from folium import GeoJson, Map, TileLayer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# titiler_endpoint = \"http://localhost:8081\" # docker network endpoint\n", + "titiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\" # deployed endpoint" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Identify the dataset\n", + "You can find the `HLSL30.002` dataset using the earthaccess.search_datasets function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "datasets = earthaccess.search_datasets(doi=\"10.5067/HLS/HLSL30.002\")\n", + "ds = datasets[0]\n", + "\n", + "concept_id = ds[\"meta\"][\"concept-id\"]\n", + "print(\"Concept-Id: \", concept_id)\n", + "print(\"Abstract: \", ds[\"umm\"][\"Abstract\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Examine a granule\n", + "\n", + "Each granule contains the data for a single point in time for an MGRS tile. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import earthaccess\n", + "import morecantile\n", + "\n", + "tms = morecantile.tms.get(\"WebMercatorQuad\")\n", + "\n", + "bounds = tms.bounds(62, 44, 7)\n", + "xmin, ymin, xmax, ymax = (round(n, 8) for n in bounds)\n", + "\n", + "results = earthaccess.search_data(\n", + " bounding_box=(xmin, ymin, xmax, ymax),\n", + " count=1,\n", + " concept_id=concept_id,\n", + " temporal=(\"2024-02-11\", \"2024-02-13\"),\n", + ")\n", + "print(\"Granules:\")\n", + "print(results)\n", + "print()\n", + "print(\"Example of COGs URL: \")\n", + "for link in results[0].data_links(access=\"direct\"):\n", + " print(link)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Demonstrate `assets_for_tile` method\n", + "\n", + "While rendering `xyz` tile images, `titiler-cmr` searches for assets using the `assets_for_tile` method which converts the `xyz` tile extent into a bounding box." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from titiler.cmr.backend import CMRBackend\n", + "from titiler.cmr.reader import MultiFilesBandsReader\n", + "\n", + "with CMRBackend(reader=MultiFilesBandsReader) as backend:\n", + " assets = backend.assets_for_tile(\n", + " x=62,\n", + " y=44,\n", + " z=7,\n", + " bands_regex=\"B[0-9][0-9]\",\n", + " concept_id=concept_id,\n", + " temporal=(\"2024-02-11\", \"2024-02-13\")\n", + " )\n", + "\n", + "print(assets[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## `titiler.cmr` API documentation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import IFrame\n", + "IFrame(f\"{titiler_endpoint}/api.html\", 900,500)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Display tiles in an interactive map\n", + "\n", + "The `/tilejson.json` endpoint will provide a parameterized `xyz` tile URL that can be added to an interactive map." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "r = httpx.get(\n", + " f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n", + " params = (\n", + " (\"concept_id\", concept_id),\n", + " # Datetime in form of `start_date/end_date`\n", + " (\"datetime\", \"2024-10-01T00:00:00Z/2024-10-10T23:59:59Z\"),\n", + " # We know that the HLS collection dataset is stored as File per Band\n", + " # so we need to pass a `band_regex` option to assign `bands` to each URL\n", + " (\"bands_regex\", \"B[0-9][0-9]\"),\n", + " # titiler-cmr can work with both Zarr and COG dataset\n", + " # but we need to tell the endpoints in advance which backend\n", + " # to use\n", + " (\"backend\", \"rasterio\"),\n", + " # True Color Image B04,B03,B02\n", + " (\"bands\", \"B04\"),\n", + " (\"bands\", \"B03\"),\n", + " (\"bands\", \"B02\"),\n", + " # The data is in type of Uint16 so we need to apply some\n", + " # rescaling/color_formula in order to create PNGs\n", + " (\"color_formula\", \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\"),\n", + " # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n", + " # which will results in useless large scale query\n", + " (\"minzoom\", 8),\n", + " (\"maxzoom\", 13),\n", + " )\n", + ").json()\n", + "\n", + "print(r)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bounds = r[\"bounds\"]\n", + "m = Map(\n", + " location=(47.590266824611675, -91.03729840730689),\n", + " zoom_start=r[\"maxzoom\"] - 2\n", + ")\n", + "\n", + "TileLayer(\n", + " tiles=r[\"tiles\"][0],\n", + " opacity=1,\n", + " attr=\"NASA\",\n", + ").add_to(m)\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Render NDVI using the `expression` parameter\n", + "The `expression` parameter can be used to render images from an expression of a combination of the individual `bands`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "r = httpx.get(\n", + " f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n", + " params = (\n", + " (\"concept_id\", concept_id),\n", + " # Datetime in form of `start_date/end_date`\n", + " (\"datetime\", \"2024-06-20T00:00:00Z/2024-06-27T23:59:59Z\"),\n", + " # We know that the HLS collection dataset is stored as File per Band\n", + " # so we need to pass a `band_regex` option to assign `bands` to each URL\n", + " (\"bands_regex\", \"B[0-9][0-9]\"),\n", + " # titiler-cmr can work with both Zarr and COG dataset\n", + " # but we need to tell the endpoints in advance which backend\n", + " # to use\n", + " (\"backend\", \"rasterio\"),\n", + " # NDVI\n", + " (\"expression\", \"(B05-B04)/(B05+B04)\"),\n", + " # Need red (B04) and nir (B05) for NDVI\n", + " (\"bands\", \"B05\"),\n", + " (\"bands\", \"B04\"),\n", + " # The data is in type of Uint16 so we need to apply some\n", + " # rescaling/color_formula in order to create PNGs\n", + " (\"colormap_name\", \"viridis\"),\n", + " (\"rescale\", \"-1,1\"),\n", + " # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n", + " # which will results in useless large scale query\n", + " (\"minzoom\", 8),\n", + " (\"maxzoom\", 13),\n", + " )\n", + ").json()\n", + "\n", + "m = Map(\n", + " location=(47.9221313337365, -91.65432884883238),\n", + " zoom_start=r[\"maxzoom\"] - 1\n", + ")\n", + "\n", + "\n", + "TileLayer(\n", + " tiles=r[\"tiles\"][0],\n", + " opacity=1,\n", + " attr=\"NASA\",\n", + ").add_to(m)\n", + "\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GeoJSON Statistics\n", + "The `/statistics` endpoint can be used to get summary statistics for a geojson `Feature` or `FeatureCollection`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "geojson = {\n", + " \"type\": \"FeatureCollection\",\n", + " \"features\": [\n", + " {\n", + " \"type\": \"Feature\",\n", + " \"properties\": {},\n", + " \"geometry\": {\n", + " \"coordinates\": [\n", + " [\n", + " [\n", + " -91.65432884883238,\n", + " 47.9221313337365\n", + " ],\n", + " [\n", + " -91.65432884883238,\n", + " 47.86503396133904\n", + " ],\n", + " [\n", + " -91.53842043960762,\n", + " 47.86503396133904\n", + " ],\n", + " [\n", + " -91.53842043960762,\n", + " 47.9221313337365\n", + " ],\n", + " [\n", + " -91.65432884883238,\n", + " 47.9221313337365\n", + " ]\n", + " ]\n", + " ],\n", + " \"type\": \"Polygon\"\n", + " }\n", + " }\n", + " ]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "\n", + "r = httpx.post(\n", + " f\"{titiler_endpoint}/statistics\",\n", + " params=(\n", + " (\"concept_id\", concept_id),\n", + " # Datetime in form of `start_date/end_date`\n", + " (\"datetime\", \"2024-07-01T00:00:00Z/2024-07-10T23:59:59Z\"),\n", + " # We know that the HLS collection dataset is stored as File per Band\n", + " # so we need to pass a `band_regex` option to assign `bands` to each URL\n", + " (\"bands_regex\", \"B[0-9][0-9]\"),\n", + " # titiler-cmr can work with both Zarr and COG dataset\n", + " # but we need to tell the endpoints in advance which backend\n", + " # to use\n", + " (\"backend\", \"rasterio\"),\n", + " # NDVI\n", + " (\"expression\", \"(B05-B04)/(B05+B04)\"),\n", + " # Need red (B04) and nir (B05) for NDVI\n", + " (\"bands\", \"B05\"),\n", + " (\"bands\", \"B04\"),\n", + " ),\n", + " json=geojson,\n", + " timeout=30,\n", + ").json()\n", + "\n", + "print(json.dumps(r, indent=2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/dev/examples/time_series_example/index.html b/dev/examples/time_series_example/index.html new file mode 100644 index 0000000..0ab36cd --- /dev/null +++ b/dev/examples/time_series_example/index.html @@ -0,0 +1,2740 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + time series API - 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+ + + + + + + + + + \ No newline at end of file diff --git a/dev/examples/time_series_example/time_series_example.ipynb b/dev/examples/time_series_example/time_series_example.ipynb new file mode 100644 index 0000000..db27659 --- /dev/null +++ b/dev/examples/time_series_example/time_series_example.ipynb @@ -0,0 +1,513 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d30ab27f-db17-4533-826f-1e514bfca9b5", + "metadata": {}, + "source": [ + "# time series API\n", + "The `timeseries` extension provides endpoints for requesting results for all points or intervals\n", + "along a time series. The `/timeseries` family of endpoints works by converting\n", + "the provided time series parameters (`datetime`, `step`, and `temporal_mode`) into a set of\n", + "`datetime` query parameters for the corresponding lower-level endpoint, running asynchronous\n", + "requests to the lower-level endpoint, then collecting the results and formatting them in a coherent\n", + "format for the user.\n", + "\n", + "The time series structure is defined by the `datetime`, `step`, and `temporal_mode` parameters.\n", + "\n", + "The `temporal_mode` mode parameter controls whether or not CMR is queried for a particular \n", + "point-in-time (`temporal_mode=point`) or over an entire interval (`temporal_mode=interval`).\n", + "In general, it is best to use `temporal_mode=point` for datasets where granules overlap completely\n", + "in space (e.g. daily sea surface temperature predictions) because the /timeseries endpoints will\n", + "create a mosaic of all assets returned by the query and the first asset to cover a pixel will\n", + "be used. For datasets where it requires granules from multiple timestamps to fully cover an AOI,\n", + "`temporal_mode=interval` is appropriate. For example, you can get weekly composites of satellite\n", + "imagery for visualization purposes with `step=P1W & temporal_mode=interval`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e13048e-765e-4e8c-838a-d81ada066893", + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import IFrame\n", + "\n", + "# if running titiler-cmr in the docker network\n", + "# titiler_endpoint = \"http://localhost:8081\"\n", + "\n", + "# titiler-cmr-staging deployment\n", + "titiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\"\n", + "\n", + "IFrame(f\"{titiler_endpoint}/api.html#Timeseries\", 900, 500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2442bc5-ba52-4be9-a609-e93052cd9d99", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "from datetime import datetime\n", + "\n", + "import httpx\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from folium import LayerControl, Map, TileLayer\n", + "from geojson_pydantic import Feature, Polygon\n", + "from IPython.display import Image, display" + ] + }, + { + "cell_type": "markdown", + "id": "927c00d4-fccd-4622-988c-6ea2366ece3a", + "metadata": {}, + "source": [ + "## time series parameters\n", + "\n", + "The time series API makes it possible to return results for many points along a timeseries with a single request.\n", + "The available parameters are:\n", + "- **`datetime`** (str): Either a date-time, an interval, or a comma-separated list of date-times or intervals. Date and time expressions adhere to rfc3339 ('2020-06-01T09:00:00Z') format.\n", + "- **`step`** (str): width of individual time steps expressed as a [IS8601 duration](https://en.wikipedia.org/wiki/ISO_8601#Durations)\n", + "- **`temporal_mode`** (str): if `\"point\"`, queries will be made for the individual timestamps along the timeseries. If `\"interval\"`, queries will be made for the periods *between* each timestamp along the timeseries.\n", + "\n", + "There are many ways to combine the parameters to produce a time series.\n", + "\n", + "1. Exact points in time from a start to and end datetime:\n", + " - provide `datetime={start_datetime}/{end_datetime}`, `step={step_width}`, and `temporal_mode=point` where `step_width` is something like `P1D` for daily or `P2W` for bi-weekly.\n", + " - provide `datetime={start_datetime}/{end_datetime}`, and `temporal_mode=point` without `step` to get a point for every unique timestamp in the granules between `start_datetime` and `end_datetime`.\n", + "2. Fixed-width intervals between a start and end datetime:\n", + " - provide `datetime={start_datetime}/{end_datetime}`, `step`, and `temporal_mode=interval`\n", + "3. Specific datetimes\n", + " - provide `datetime=2024-10-01T00:00:01Z,2024-10-02T00:00:01Z`\n", + "4. Specific datetime intervals\n", + " - provide `datetime=2024-10-01T00:00:01Z/2024-10-01T23:59:59Z,2024-10-05T00:00:01Z/2024-10-05T23:59:59Z`\n" + ] + }, + { + "cell_type": "markdown", + "id": "f2e193da-6a56-4025-b020-e7e7478eddec", + "metadata": {}, + "source": [ + "## How to use the timeseries API with `titiler.cmr`\n", + "\n", + "The `/timeseries` endpoints work by interpreting the time series parameters (e.g. `datetime` and `step`) and parameterizing a set of lower-level requests to the related endpoint. For example, a request to `/timeseries/statistics` for a set of four points in time each one week apart will fire off four requests to the `/statistics` endpoint with a particular value in the `datetime` parameter. The results are collected and returned in a coherent format that can be consumed in a table or a chart. \n", + "\n", + "Every `/timeseries` request in `titiler.cmr` will require both a `concept_id` and a set of time series parameters. The [GHRSST Level 4 GAMSSA_28km Global Foundation Sea Surface Temperature Analysis v1.0 dataset (GDS2)](https://cmr.earthdata.nasa.gov/search/concepts/C2036881735-POCLOUD.html) is a useful dataset for demo purposes because the granule assets are small (~1MB each).\n", + "\n", + "See [Time series API limits](../../deployment/time_series_api_limits/) for details on limits to the spatial and temporal extent for requests to a `titiler-cmr` deployment." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "100849a8-283f-4dd8-ae26-75aab82faa1f", + "metadata": {}, + "outputs": [], + "source": [ + "concept_id = \"C2036881735-POCLOUD\"" + ] + }, + { + "cell_type": "markdown", + "id": "9e79197d-6a77-4c6e-850f-f1bb5c6e7c01", + "metadata": {}, + "source": [ + "The `/timeseries` `GET` endpoint is useful for demonstrating how the timeseries family of endpoints constructs sub-requests. It returns the list of `titiler.cmr` query parameters (`datetime` and `concept_id`) that will be used to generate the timeseries results." + ] + }, + { + "cell_type": "markdown", + "id": "f84fdf97-c8ce-4ddd-a31f-46dd0b9658a1", + "metadata": {}, + "source": [ + "### Time series for all granules between a start/end datetime\n", + "\n", + "For some datasets that have granules that are regularly spaced in time (e.g. daily), it is useful to be able to quickly specify a summary of all points in time between a start and end datetime. You can do that by simply providing the `start_datetime` and `end_datetime` parameters. The application will query CMR and produce a list of unique `datetime` values from the results of the granule search. If a granule represents a datetime range, it will return the midpoint between the start and end for a single granule." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28b1a023-f755-4c9e-b9c7-45a429a4071d", + "metadata": {}, + "outputs": [], + "source": [ + "response = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \"2024-10-01T00:00:01Z/2024-10-05T00:00:01Z\",\n", + " },\n", + " timeout=None,\n", + ").json()\n", + "\n", + "print(json.dumps(response, indent=2))" + ] + }, + { + "cell_type": "markdown", + "id": "656d7070-cc15-4bd5-9f81-a0f69f06e9c7", + "metadata": {}, + "source": [ + "### Weekly timeseries\n", + "\n", + "Sometimes you might be interested in a report with lower temporal resolution than the maximum availble for a dataset. By setting `step=\"P1W\"` and `temporal_mode=\"point\"`, you can get a weekly series." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee52a82f-1e17-4f57-93fe-93096e0abfc1", + "metadata": {}, + "outputs": [], + "source": [ + "response = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \"2024-10-01T00:00:01Z/2024-10-30T00:00:01Z\",\n", + " \"step\": \"P1W\",\n", + " \"temporal_mode\": \"point\",\n", + " }\n", + ").json()\n", + "\n", + "print(json.dumps(response, indent=2))" + ] + }, + { + "cell_type": "markdown", + "id": "09d36cf4-d15a-4a52-bf1c-cec1352d5c1f", + "metadata": {}, + "source": [ + "### Periodic timeseries\n", + "\n", + "Some datasets (like satellite imagery) may consist of granules that do not fully cover an arbitrary area of interest. In this case it is useful to construct a time series from a set of datetime ranges so that granules can be mosaiced to ensure each step has full coverage.\n", + "\n", + "To create a set of non-overlapping week-long datetime ranges, you can modify the query to use `temporal_mode=\"interval\"` which will create ranges that start on the weekly values returned in the previous query and extend up to the second before the next value in the series." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1858b4a3-56c7-4cbe-a6f3-203bc2fdc20f", + "metadata": {}, + "outputs": [], + "source": [ + "response = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \"2024-10-01T00:00:01Z/2024-10-30T00:00:01Z\",\n", + " \"step\": \"P1W\",\n", + " \"temporal_mode\": \"interval\",\n", + " }\n", + ").json()\n", + "\n", + "print(json.dumps(response, indent=2))" + ] + }, + { + "cell_type": "markdown", + "id": "7aa1370e-2b4a-4424-95c5-5f7c4db203f0", + "metadata": {}, + "source": [ + "### Custom time series\n", + "If you want to specify the exact datetime values for a time series and you either cannot do not want to use the time series parameters, you can supply a set of comma-separated datetimes and/or datetime ranges to the `datetime` parameter." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37b7e718-e921-45f3-bdd8-c95f59c62044", + "metadata": {}, + "outputs": [], + "source": [ + "response = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \",\".join(\n", + " [\"2024-10-01T00:00:01Z\", \"2024-10-07T00:00:01Z/2024-10-09T23:59:59Z\"]\n", + " ),\n", + " }\n", + ").json()\n", + "\n", + "print(json.dumps(response, indent=2))" + ] + }, + { + "cell_type": "markdown", + "id": "f7b93515-70aa-4650-9040-df45f0dcb35e", + "metadata": {}, + "source": [ + "## Example: sea surface temperature GIF\n", + "\n", + "The `/timeseries/bbox` endpoint can be used to produce a GIF that shows a visualization of granules over time. \n", + "\n", + "The example below shows biweekly sea surface temperature estimates from the GAMSSA dataset for the period from November 2023 through October 2024." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f5512063-ea52-486a-8dc1-83052352f58e", + "metadata": {}, + "outputs": [], + "source": [ + "minx, miny, maxx, maxy = -180, -90, 180, 90\n", + "request = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries/bbox/{minx},{miny},{maxx},{maxy}.gif\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \"2023-11-01T00:00:01Z/2024-10-30T23:59:59Z\",\n", + " \"step\": \"P2W\",\n", + " \"temporal_mode\": \"point\",\n", + " \"variable\": \"analysed_sst\",\n", + " \"backend\": \"xarray\",\n", + " \"colormap_name\": \"thermal\",\n", + " \"rescale\": [[273, 315]],\n", + " },\n", + " timeout=None,\n", + ")\n", + "display(Image(request.content))" + ] + }, + { + "cell_type": "markdown", + "id": "da58f5bc-e29e-4710-af9e-9f8a93f92572", + "metadata": {}, + "source": [ + "## Example: HLSL30 GIF\n", + "The example below shows a weekly mosaic of imagery from the Harmonized Landsat Sentinel L30 (HLSL30) collection for the period from January to November 2024." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6dbb3ae5-eced-4cc4-85eb-654dcc30a2a8", + "metadata": {}, + "outputs": [], + "source": [ + "minx, miny, maxx, maxy = -91.464,47.353,-90.466,47.974\n", + "request = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries/bbox/{minx},{miny},{maxx},{maxy}/512x512.gif\",\n", + " params={\n", + " \"concept_id\": \"C2021957657-LPCLOUD\",\n", + " \"datetime\": \"2024-01-01T00:00:00Z/2024-11-30T00:00:00Z\",\n", + " \"step\": \"P1W\",\n", + " \"temporal_mode\": \"interval\",\n", + " \"backend\": \"rasterio\",\n", + " \"bands_regex\": \"B[0-9][0-9]\",\n", + " \"bands\": [\"B04\", \"B03\", \"B02\"],\n", + " \"color_formula\": \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\",\n", + " \"fps\": 5,\n", + " },\n", + " timeout=None,\n", + ")\n", + "display(Image(request.content))" + ] + }, + { + "cell_type": "markdown", + "id": "6c466dbb-97cb-4dba-a540-4b5605eb5789", + "metadata": {}, + "source": [ + "## Example: sea surface temperature statistics\n", + "The `/timeseries/statistics` endpoint will produce summary statistics for an AOI for all points along a timeseries.\n", + "\n", + "The example below shows daily sea surface temperature summary statistics for the Gulf of Mexico from the GAMSSA dataset for the period from February 2022 through October 2024." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "162b13b3-44af-42fa-965c-10f7d0528337", + "metadata": {}, + "outputs": [], + "source": [ + "%%time\n", + "minx, miny, maxx, maxy = -98.676, 18.857, -81.623, 31.097\n", + "geojson = Feature(\n", + " type=\"Feature\",\n", + " geometry=Polygon.from_bounds(minx, miny, maxx, maxy),\n", + " properties={},\n", + ")\n", + "request = httpx.post(\n", + " f\"{titiler_endpoint}/timeseries/statistics\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \"2022-02-01T00:00:01Z/2024-10-30T23:59:59Z\",\n", + " \"step\": \"P1D\",\n", + " \"temporal_mode\": \"point\",\n", + " \"variable\": \"analysed_sst\",\n", + " \"backend\": \"xarray\",\n", + " },\n", + " json=geojson.model_dump(exclude_none=True),\n", + " timeout=None,\n", + ")\n", + "request.raise_for_status()\n", + "response = request.json()" + ] + }, + { + "cell_type": "markdown", + "id": "0d1f6fdd-de66-4feb-844e-80dd40ab40a0", + "metadata": {}, + "source": [ + "The `/timeseries/statistics` endpoint returns the GeoJSON with statistics for each step in the time series embedded in the properties." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "30d5a2e2-ed87-472e-ac6a-68a061f33a82", + "metadata": {}, + "outputs": [], + "source": [ + "stats = response[\"properties\"][\"statistics\"]\n", + "print(len(stats))\n", + "\n", + "stats_preview = {timestamp: sst_stats for i, (timestamp, sst_stats) in enumerate(stats.items()) if i < 2}\n", + "print(json.dumps(stats_preview, indent=2))" + ] + }, + { + "cell_type": "markdown", + "id": "2298b432-0c12-4dca-8d14-078339d2ae4f", + "metadata": {}, + "source": [ + "The statistics output can be used to generate plots like this:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "348cb80e-dd1a-4a68-93fc-b9a320d223dd", + "metadata": {}, + "outputs": [], + "source": [ + "data = response['properties']['statistics']\n", + "\n", + "dates = []\n", + "means = []\n", + "stds = []\n", + "\n", + "for date_str, values in data.items():\n", + " dates.append(datetime.fromisoformat(date_str))\n", + " means.append(values[\"analysed_sst\"][\"mean\"])\n", + " stds.append(values[\"analysed_sst\"][\"std\"])\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "\n", + "plt.plot(dates, means, \"b-\", label=\"Mean\")\n", + "\n", + "plt.fill_between(\n", + " dates, \n", + " np.array(means) - np.array(stds),\n", + " np.array(means) + np.array(stds),\n", + " alpha=0.2,\n", + " color=\"b\",\n", + " label=\"Standard Deviation\",\n", + ")\n", + "\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Temperature (K)\")\n", + "plt.title(\"Mean sea surface temperature in the Gulf of Mexico\")\n", + "plt.legend()\n", + "\n", + "plt.xticks(rotation=45)\n", + "\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8b6faa38-3563-439c-af53-3f107bb1f09c", + "metadata": {}, + "source": [ + "## Example: Time series raster tiles\n", + "\n", + "It could be useful to allow users to select a timestep in an interactive map. You can use the `/timeseries/tilejson` endpoint for that purpose. The following example shows how you could use it to provide time series capability to an interactive map of sea ice cover." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3fcd07c0-3e14-4c1b-908a-dc7c98da8516", + "metadata": {}, + "outputs": [], + "source": [ + "minx, miny, maxx, maxy = -180, -90, 180, 90\n", + "request = httpx.get(\n", + " f\"{titiler_endpoint}/timeseries/WebMercatorQuad/tilejson.json\",\n", + " params={\n", + " \"concept_id\": concept_id,\n", + " \"datetime\": \"2023-11-01T00:00:01Z/2024-10-30T23:59:59Z\",\n", + " \"step\": \"P1M\",\n", + " \"temporal_mode\": \"point\",\n", + " \"variable\": \"sea_ice_fraction\",\n", + " \"backend\": \"xarray\",\n", + " \"colormap_name\": \"blues_r\",\n", + " \"rescale\": [[0, 1]],\n", + " },\n", + " timeout=None,\n", + ")\n", + "tilejsons = request.json()\n", + "tilejson_preview = {\n", + " timestamp: tilejson\n", + " for i, (timestamp, tilejson) in enumerate(tilejsons.items())\n", + " if i < 2\n", + "}\n", + "print(json.dumps(tilejson_preview, indent=2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d443a41d-6b87-4fbf-9390-e210c4f3cf89", + "metadata": {}, + "outputs": [], + "source": [ + "m = Map(location=[0, 0], zoom_start=3, min_zoom=3)\n", + "for datetime_, tilejson in tilejsons.items():\n", + " label = datetime.fromisoformat(datetime_).strftime(\"%Y-%m\")\n", + " TileLayer(\n", + " tiles=tilejson[\"tiles\"][0],\n", + " attr=\"GAMSSA SST\",\n", + " overlay=True,\n", + " name=label,\n", + " show=False,\n", + " ).add_to(m)\n", + "LayerControl(collapsed=False).add_to(m)\n", + "m" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/dev/examples/xarray_backend_example/index.html b/dev/examples/xarray_backend_example/index.html new file mode 100644 index 0000000..e77bcff --- /dev/null +++ b/dev/examples/xarray_backend_example/index.html @@ -0,0 +1,2508 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + xarray backend: MUR SST - TiTiler.CMR + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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+ + + + + + + + + + \ No newline at end of file diff --git a/dev/examples/xarray_backend_example/xarray_backend_example.ipynb b/dev/examples/xarray_backend_example/xarray_backend_example.ipynb new file mode 100644 index 0000000..45de47a --- /dev/null +++ b/dev/examples/xarray_backend_example/xarray_backend_example.ipynb @@ -0,0 +1,310 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cdeef4c6-75b0-44d9-90d4-c850b5d8908a", + "metadata": {}, + "source": [ + "# xarray backend: MUR SST\n", + "\n", + "The MUR SST dataset has daily records for sea surface temperature and ice cover fraction. There is a netcdf file for each record.\n", + "\n", + "To run the titiler-cmr service locally you can fire up the docker network with this command:\n", + "```bash\n", + "docker compose up\n", + "```\n", + "\n", + "#### Requirements\n", + "To run some of the chunks in this notebook you will need to install a few packages: `earthaccess`, `folium`, `httpx`, `xarray`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d015182-5347-437a-8b66-d7d62212f0e3", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "from datetime import datetime, timezone\n", + "\n", + "import earthaccess\n", + "import httpx\n", + "import xarray as xr\n", + "from folium import GeoJson, Map, TileLayer\n", + "\n", + "# titiler_endpoint = \"http://localhost:8081\" # docker network endpoint\n", + "titiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\" # deployed endpoint" + ] + }, + { + "cell_type": "markdown", + "id": "d375b5b7-9322-4f1e-8859-000ef8ac4898", + "metadata": {}, + "source": [ + "## Identify the dataset\n", + "\n", + "You can find the MUR SST dataset using the `earthaccess.search_datasets` function." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3fcc9cd-6105-42fc-98bf-2de40910a79c", + "metadata": {}, + "outputs": [], + "source": [ + "datasets = earthaccess.search_datasets(doi=\"10.5067/GHGMR-4FJ04\")\n", + "ds = datasets[0]\n", + "\n", + "concept_id = ds[\"meta\"][\"concept-id\"]\n", + "print(\"Concept-Id: \", concept_id)\n", + "\n", + "print(\"Abstract: \", ds[\"umm\"][\"Abstract\"])" + ] + }, + { + "cell_type": "markdown", + "id": "2a4cffa6-0059-4033-a708-db60d743f0e3", + "metadata": {}, + "source": [ + "## Examine a granule\n", + "\n", + "Each granule contains a single day record for the entire globe and has a single data file. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bde609a-26df-4f35-b7e1-9e1922e87808", + "metadata": {}, + "outputs": [], + "source": [ + "results = earthaccess.search_data(\n", + " count=1,\n", + " concept_id=concept_id,\n", + " temporal=(\"2024-10-12\", \"2024-10-13\"),\n", + ")\n", + "print(\"Granules:\")\n", + "print(results)\n", + "print()\n", + "print(\"Example of NetCDF URL: \")\n", + "for link in results[0].data_links(access=\"external\"):\n", + " print(link)" + ] + }, + { + "cell_type": "markdown", + "id": "eaa3f378-95fa-4c5a-9ccb-24b3064fb5a7", + "metadata": {}, + "source": [ + "## Explore the available variables\n", + "\n", + "The NetCDF file can be opened with xarray using the `h5netcdf` engine. When running outside of AWS region us-west-2 you will need to access the data using \"external\" `https` links (rather than \"direct\" `s3` links). Those links will require authentication which is handled by `earthaccess` as long as you have your Earthdata credentials stored in the `~/.netrc` file!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "61ec4071-bf37-421f-bf58-ac399f827052", + "metadata": {}, + "outputs": [], + "source": [ + "fs = earthaccess.get_fsspec_https_session()\n", + "\n", + "ds = xr.open_dataset(\n", + " fs.open(results[0].data_links(access=\"external\")[0]),\n", + " engine=\"h5netcdf\",\n", + ")\n", + "print(\"Data Variables:\")\n", + "for var in ds.data_vars:\n", + " print(str(var))\n", + "\n", + "display(ds)" + ] + }, + { + "cell_type": "markdown", + "id": "885357ee-af17-4a07-a72e-b2aa7ce6cbed", + "metadata": {}, + "source": [ + "## Define a query for titiler-cmr\n", + "\n", + "To use titiler-cmr's endpoints for a NetCDF dataset like this we need to define a date range for the CMR query and a `variable` to analyze." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d13fbdbc-780c-469f-ad1e-14d622e3abc4", + "metadata": {}, + "outputs": [], + "source": [ + "variable = \"sea_ice_fraction\"\n", + "datetime_ = datetime(2024, 10, 10, tzinfo=timezone.utc).isoformat()" + ] + }, + { + "cell_type": "markdown", + "id": "bfe85de5-b1ed-4561-802b-d0bea58da1cf", + "metadata": {}, + "source": [ + "## Display tiles in an interactive map\n", + "\n", + "The `/tilejson.json` endpoint will provide a parameterized `xyz` tile URL that can be added to an interactive map." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "00116c09-f16f-4246-8e52-00ef64579abb", + "metadata": {}, + "outputs": [], + "source": [ + "r = httpx.get(\n", + " f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n", + " params = (\n", + " (\"concept_id\", concept_id),\n", + " # Datetime in form of `start_date/end_date`\n", + " (\"datetime\", datetime_),\n", + " # titiler-cmr can work with both Zarr and COG dataset\n", + " # but we need to tell the endpoints in advance which backend\n", + " # to use\n", + " (\"backend\", \"xarray\"),\n", + " (\"variable\", variable),\n", + " # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n", + " # which will results in useless large scale query\n", + " (\"minzoom\", 2),\n", + " (\"maxzoom\", 13),\n", + " (\"rescale\", \"0,1\"),\n", + " (\"colormap_name\", \"blues_r\"),\n", + " )\n", + ").json()\n", + "\n", + "print(r)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "328f9b97-7067-43d1-a918-62bb6470499c", + "metadata": {}, + "outputs": [], + "source": [ + "bounds = r[\"bounds\"]\n", + "m = Map(\n", + " location=(70, -40),\n", + " zoom_start=3\n", + ")\n", + "\n", + "TileLayer(\n", + " tiles=r[\"tiles\"][0],\n", + " opacity=1,\n", + " attr=\"NASA\",\n", + ").add_to(m)\n", + "m" + ] + }, + { + "cell_type": "markdown", + "id": "b2a35be0-b281-4a30-82da-635eadf6d94e", + "metadata": {}, + "source": [ + "## GeoJSON Statistics\n", + "The `/statistics` endpoint can be used to get summary statistics for a geojson `Feature` or `FeatureCollection`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "06d7ef8e-9410-4b35-9d05-e55b4e4972ba", + "metadata": {}, + "outputs": [], + "source": [ + "geojson_dict = {\n", + " \"type\": \"FeatureCollection\",\n", + " \"features\": [\n", + " {\n", + " \"type\": \"Feature\",\n", + " \"properties\": {},\n", + " \"geometry\": {\n", + " \"coordinates\": [\n", + " [\n", + " [\n", + " -20.79973248834736,\n", + " 83.55979308678764\n", + " ],\n", + " [\n", + " -20.79973248834736,\n", + " 75.0115425216471\n", + " ],\n", + " [\n", + " 14.483337068956956,\n", + " 75.0115425216471\n", + " ],\n", + " [\n", + " 14.483337068956956,\n", + " 83.55979308678764\n", + " ],\n", + " [\n", + " -20.79973248834736,\n", + " 83.55979308678764\n", + " ]\n", + " ]\n", + " ],\n", + " \"type\": \"Polygon\"\n", + " }\n", + " }\n", + " ]\n", + "}\n", + "\n", + "r = httpx.post(\n", + " f\"{titiler_endpoint}/statistics\",\n", + " params=(\n", + " (\"concept_id\", concept_id),\n", + " # Datetime in form of `start_date/end_date`\n", + " (\"datetime\", datetime_),\n", + " # titiler-cmr can work with both Zarr and COG dataset\n", + " # but we need to tell the endpoints in advance which backend\n", + " # to use\n", + " (\"backend\", \"xarray\"),\n", + " (\"variable\", variable),\n", + " ),\n", + " json=geojson_dict,\n", + " timeout=60,\n", + ").json()\n", + "\n", + "print(json.dumps(r, indent=2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7a38b762-ff68-40d3-84eb-0e37957381e0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/dev/index.html b/dev/index.html new file mode 100644 index 0000000..1cb5e1c --- /dev/null +++ b/dev/index.html @@ -0,0 +1,992 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + TiTiler.CMR + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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A modern dynamic tile server with a NASA CMR backend built on top of FastAPI and Rasterio/GDAL.

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+ + Test + + + Downloads + +

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titiler-cmr

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An API for creating image tiles from CMR queries.

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Features

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  • Render tiles from assets discovered via queries to NASA's CMR
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  • Uses the earthaccess python package to query the CMR
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  • Built on top of titiler
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  • Multiple projections support (see TileMatrixSets) via morecantile.
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  • JPEG / JP2 / PNG / WEBP / GTIFF / NumpyTile output format support
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  • Automatic OpenAPI documentation (FastAPI builtin)
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  • Example of AWS Lambda / ECS deployment (via CDK)
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+

Installation

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To install from sources and run for development, install uv then:

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git clone https://github.com/developmentseed/titiler-cmr.git
+cd titiler-cmr
+
+uv sync --all-extras
+
+

Authentication for data read access

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titiler-cmr can read data either over HTTP (external) or directly from AWS S3 (direct) depending on the app configuration. +The behavior of the application is controlled by the S3 authentication settings in settings.py, which you can set either with environment variables (TITILER_CMR_S3_AUTH_ACCESS, TITILER_CMR_S3_AUTH_STRATEGY) or in an environment file (.env).

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Direct from S3

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When running in an AWS context (e.g. Lambda), you should configure the application to access the data directly from S3. +You can do this in two ways:

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    +
  • Configure an AWS IAM role for your runtime environment that has read access to the NASA buckets so that rasterio/GDAL can find the AWS credentials when reading data
  • +
  • Set the EARTHDATA_USERNAME and EARTHDATA_PASSWORD environment variables so that the earthaccess package can issue temporary AWS credentials
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Note

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Direct S3 access configuration will only work if the application is running in the same AWS region as the data are stored!

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External access

+

When running outside of the AWS context (e.g. locally) you will need to configure the application to access data over HTTP. +You can do this by creating an Earthdata account, configuring your .netrc file with your Earthdata login credentials (which GDAL will find when trying to access data over the network), and setting a few environment variables:

+
# environment variables for GDAL to read data from NASA over HTTP
+export GDAL_DISABLE_READDIR_ON_OPEN=YES
+export CPL_VSIL_CURL_USE_HEAD=FALSE
+export GDAL_HTTP_COOKIEFILE=/tmp/cookies.txt
+export GDAL_HTTP_COOKIEJAR=/tmp/cookies.txt
+export EARTHDATA_USERNAME={your earthdata username}
+export EARTHDATA_PASSWORD={your earthdata password}
+
+# write your .netrc file to the home directory
+echo "machine urs.earthdata.nasa.gov login ${EARTHDATA_USERNAME} password ${EARTHDATA_PASSWORD}" > ~/.netrc
+
+
+

Note

+

See NASA's docs for details

+
+

Docker deployment

+

You can run the application in a docker container using the docker-compose.yml file. +The docker container is configured to read the EARTHDATA_USERNAME and EARTHDATA_PASSWORD environment variables so make sure set those before starting the docker network.

+
docker compose up --build 
+
+

The application will be available at this address: http://localhost:8081/api.html

+

Local deployment

+

To run the application directly in your local environment, configure the application to access data over HTTP then run it using uvicorn:

+
TITILER_CMR_S3_AUTH_ACCESS=external uvicorn titiler.cmr.main:app --reload
+
+

The application will be available at this address: http://localhost:8000/api.html

+

Contribution & Development

+

See CONTRIBUTING.md

+

License

+

See LICENSE

+

Authors

+

Created by Development Seed

+

See contributors for a listing of individual contributors.

+

Changes

+

See CHANGES.md.

+ + + + + + + + + + + + + +
+
+ + + +
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+ + + + + + + + + + \ No newline at end of file diff --git a/dev/overrides/stylesheets/extra.css b/dev/overrides/stylesheets/extra.css new file mode 100644 index 0000000..b923155 --- /dev/null +++ b/dev/overrides/stylesheets/extra.css @@ -0,0 +1,114 @@ +:root, +[data-md-color-scheme="default"] { + /* --md-heading-font: "Oswald"; */ + --md-primary-fg-color: #cf3f02; + --md-default-fg-color: #443f3f; + --boxShadowD: 0px 12px 24px 0px rgba(68, 63, 63, 0.08), + /* xarray display settings */ + --xr-background-color: #ffffff; + --xr-font-color: #24292e; + --xr-border-color: #e1e4e8; + --xr-background-color-row-even: #f6f8fa; + --xr-background-color-row-odd: #ffffff; + 0px 0px 4px 0px rgba(68, 63, 63, 0.08); +} +[data-md-color-scheme="slate"] { + /* xarray display settings */ + --xr-background-color: #1e1e1e; + --xr-font-color: #d4d4d4; + --xr-font-color0: #ffffff; + --xr-font-color1: #d4d4d4; + --xr-font-color2: #a0a0a0; + --xr-font-color3: #a0a0a0; + --xr-border-color: #404040; + --xr-background-color-row-even: #252525; + --xr-background-color-row-odd: #1e1e1e; +} +body { + margin: 0; + padding: 0; + /* font-size: 16px; */ +} +h1, +h2, +h3, +h4, +h5, +h6 { + font-family: var(--md-heading-font); + font-weight: bold; +} +.md-typeset h1, +.md-typeset h2, +.md-typeset h3, +.md-typeset h4 { + font-weight: normal; + color: var(--md-default-fg-color); +} +.md-button, +.md-typeset .md-button { + font-family: var(--md-heading-font); +} +.md-content .supheading { + font-family: var(--md-heading-font); + text-transform: uppercase; + color: var(--md-primary-fg-color); + font-size: 0.75rem; + font-weight: bold; +} + +/* Fix xarray dataset HTML representation in jupyter notebook renderings. */ +/* See https://github.com/danielfrg/mkdocs-jupyter/issues/164 for conversation */ + +/* Reinstate the display off-switch for xarray dataset views. */ +/* See https://github.com/damianavila/RISE/issues/594 for inspiration. */ +.md-typeset pre.xr-text-repr-fallback { + display: none; +} + +.md-typeset ul.xr-sections, +.jupyter-wrapper .jp-OutputArea-output dl.xr-attrs { + display: grid; +} + +.md-typeset li.xr-var-item, +.md-typeset ul.xr-var-list { + display: contents; +} + +.md-typeset .xr-section-details { + display: none; +} + +.md-typeset ul.xr-dim-list li { + margin-bottom: 0; + margin-left: 0; +} + +.md-typeset ul.xr-dim-list { + margin-bottom: 0; + margin-top: 0; +} + +.jupyter-wrapper .jp-OutputArea-output .xr-attrs dt { + padding: 0; + margin: 0; + float: left; + padding-right: 10px; + width: auto; + font-weight: normal; + grid-column: 1; +} + +.jupyter-wrapper .jp-OutputArea-output .xr-attrs dd { + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; + padding-right: 10px; +} + +.jupyter-wrapper .jp-OutputArea-output .xr-attrs dd:hover { + overflow: auto; + width: auto; + z-index: 1; +} diff --git a/dev/release-notes/index.html b/dev/release-notes/index.html new file mode 100644 index 0000000..2f4d3d0 --- /dev/null +++ b/dev/release-notes/index.html @@ -0,0 +1,1175 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + Release notes - TiTiler.CMR + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+ + +
+ +
+ + + + + + +
+
+ + + +
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+ + + + + +
+
+
+ + + +
+
+
+ + + +
+
+
+ + + +
+
+ + + + + + + +

Changelog

+

All notable changes to this project will be documented in this file.

+

The format is based on Keep a Changelog.

+

Unreleased

+

Added

+
    +
  • Initial implementation of STAC metadata structure
  • +
+

Deprecated

+
    +
  • Nothing.
  • +
+

Removed

+
    +
  • Nothing.
  • +
+

Fixed

+
    +
  • Nothing.
  • +
+

0.1.2

+

Added

+
    +
  • Support for /timeseries endpoints (#33)
  • +
+

Deprecated

+
    +
  • Nothing.
  • +
+

Removed

+
    +
  • Nothing.
  • +
+

Fixed

+
    +
  • Nothing.
  • +
+

0.1.1

+

Added

+
    +
  • Add /bbox, /feature, and /statistics endpoints (#30)
  • +
+

Deprecated

+
    +
  • Nothing.
  • +
+

Removed

+
    +
  • Nothing.
  • +
+

Fixed

+
    +
  • Nothing.
  • +
+

0.1.1

+

Added

+

-

+

Ability to run locally with Earthdata authentication (#28)

+

Deprecated

+
    +
  • Nothing.
  • +
+

Removed

+
    +
  • Nothing.
  • +
+

Fixed

+
    +
  • Nothing.
  • +
+ + + + + + + + + + + + + +
+
+ + + +
+ +
+ + + +
+
+
+
+ + + + + + + + + + \ No newline at end of file diff --git a/dev/search/search_index.json b/dev/search/search_index.json new file mode 100644 index 0000000..6f8c491 --- /dev/null +++ b/dev/search/search_index.json @@ -0,0 +1 @@ +{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"]},"docs":[{"location":"","title":"Home","text":"

A modern dynamic tile server with a NASA CMR backend built on top of FastAPI and Rasterio/GDAL.

"},{"location":"#titiler-cmr","title":"titiler-cmr","text":"

An API for creating image tiles from CMR queries.

"},{"location":"#features","title":"Features","text":"
  • Render tiles from assets discovered via queries to NASA's CMR
  • Uses the earthaccess python package to query the CMR
  • Built on top of titiler
  • Multiple projections support (see TileMatrixSets) via morecantile.
  • JPEG / JP2 / PNG / WEBP / GTIFF / NumpyTile output format support
  • Automatic OpenAPI documentation (FastAPI builtin)
  • Example of AWS Lambda / ECS deployment (via CDK)
"},{"location":"#installation","title":"Installation","text":"

To install from sources and run for development, install uv then:

git clone https://github.com/developmentseed/titiler-cmr.git\ncd titiler-cmr\n\nuv sync --all-extras\n
"},{"location":"#authentication-for-data-read-access","title":"Authentication for data read access","text":"

titiler-cmr can read data either over HTTP (external) or directly from AWS S3 (direct) depending on the app configuration. The behavior of the application is controlled by the S3 authentication settings in settings.py, which you can set either with environment variables (TITILER_CMR_S3_AUTH_ACCESS, TITILER_CMR_S3_AUTH_STRATEGY) or in an environment file (.env).

"},{"location":"#direct-from-s3","title":"Direct from S3","text":"

When running in an AWS context (e.g. Lambda), you should configure the application to access the data directly from S3. You can do this in two ways:

  • Configure an AWS IAM role for your runtime environment that has read access to the NASA buckets so that rasterio/GDAL can find the AWS credentials when reading data
  • Set the EARTHDATA_USERNAME and EARTHDATA_PASSWORD environment variables so that the earthaccess package can issue temporary AWS credentials

Note

Direct S3 access configuration will only work if the application is running in the same AWS region as the data are stored!

"},{"location":"#external-access","title":"External access","text":"

When running outside of the AWS context (e.g. locally) you will need to configure the application to access data over HTTP. You can do this by creating an Earthdata account, configuring your .netrc file with your Earthdata login credentials (which GDAL will find when trying to access data over the network), and setting a few environment variables:

# environment variables for GDAL to read data from NASA over HTTP\nexport GDAL_DISABLE_READDIR_ON_OPEN=YES\nexport CPL_VSIL_CURL_USE_HEAD=FALSE\nexport GDAL_HTTP_COOKIEFILE=/tmp/cookies.txt\nexport GDAL_HTTP_COOKIEJAR=/tmp/cookies.txt\nexport EARTHDATA_USERNAME={your earthdata username}\nexport EARTHDATA_PASSWORD={your earthdata password}\n\n# write your .netrc file to the home directory\necho \"machine urs.earthdata.nasa.gov login ${EARTHDATA_USERNAME} password ${EARTHDATA_PASSWORD}\" > ~/.netrc\n

Note

See NASA's docs for details

"},{"location":"#docker-deployment","title":"Docker deployment","text":"

You can run the application in a docker container using the docker-compose.yml file. The docker container is configured to read the EARTHDATA_USERNAME and EARTHDATA_PASSWORD environment variables so make sure set those before starting the docker network.

docker compose up --build \n

The application will be available at this address: http://localhost:8081/api.html

"},{"location":"#local-deployment","title":"Local deployment","text":"

To run the application directly in your local environment, configure the application to access data over HTTP then run it using uvicorn:

TITILER_CMR_S3_AUTH_ACCESS=external uvicorn titiler.cmr.main:app --reload\n

The application will be available at this address: http://localhost:8000/api.html

"},{"location":"#contribution-development","title":"Contribution & Development","text":"

See CONTRIBUTING.md

"},{"location":"#license","title":"License","text":"

See LICENSE

"},{"location":"#authors","title":"Authors","text":"

Created by Development Seed

See contributors for a listing of individual contributors.

"},{"location":"#changes","title":"Changes","text":"

See CHANGES.md.

"},{"location":"contributing/","title":"Development - Contributing","text":"

Issues and pull requests are more than welcome: github.com/developmentseed/titiler-cmr/issues

dev install

This project uses uv to manage the python environment and dependencies. To install the package for development you can follow these steps:

# install uv\n\n# unix\ncurl -LsSf https://astral.sh/uv/install.sh | sh\n\n# or windows\n# powershell -c \"irm https://astral.sh/uv/install.ps1 | iex\"\n\ngit clone https://github.com/developmentseed/titiler-cmr.git\ncd titiler-cmr\nuv sync --all-extras\n
"},{"location":"contributing/#linting","title":"Linting","text":"

This repo is set to use pre-commit to run isort, flake8, pydocstring, black (\"uncompromising Python code formatter\") and mypy when committing new code.

uv pre-commit install\n
"},{"location":"contributing/#testing","title":"Testing","text":"

You can then run the tests with the following command:

uv run pytest\n

The tests use vcrpy <https://vcrpy.readthedocs.io/en/latest/>_ to mock API calls with \"pre-recorded\" API responses. When adding new tests that incur actual network traffic, use the @pytest.mark.vcr decorator function to indicate vcrpy should be used. Record the new responses and commit them to the repository.

uv run pytest -v -s --record-mode new_episodes\n
"},{"location":"contributing/#documentation","title":"Documentation","text":"

The documentation is generated using mkdocs and gets built and deployed to Github Pages when new tags are released and on pushes to the develop branch.

To preview the documentation in your browser you can run:

uv run mkdocs serve -o\n
"},{"location":"release-notes/","title":"Changelog","text":"

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog.

"},{"location":"release-notes/#unreleased","title":"Unreleased","text":""},{"location":"release-notes/#added","title":"Added","text":"
  • Initial implementation of STAC metadata structure
"},{"location":"release-notes/#deprecated","title":"Deprecated","text":"
  • Nothing.
"},{"location":"release-notes/#removed","title":"Removed","text":"
  • Nothing.
"},{"location":"release-notes/#fixed","title":"Fixed","text":"
  • Nothing.
"},{"location":"release-notes/#012","title":"0.1.2","text":""},{"location":"release-notes/#added_1","title":"Added","text":"
  • Support for /timeseries endpoints (#33)
"},{"location":"release-notes/#deprecated_1","title":"Deprecated","text":"
  • Nothing.
"},{"location":"release-notes/#removed_1","title":"Removed","text":"
  • Nothing.
"},{"location":"release-notes/#fixed_1","title":"Fixed","text":"
  • Nothing.
"},{"location":"release-notes/#011","title":"0.1.1","text":""},{"location":"release-notes/#added_2","title":"Added","text":"
  • Add /bbox, /feature, and /statistics endpoints (#30)
"},{"location":"release-notes/#deprecated_2","title":"Deprecated","text":"
  • Nothing.
"},{"location":"release-notes/#removed_2","title":"Removed","text":"
  • Nothing.
"},{"location":"release-notes/#fixed_2","title":"Fixed","text":"
  • Nothing.
"},{"location":"release-notes/#011_1","title":"0.1.1","text":""},{"location":"release-notes/#added_3","title":"Added","text":"

-

Ability to run locally with Earthdata authentication (#28)

"},{"location":"release-notes/#deprecated_3","title":"Deprecated","text":"
  • Nothing.
"},{"location":"release-notes/#removed_3","title":"Removed","text":"
  • Nothing.
"},{"location":"release-notes/#fixed_3","title":"Fixed","text":"
  • Nothing.
"},{"location":"deployment/time_series_api_limits/","title":"Time series API limits","text":""},{"location":"deployment/time_series_api_limits/#time-series-api-limits","title":"Time series API limits\u00b6","text":"

Last updated: 2025-01-02

The titiler-cmr API can be deployed as a Lambda function in AWS. Since requests to the time series endpoints will make recursive requests to the Lambda function for the lower-level time step operations, there are some limits in place to avoid making large requests that are likely to overwhelm the API.

"},{"location":"deployment/time_series_api_limits/#highlights","title":"Highlights\u00b6","text":"
  • Maximum of 995 discrete points or intervals in a time series request (due to Lambda concurrency limits)
  • You can use the length of the time series, the AOI size, and the resolution of the dataset to calculate the number of total pixels (x_pixels * y_pixels * n_time) which is helpful for determining if a request will succeed
  • The /timeseries/bbox endpoint for generating GIFs for a bounding box will struggle on requests for a large AOI and/or a lengthy time series for high spatial resolution datasets. Based on a coarse evaluation of the API, requests are limited to 100,000,000 (1e8) total pixels. There is a limit in place that will cause requests that exceed this limit to fail fast without firing hundreds of doomed Lambda invocations.
  • The /timeseries/statistics endpoint can handle larger requests than the /timeseries/bbox endpoint Based on a coarse evaluation of the API, requests are limited to 15,000,000,000 (1.5e10) total pixels as long as the individual images read by the /statistics endpoint are smaller than 56,250,000 (5.625e7) pixels.
"},{"location":"deployment/time_series_api_limits/#tips","title":"Tips\u00b6","text":"
  • If you hit an error because the total size of the request is too large, try reducing the temporal resolution of the time series, e.g. from daily (P1D) to weekly (P7D) or greater (P10D)
  • If you need higher temporal resolution but the full request is not able handle it, split the request into multiple smaller requests and merge the results yourself!
"},{"location":"deployment/time_series_api_limits/#background","title":"Background\u00b6","text":"

The time series API provides rapid access to time series analysis and visualization of collections in the CMR catalog, but there are some limitations to the API deployment that require some care when making large requests.

There are several factors that must be considered in order to make a successful time series request:

  • Spatial resolution of the dataset (especially for the xarray backend)
  • Request AOI size
  • Number of points/intervals in the time series

These factors all influence the runtime and memory footprint of the initial /timeseries request and requests that are too large in any of those dimensions can result in an API failure.

"},{"location":"deployment/time_series_api_limits/#details","title":"Details\u00b6","text":""},{"location":"deployment/time_series_api_limits/#number-of-pointsintervals-in-the-time-series","title":"Number of points/intervals in the time series\u00b6","text":"

The top factor that determines if a request will succeed or fail is the number of points in the time series. In the default deployment, there is a hard cap of 995 time points in any time series request. This cap is in place because there is a concurrency limit of 1000 on the Lambda function that executes the API requests.

"},{"location":"deployment/time_series_api_limits/#spatial-resolution-and-aoi-size","title":"Spatial resolution and AOI size\u00b6","text":"

For datasets that use the rasterio backend, there will be very few limitations on maximum array size as long as the data are COGs and you specify a reasonable output image size (or use the max_size parameter) in your request.

For datasets without overviews/pyramids, titiler-cmr will need to read all of the bytes that overlap the request AOI even if the resulting image is going to be downsampled for a GIF. Therefore, if the area of interest for a /timeseries/statistics or /timeseries/bbox request will create a large array that is likely to exceed the capacity of the Lambda function, the request will fail fast.

The limits for the xarray backend are:

  • /timeseries/bbox
    • individual image size: 5.6e7 pixels (~7500x7500)
    • total image size (x_pixels * y_pixels * n_time): 1e8 pixels
  • /timeseries/statistics
    • individual image size: 5.6e7 pixels (~7500x7500)
    • total image size: 1.5e10 pixels

For low-resolution datasets (e.g. 28km or 0.25 degree) you will not run into any issues (unless you request too many time points!) because a request for the full dataset will be reading arrays that are ~1440x720 pixels.

For higher-resolution datasets (e.g. 1km or 0.01 degree), you will start to run into problems as the size of the raw arrays that titiler-cmr is processing increases (and the number of discrete points or intervals increases).

"},{"location":"deployment/time_series_api_limits/#examples","title":"Examples\u00b6","text":"

The MUR-SST dataset is good for demonstrating the limits of the time series endpoints with the xarray backend. It has high resolution (1 km, 0.01 degree) daily global sea surface temperature observations! With this resolution it is easy to craft a request that will break the /timeseries endpoints. Here are some examples of how to manipulate the time series parameters to achieve success with the /timeseries/bbox endpoint.

from datetime import datetime, timedelta\n\nimport httpx\n

Here is a request that will succeed (if the lambda is warmed up):

  • 5x5 degree bounding box (500 x 500 pixels)
  • 180 daily observations (180 / P1D)
  • total size: 500 * 500 * 180 = 4.5e7
bounds = (-5, -5, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=180)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P1D\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

That request is about half of the maximum request size for the /timeseries/bbox endpoint. We can push it to the limit by doubling the length of the time series:

  • 5x5 degree bounding box (500 x 500 pixels)
  • 360 daily observations (360 / P1D)
  • total size: 500 * 500 * 360 = 9.0e7
bounds = (-5, -5, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=360)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P1D\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

If we increase the length of the time series such that the request exceeds the maximum size, the API will return an error:

  • 5x5 degree bounding box (500 x 500 pixels)
  • 540 daily observations (540 / P1D)
  • total size: 500 * 500 * 540 = 1.35e8 (greater than maximum of 1.0e8!)
bounds = (-5, -5, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=540)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P1D\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

We can get get a successful response for the larger time window if we reduce the temporal resolution:

  • 5x5 degree bounding box (500 x 500 pixels)
  • 77 weekly observations (540 / P7D)
  • total size: 500 * 500 * 77 = 1.925e7
bounds = (-5, -5, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=540)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P7D\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

With the weekly temporal resolution we have some room to increase the size of the bounding box!

  • 10x10 degree bounding box (1000 x 1000 pixels)
  • 77 weekly observations (540 / P7D)
  • total size: 1000 * 1000 * 77 = 7.7e7
bounds = (-10, -10, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=540)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P7D\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

If we double the AOI size again, we will break exceed the request size limit:

  • 20x20 degree bounding box (1000 x 1000 pixels)
  • 77 weekly observations (540 / P7D)
  • total size: 2000 * 2000 * 77 = 3.08e8 (greater than maximum of 1e8
bounds = (-20, -20, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=540)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P7D\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

But if we reduce the temporal resolution from weekly to monthly, it will work!

  • 20x20 degree bounding box (1000 x 1000 pixels)
  • 18 monthly observations (540 / P1M)
  • total size: 2000 * 2000 * 18 = 3.08e8
bounds = (-20, -20, 0, 0)\nbbox_str = \",\".join(str(x) for x in bounds)\n\nstart_datetime = datetime(year=2011, month=1, day=1, hour=0, minute=0, second=1)\nend_datetime = start_datetime + timedelta(days=540)\n\nresponse = httpx.get(\n    f\"https://dev-titiler-cmr.delta-backend.com/timeseries/bbox/{bbox_str}.gif\",\n    params={\n        \"concept_id\": \"C1996881146-POCLOUD\",\n        \"datetime\": \"/\".join(dt.isoformat() for dt in [start_datetime, end_datetime]),\n        \"step\": \"P1M\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"rescale\": \"273,315\",\n        \"colormap_name\": \"viridis\",\n        \"temporal_mode\": \"point\",\n    },\n    timeout=None,\n)\n

However, there is a maximum image size that we can read with the xarray backend, so we cannot increase the bounding box indefinitely. The limit imposed on the API at this time is 5.6e7 pixels (7500 x 7500 pixels). In the case of MUR-SST, that is a bounding box of roughly 75 x 75 degrees.

"},{"location":"examples/rasterio_backend_example/","title":"rasterio backend example: HLS","text":"In\u00a0[1]: Copied!
import earthaccess\nimport geojson_pydantic\nimport httpx\nimport json\n\n\nfrom folium import GeoJson, Map, TileLayer\n
import earthaccess import geojson_pydantic import httpx import json from folium import GeoJson, Map, TileLayer In\u00a0[2]: Copied!
# titiler_endpoint = \"http://localhost:8081\"  # docker network endpoint\ntitiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\"  # deployed endpoint\n
# titiler_endpoint = \"http://localhost:8081\" # docker network endpoint titiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\" # deployed endpoint In\u00a0[3]: Copied!
datasets = earthaccess.search_datasets(doi=\"10.5067/HLS/HLSL30.002\")\nds = datasets[0]\n\nconcept_id = ds[\"meta\"][\"concept-id\"]\nprint(\"Concept-Id: \", concept_id)\nprint(\"Abstract: \", ds[\"umm\"][\"Abstract\"])\n
datasets = earthaccess.search_datasets(doi=\"10.5067/HLS/HLSL30.002\") ds = datasets[0] concept_id = ds[\"meta\"][\"concept-id\"] print(\"Concept-Id: \", concept_id) print(\"Abstract: \", ds[\"umm\"][\"Abstract\"])
Concept-Id:  C2021957657-LPCLOUD\nAbstract:  The Harmonized Landsat Sentinel-2 (HLS) project provides consistent surface reflectance (SR) and top of atmosphere (TOA) brightness data from a virtual constellation of satellite sensors. The Operational Land Imager (OLI) is housed aboard the joint NASA/USGS Landsat 8 and Landsat 9 satellites, while the Multi-Spectral Instrument (MSI) is mounted aboard Europe\u2019s Copernicus Sentinel-2A and Sentinel-2B satellites. The combined measurement enables global observations of the land every 2\u20133 days at 30-meter (m) spatial resolution. The HLS project uses a set of algorithms to obtain seamless products from OLI and MSI that include atmospheric correction, cloud and cloud-shadow masking, spatial co-registration and common gridding, illumination and view angle normalization, and spectral bandpass adjustment.\r\n\r\nThe HLSL30 product provides 30-m Nadir Bidirectional Reflectance Distribution Function (BRDF)-Adjusted Reflectance (NBAR) and is derived from Landsat 8/9 OLI data products. The HLSS30 and HLSL30 products are gridded to the same resolution and Military Grid Reference System (MGRS)(https://hls.gsfc.nasa.gov/products-description/tiling-system/) tiling system, and thus are \u201cstackable\u201d for time series analysis.\r\n\r\nThe HLSL30 product is provided in Cloud Optimized GeoTIFF (COG) format, and each band is distributed as a separate file. There are 11 bands included in the HLSL30 product along with one quality assessment (QA) band and four angle bands. See the User Guide for a more detailed description of the individual bands provided in the HLSL30 product.\n
In\u00a0[4]: Copied!
import earthaccess\nimport morecantile\n\ntms = morecantile.tms.get(\"WebMercatorQuad\")\n\nbounds = tms.bounds(62, 44, 7)\nxmin, ymin, xmax, ymax = (round(n, 8) for n in bounds)\n\nresults = earthaccess.search_data(\n    bounding_box=(xmin, ymin, xmax, ymax),\n    count=1,\n    concept_id=concept_id,\n    temporal=(\"2024-02-11\", \"2024-02-13\"),\n)\nprint(\"Granules:\")\nprint(results)\nprint()\nprint(\"Example of COGs URL: \")\nfor link in results[0].data_links(access=\"direct\"):\n    print(link)\n
import earthaccess import morecantile tms = morecantile.tms.get(\"WebMercatorQuad\") bounds = tms.bounds(62, 44, 7) xmin, ymin, xmax, ymax = (round(n, 8) for n in bounds) results = earthaccess.search_data( bounding_box=(xmin, ymin, xmax, ymax), count=1, concept_id=concept_id, temporal=(\"2024-02-11\", \"2024-02-13\"), ) print(\"Granules:\") print(results) print() print(\"Example of COGs URL: \") for link in results[0].data_links(access=\"direct\"): print(link)
Granules:\n[Collection: {'EntryTitle': 'HLS Landsat Operational Land Imager Surface Reflectance and TOA Brightness Daily Global 30m v2.0'}\nSpatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'GPolygons': [{'Boundary': {'Points': [{'Longitude': -2.64743819, 'Latitude': 48.6644919}, {'Longitude': -2.21521695, 'Latitude': 49.65006328}, {'Longitude': -3.00027708, 'Latitude': 49.65272281}, {'Longitude': -3.00027162, 'Latitude': 48.66503141}, {'Longitude': -2.64743819, 'Latitude': 48.6644919}]}}]}}}\nTemporal coverage: {'RangeDateTime': {'BeginningDateTime': '2024-02-12T11:05:26.302Z', 'EndingDateTime': '2024-02-12T11:05:50.181Z'}}\nSize(MB): 56.62721920013428\nData: ['https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B02.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B06.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B01.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.SAA.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B07.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.SZA.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B03.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.Fmask.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B04.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B05.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.VAA.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.VZA.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B11.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B10.tif', 'https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B09.tif']]\n\nExample of COGs URL: \ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B02.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B06.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B01.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.SAA.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B07.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.SZA.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B03.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.Fmask.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B04.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B05.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.VAA.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.VZA.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B11.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B10.tif\ns3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B09.tif\n
In\u00a0[5]: Copied!
from titiler.cmr.backend import CMRBackend\nfrom titiler.cmr.reader import MultiFilesBandsReader\n\nwith CMRBackend(reader=MultiFilesBandsReader) as backend:\n    assets = backend.assets_for_tile(\n        x=62,\n        y=44,\n        z=7,\n        bands_regex=\"B[0-9][0-9]\",\n        concept_id=concept_id,\n        temporal=(\"2024-02-11\", \"2024-02-13\")\n    )\n\nprint(assets[0])\n
from titiler.cmr.backend import CMRBackend from titiler.cmr.reader import MultiFilesBandsReader with CMRBackend(reader=MultiFilesBandsReader) as backend: assets = backend.assets_for_tile( x=62, y=44, z=7, bands_regex=\"B[0-9][0-9]\", concept_id=concept_id, temporal=(\"2024-02-11\", \"2024-02-13\") ) print(assets[0])
{'url': {'B02': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B02.tif', 'B06': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B06.tif', 'B01': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B01.tif', 'B07': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B07.tif', 'B03': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B03.tif', 'B04': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B04.tif', 'B05': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B05.tif', 'B11': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B11.tif', 'B10': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B10.tif', 'B09': 's3://lp-prod-protected/HLSL30.020/HLS.L30.T30UWV.2024043T110526.v2.0/HLS.L30.T30UWV.2024043T110526.v2.0.B09.tif'}, 'provider': 'LPCLOUD'}\n
In\u00a0[6]: Copied!
from IPython.display import IFrame\nIFrame(f\"{titiler_endpoint}/api.html\", 900,500)\n
from IPython.display import IFrame IFrame(f\"{titiler_endpoint}/api.html\", 900,500) Out[6]: In\u00a0[7]: Copied!
r = httpx.get(\n    f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n    params = (\n        (\"concept_id\", concept_id),\n        # Datetime in form of `start_date/end_date`\n        (\"datetime\", \"2024-10-01T00:00:00Z/2024-10-10T23:59:59Z\"),\n        # We know that the HLS collection dataset is stored as File per Band\n        # so we need to pass a `band_regex` option to assign `bands` to each URL\n        (\"bands_regex\", \"B[0-9][0-9]\"),\n        # titiler-cmr can work with both Zarr and COG dataset\n        # but we need to tell the endpoints in advance which backend\n        # to use\n        (\"backend\", \"rasterio\"),\n        # True Color Image B04,B03,B02\n        (\"bands\", \"B04\"),\n        (\"bands\", \"B03\"),\n        (\"bands\", \"B02\"),\n        # The data is in type of Uint16 so we need to apply some\n        # rescaling/color_formula in order to create PNGs\n        (\"color_formula\", \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\"),\n        # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n        # which will results in useless large scale query\n        (\"minzoom\", 8),\n        (\"maxzoom\", 13),\n    )\n).json()\n\nprint(r)\n
r = httpx.get( f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\", params = ( (\"concept_id\", concept_id), # Datetime in form of `start_date/end_date` (\"datetime\", \"2024-10-01T00:00:00Z/2024-10-10T23:59:59Z\"), # We know that the HLS collection dataset is stored as File per Band # so we need to pass a `band_regex` option to assign `bands` to each URL (\"bands_regex\", \"B[0-9][0-9]\"), # titiler-cmr can work with both Zarr and COG dataset # but we need to tell the endpoints in advance which backend # to use (\"backend\", \"rasterio\"), # True Color Image B04,B03,B02 (\"bands\", \"B04\"), (\"bands\", \"B03\"), (\"bands\", \"B02\"), # The data is in type of Uint16 so we need to apply some # rescaling/color_formula in order to create PNGs (\"color_formula\", \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\"), # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0) # which will results in useless large scale query (\"minzoom\", 8), (\"maxzoom\", 13), ) ).json() print(r)
\n---------------------------------------------------------------------------\nReadTimeout                               Traceback (most recent call last)\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:101, in map_httpcore_exceptions()\n    100 try:\n--> 101     yield\n    102 except Exception as exc:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:250, in HTTPTransport.handle_request(self, request)\n    249 with map_httpcore_exceptions():\n--> 250     resp = self._pool.handle_request(req)\n    252 assert isinstance(resp.stream, typing.Iterable)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py:256, in ConnectionPool.handle_request(self, request)\n    255     self._close_connections(closing)\n--> 256     raise exc from None\n    258 # Return the response. Note that in this case we still have to manage\n    259 # the point at which the response is closed.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py:236, in ConnectionPool.handle_request(self, request)\n    234 try:\n    235     # Send the request on the assigned connection.\n--> 236     response = connection.handle_request(\n    237         pool_request.request\n    238     )\n    239 except ConnectionNotAvailable:\n    240     # In some cases a connection may initially be available to\n    241     # handle a request, but then become unavailable.\n    242     #\n    243     # In this case we clear the connection and try again.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/connection.py:103, in HTTPConnection.handle_request(self, request)\n    101     raise exc\n--> 103 return self._connection.handle_request(request)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:136, in HTTP11Connection.handle_request(self, request)\n    135         self._response_closed()\n--> 136 raise exc\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:106, in HTTP11Connection.handle_request(self, request)\n     97 with Trace(\n     98     \"receive_response_headers\", logger, request, kwargs\n     99 ) as trace:\n    100     (\n    101         http_version,\n    102         status,\n    103         reason_phrase,\n    104         headers,\n    105         trailing_data,\n--> 106     ) = self._receive_response_headers(**kwargs)\n    107     trace.return_value = (\n    108         http_version,\n    109         status,\n    110         reason_phrase,\n    111         headers,\n    112     )\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:177, in HTTP11Connection._receive_response_headers(self, request)\n    176 while True:\n--> 177     event = self._receive_event(timeout=timeout)\n    178     if isinstance(event, h11.Response):\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:217, in HTTP11Connection._receive_event(self, timeout)\n    216 if event is h11.NEED_DATA:\n--> 217     data = self._network_stream.read(\n    218         self.READ_NUM_BYTES, timeout=timeout\n    219     )\n    221     # If we feed this case through h11 we'll raise an exception like:\n    222     #\n    223     #     httpcore.RemoteProtocolError: can't handle event type\n   (...)\n    227     # perspective. Instead we handle this case distinctly and treat\n    228     # it as a ConnectError.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_backends/sync.py:126, in SyncStream.read(self, max_bytes, timeout)\n    125 exc_map: ExceptionMapping = {socket.timeout: ReadTimeout, OSError: ReadError}\n--> 126 with map_exceptions(exc_map):\n    127     self._sock.settimeout(timeout)\n\nFile /usr/lib/python3.10/contextlib.py:153, in _GeneratorContextManager.__exit__(self, typ, value, traceback)\n    152 try:\n--> 153     self.gen.throw(typ, value, traceback)\n    154 except StopIteration as exc:\n    155     # Suppress StopIteration *unless* it's the same exception that\n    156     # was passed to throw().  This prevents a StopIteration\n    157     # raised inside the \"with\" statement from being suppressed.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_exceptions.py:14, in map_exceptions(map)\n     13     if isinstance(exc, from_exc):\n---> 14         raise to_exc(exc) from exc\n     15 raise\n\nReadTimeout: The read operation timed out\n\nThe above exception was the direct cause of the following exception:\n\nReadTimeout                               Traceback (most recent call last)\nCell In[7], line 1\n----> 1 r = httpx.get(\n      2     f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n      3     params = (\n      4         (\"concept_id\", concept_id),\n      5         # Datetime in form of `start_date/end_date`\n      6         (\"datetime\", \"2024-10-01T00:00:00Z/2024-10-10T23:59:59Z\"),\n      7         # We know that the HLS collection dataset is stored as File per Band\n      8         # so we need to pass a `band_regex` option to assign `bands` to each URL\n      9         (\"bands_regex\", \"B[0-9][0-9]\"),\n     10         # titiler-cmr can work with both Zarr and COG dataset\n     11         # but we need to tell the endpoints in advance which backend\n     12         # to use\n     13         (\"backend\", \"rasterio\"),\n     14         # True Color Image B04,B03,B02\n     15         (\"bands\", \"B04\"),\n     16         (\"bands\", \"B03\"),\n     17         (\"bands\", \"B02\"),\n     18         # The data is in type of Uint16 so we need to apply some\n     19         # rescaling/color_formula in order to create PNGs\n     20         (\"color_formula\", \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\"),\n     21         # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n     22         # which will results in useless large scale query\n     23         (\"minzoom\", 8),\n     24         (\"maxzoom\", 13),\n     25     )\n     26 ).json()\n     28 print(r)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_api.py:195, in get(url, params, headers, cookies, auth, proxy, follow_redirects, verify, timeout, trust_env)\n    174 def get(\n    175     url: URL | str,\n    176     *,\n   (...)\n    185     trust_env: bool = True,\n    186 ) -> Response:\n    187     \"\"\"\n    188     Sends a `GET` request.\n    189 \n   (...)\n    193     on this function, as `GET` requests should not include a request body.\n    194     \"\"\"\n--> 195     return request(\n    196         \"GET\",\n    197         url,\n    198         params=params,\n    199         headers=headers,\n    200         cookies=cookies,\n    201         auth=auth,\n    202         proxy=proxy,\n    203         follow_redirects=follow_redirects,\n    204         verify=verify,\n    205         timeout=timeout,\n    206         trust_env=trust_env,\n    207     )\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_api.py:109, in request(method, url, params, content, data, files, json, headers, cookies, auth, proxy, timeout, follow_redirects, verify, trust_env)\n     57 \"\"\"\n     58 Sends an HTTP request.\n     59 \n   (...)\n    100 ```\n    101 \"\"\"\n    102 with Client(\n    103     cookies=cookies,\n    104     proxy=proxy,\n   (...)\n    107     trust_env=trust_env,\n    108 ) as client:\n--> 109     return client.request(\n    110         method=method,\n    111         url=url,\n    112         content=content,\n    113         data=data,\n    114         files=files,\n    115         json=json,\n    116         params=params,\n    117         headers=headers,\n    118         auth=auth,\n    119         follow_redirects=follow_redirects,\n    120     )\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:827, in Client.request(self, method, url, content, data, files, json, params, headers, cookies, auth, follow_redirects, timeout, extensions)\n    812     warnings.warn(message, DeprecationWarning, stacklevel=2)\n    814 request = self.build_request(\n    815     method=method,\n    816     url=url,\n   (...)\n    825     extensions=extensions,\n    826 )\n--> 827 return self.send(request, auth=auth, follow_redirects=follow_redirects)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:916, in Client.send(self, request, stream, auth, follow_redirects)\n    912 self._set_timeout(request)\n    914 auth = self._build_request_auth(request, auth)\n--> 916 response = self._send_handling_auth(\n    917     request,\n    918     auth=auth,\n    919     follow_redirects=follow_redirects,\n    920     history=[],\n    921 )\n    922 try:\n    923     if not stream:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:944, in Client._send_handling_auth(self, request, auth, follow_redirects, history)\n    941 request = next(auth_flow)\n    943 while True:\n--> 944     response = self._send_handling_redirects(\n    945         request,\n    946         follow_redirects=follow_redirects,\n    947         history=history,\n    948     )\n    949     try:\n    950         try:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:981, in Client._send_handling_redirects(self, request, follow_redirects, history)\n    978 for hook in self._event_hooks[\"request\"]:\n    979     hook(request)\n--> 981 response = self._send_single_request(request)\n    982 try:\n    983     for hook in self._event_hooks[\"response\"]:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:1016, in Client._send_single_request(self, request)\n   1011     raise RuntimeError(\n   1012         \"Attempted to send an async request with a sync Client instance.\"\n   1013     )\n   1015 with request_context(request=request):\n-> 1016     response = transport.handle_request(request)\n   1018 assert isinstance(response.stream, SyncByteStream)\n   1020 response.request = request\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:249, in HTTPTransport.handle_request(self, request)\n    235 import httpcore\n    237 req = httpcore.Request(\n    238     method=request.method,\n    239     url=httpcore.URL(\n   (...)\n    247     extensions=request.extensions,\n    248 )\n--> 249 with map_httpcore_exceptions():\n    250     resp = self._pool.handle_request(req)\n    252 assert isinstance(resp.stream, typing.Iterable)\n\nFile /usr/lib/python3.10/contextlib.py:153, in _GeneratorContextManager.__exit__(self, typ, value, traceback)\n    151     value = typ()\n    152 try:\n--> 153     self.gen.throw(typ, value, traceback)\n    154 except StopIteration as exc:\n    155     # Suppress StopIteration *unless* it's the same exception that\n    156     # was passed to throw().  This prevents a StopIteration\n    157     # raised inside the \"with\" statement from being suppressed.\n    158     return exc is not value\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:118, in map_httpcore_exceptions()\n    115     raise\n    117 message = str(exc)\n--> 118 raise mapped_exc(message) from exc\n\nReadTimeout: The read operation timed out
In\u00a0[8]: Copied!
bounds = r[\"bounds\"]\nm = Map(\n    location=(47.590266824611675, -91.03729840730689),\n    zoom_start=r[\"maxzoom\"] - 2\n)\n\nTileLayer(\n    tiles=r[\"tiles\"][0],\n    opacity=1,\n    attr=\"NASA\",\n).add_to(m)\nm\n
bounds = r[\"bounds\"] m = Map( location=(47.590266824611675, -91.03729840730689), zoom_start=r[\"maxzoom\"] - 2 ) TileLayer( tiles=r[\"tiles\"][0], opacity=1, attr=\"NASA\", ).add_to(m) m
\n---------------------------------------------------------------------------\nNameError                                 Traceback (most recent call last)\nCell In[8], line 1\n----> 1 bounds = r[\"bounds\"]\n      2 m = Map(\n      3     location=(47.590266824611675, -91.03729840730689),\n      4     zoom_start=r[\"maxzoom\"] - 2\n      5 )\n      7 TileLayer(\n      8     tiles=r[\"tiles\"][0],\n      9     opacity=1,\n     10     attr=\"NASA\",\n     11 ).add_to(m)\n\nNameError: name 'r' is not defined
In\u00a0[9]: Copied!
r = httpx.get(\n    f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n    params = (\n        (\"concept_id\", concept_id),\n        # Datetime in form of `start_date/end_date`\n        (\"datetime\", \"2024-06-20T00:00:00Z/2024-06-27T23:59:59Z\"),\n        # We know that the HLS collection dataset is stored as File per Band\n        # so we need to pass a `band_regex` option to assign `bands` to each URL\n        (\"bands_regex\", \"B[0-9][0-9]\"),\n        # titiler-cmr can work with both Zarr and COG dataset\n        # but we need to tell the endpoints in advance which backend\n        # to use\n        (\"backend\", \"rasterio\"),\n        # NDVI\n        (\"expression\", \"(B05-B04)/(B05+B04)\"),\n        # Need red (B04) and nir (B05) for NDVI\n        (\"bands\", \"B05\"),\n        (\"bands\", \"B04\"),\n        # The data is in type of Uint16 so we need to apply some\n        # rescaling/color_formula in order to create PNGs\n        (\"colormap_name\", \"viridis\"),\n        (\"rescale\", \"-1,1\"),\n        # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n        # which will results in useless large scale query\n        (\"minzoom\", 8),\n        (\"maxzoom\", 13),\n    )\n).json()\n\nm = Map(\n    location=(47.9221313337365, -91.65432884883238),\n    zoom_start=r[\"maxzoom\"] - 1\n)\n\n\nTileLayer(\n    tiles=r[\"tiles\"][0],\n    opacity=1,\n    attr=\"NASA\",\n).add_to(m)\n\nm\n
r = httpx.get( f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\", params = ( (\"concept_id\", concept_id), # Datetime in form of `start_date/end_date` (\"datetime\", \"2024-06-20T00:00:00Z/2024-06-27T23:59:59Z\"), # We know that the HLS collection dataset is stored as File per Band # so we need to pass a `band_regex` option to assign `bands` to each URL (\"bands_regex\", \"B[0-9][0-9]\"), # titiler-cmr can work with both Zarr and COG dataset # but we need to tell the endpoints in advance which backend # to use (\"backend\", \"rasterio\"), # NDVI (\"expression\", \"(B05-B04)/(B05+B04)\"), # Need red (B04) and nir (B05) for NDVI (\"bands\", \"B05\"), (\"bands\", \"B04\"), # The data is in type of Uint16 so we need to apply some # rescaling/color_formula in order to create PNGs (\"colormap_name\", \"viridis\"), (\"rescale\", \"-1,1\"), # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0) # which will results in useless large scale query (\"minzoom\", 8), (\"maxzoom\", 13), ) ).json() m = Map( location=(47.9221313337365, -91.65432884883238), zoom_start=r[\"maxzoom\"] - 1 ) TileLayer( tiles=r[\"tiles\"][0], opacity=1, attr=\"NASA\", ).add_to(m) m
\n---------------------------------------------------------------------------\nReadTimeout                               Traceback (most recent call last)\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:101, in map_httpcore_exceptions()\n    100 try:\n--> 101     yield\n    102 except Exception as exc:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:250, in HTTPTransport.handle_request(self, request)\n    249 with map_httpcore_exceptions():\n--> 250     resp = self._pool.handle_request(req)\n    252 assert isinstance(resp.stream, typing.Iterable)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py:256, in ConnectionPool.handle_request(self, request)\n    255     self._close_connections(closing)\n--> 256     raise exc from None\n    258 # Return the response. Note that in this case we still have to manage\n    259 # the point at which the response is closed.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/connection_pool.py:236, in ConnectionPool.handle_request(self, request)\n    234 try:\n    235     # Send the request on the assigned connection.\n--> 236     response = connection.handle_request(\n    237         pool_request.request\n    238     )\n    239 except ConnectionNotAvailable:\n    240     # In some cases a connection may initially be available to\n    241     # handle a request, but then become unavailable.\n    242     #\n    243     # In this case we clear the connection and try again.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/connection.py:103, in HTTPConnection.handle_request(self, request)\n    101     raise exc\n--> 103 return self._connection.handle_request(request)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:136, in HTTP11Connection.handle_request(self, request)\n    135         self._response_closed()\n--> 136 raise exc\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:106, in HTTP11Connection.handle_request(self, request)\n     97 with Trace(\n     98     \"receive_response_headers\", logger, request, kwargs\n     99 ) as trace:\n    100     (\n    101         http_version,\n    102         status,\n    103         reason_phrase,\n    104         headers,\n    105         trailing_data,\n--> 106     ) = self._receive_response_headers(**kwargs)\n    107     trace.return_value = (\n    108         http_version,\n    109         status,\n    110         reason_phrase,\n    111         headers,\n    112     )\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:177, in HTTP11Connection._receive_response_headers(self, request)\n    176 while True:\n--> 177     event = self._receive_event(timeout=timeout)\n    178     if isinstance(event, h11.Response):\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_sync/http11.py:217, in HTTP11Connection._receive_event(self, timeout)\n    216 if event is h11.NEED_DATA:\n--> 217     data = self._network_stream.read(\n    218         self.READ_NUM_BYTES, timeout=timeout\n    219     )\n    221     # If we feed this case through h11 we'll raise an exception like:\n    222     #\n    223     #     httpcore.RemoteProtocolError: can't handle event type\n   (...)\n    227     # perspective. Instead we handle this case distinctly and treat\n    228     # it as a ConnectError.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_backends/sync.py:126, in SyncStream.read(self, max_bytes, timeout)\n    125 exc_map: ExceptionMapping = {socket.timeout: ReadTimeout, OSError: ReadError}\n--> 126 with map_exceptions(exc_map):\n    127     self._sock.settimeout(timeout)\n\nFile /usr/lib/python3.10/contextlib.py:153, in _GeneratorContextManager.__exit__(self, typ, value, traceback)\n    152 try:\n--> 153     self.gen.throw(typ, value, traceback)\n    154 except StopIteration as exc:\n    155     # Suppress StopIteration *unless* it's the same exception that\n    156     # was passed to throw().  This prevents a StopIteration\n    157     # raised inside the \"with\" statement from being suppressed.\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpcore/_exceptions.py:14, in map_exceptions(map)\n     13     if isinstance(exc, from_exc):\n---> 14         raise to_exc(exc) from exc\n     15 raise\n\nReadTimeout: The read operation timed out\n\nThe above exception was the direct cause of the following exception:\n\nReadTimeout                               Traceback (most recent call last)\nCell In[9], line 1\n----> 1 r = httpx.get(\n      2     f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n      3     params = (\n      4         (\"concept_id\", concept_id),\n      5         # Datetime in form of `start_date/end_date`\n      6         (\"datetime\", \"2024-06-20T00:00:00Z/2024-06-27T23:59:59Z\"),\n      7         # We know that the HLS collection dataset is stored as File per Band\n      8         # so we need to pass a `band_regex` option to assign `bands` to each URL\n      9         (\"bands_regex\", \"B[0-9][0-9]\"),\n     10         # titiler-cmr can work with both Zarr and COG dataset\n     11         # but we need to tell the endpoints in advance which backend\n     12         # to use\n     13         (\"backend\", \"rasterio\"),\n     14         # NDVI\n     15         (\"expression\", \"(B05-B04)/(B05+B04)\"),\n     16         # Need red (B04) and nir (B05) for NDVI\n     17         (\"bands\", \"B05\"),\n     18         (\"bands\", \"B04\"),\n     19         # The data is in type of Uint16 so we need to apply some\n     20         # rescaling/color_formula in order to create PNGs\n     21         (\"colormap_name\", \"viridis\"),\n     22         (\"rescale\", \"-1,1\"),\n     23         # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n     24         # which will results in useless large scale query\n     25         (\"minzoom\", 8),\n     26         (\"maxzoom\", 13),\n     27     )\n     28 ).json()\n     30 m = Map(\n     31     location=(47.9221313337365, -91.65432884883238),\n     32     zoom_start=r[\"maxzoom\"] - 1\n     33 )\n     36 TileLayer(\n     37     tiles=r[\"tiles\"][0],\n     38     opacity=1,\n     39     attr=\"NASA\",\n     40 ).add_to(m)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_api.py:195, in get(url, params, headers, cookies, auth, proxy, follow_redirects, verify, timeout, trust_env)\n    174 def get(\n    175     url: URL | str,\n    176     *,\n   (...)\n    185     trust_env: bool = True,\n    186 ) -> Response:\n    187     \"\"\"\n    188     Sends a `GET` request.\n    189 \n   (...)\n    193     on this function, as `GET` requests should not include a request body.\n    194     \"\"\"\n--> 195     return request(\n    196         \"GET\",\n    197         url,\n    198         params=params,\n    199         headers=headers,\n    200         cookies=cookies,\n    201         auth=auth,\n    202         proxy=proxy,\n    203         follow_redirects=follow_redirects,\n    204         verify=verify,\n    205         timeout=timeout,\n    206         trust_env=trust_env,\n    207     )\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_api.py:109, in request(method, url, params, content, data, files, json, headers, cookies, auth, proxy, timeout, follow_redirects, verify, trust_env)\n     57 \"\"\"\n     58 Sends an HTTP request.\n     59 \n   (...)\n    100 ```\n    101 \"\"\"\n    102 with Client(\n    103     cookies=cookies,\n    104     proxy=proxy,\n   (...)\n    107     trust_env=trust_env,\n    108 ) as client:\n--> 109     return client.request(\n    110         method=method,\n    111         url=url,\n    112         content=content,\n    113         data=data,\n    114         files=files,\n    115         json=json,\n    116         params=params,\n    117         headers=headers,\n    118         auth=auth,\n    119         follow_redirects=follow_redirects,\n    120     )\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:827, in Client.request(self, method, url, content, data, files, json, params, headers, cookies, auth, follow_redirects, timeout, extensions)\n    812     warnings.warn(message, DeprecationWarning, stacklevel=2)\n    814 request = self.build_request(\n    815     method=method,\n    816     url=url,\n   (...)\n    825     extensions=extensions,\n    826 )\n--> 827 return self.send(request, auth=auth, follow_redirects=follow_redirects)\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:916, in Client.send(self, request, stream, auth, follow_redirects)\n    912 self._set_timeout(request)\n    914 auth = self._build_request_auth(request, auth)\n--> 916 response = self._send_handling_auth(\n    917     request,\n    918     auth=auth,\n    919     follow_redirects=follow_redirects,\n    920     history=[],\n    921 )\n    922 try:\n    923     if not stream:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:944, in Client._send_handling_auth(self, request, auth, follow_redirects, history)\n    941 request = next(auth_flow)\n    943 while True:\n--> 944     response = self._send_handling_redirects(\n    945         request,\n    946         follow_redirects=follow_redirects,\n    947         history=history,\n    948     )\n    949     try:\n    950         try:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:981, in Client._send_handling_redirects(self, request, follow_redirects, history)\n    978 for hook in self._event_hooks[\"request\"]:\n    979     hook(request)\n--> 981 response = self._send_single_request(request)\n    982 try:\n    983     for hook in self._event_hooks[\"response\"]:\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_client.py:1016, in Client._send_single_request(self, request)\n   1011     raise RuntimeError(\n   1012         \"Attempted to send an async request with a sync Client instance.\"\n   1013     )\n   1015 with request_context(request=request):\n-> 1016     response = transport.handle_request(request)\n   1018 assert isinstance(response.stream, SyncByteStream)\n   1020 response.request = request\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:249, in HTTPTransport.handle_request(self, request)\n    235 import httpcore\n    237 req = httpcore.Request(\n    238     method=request.method,\n    239     url=httpcore.URL(\n   (...)\n    247     extensions=request.extensions,\n    248 )\n--> 249 with map_httpcore_exceptions():\n    250     resp = self._pool.handle_request(req)\n    252 assert isinstance(resp.stream, typing.Iterable)\n\nFile /usr/lib/python3.10/contextlib.py:153, in _GeneratorContextManager.__exit__(self, typ, value, traceback)\n    151     value = typ()\n    152 try:\n--> 153     self.gen.throw(typ, value, traceback)\n    154 except StopIteration as exc:\n    155     # Suppress StopIteration *unless* it's the same exception that\n    156     # was passed to throw().  This prevents a StopIteration\n    157     # raised inside the \"with\" statement from being suppressed.\n    158     return exc is not value\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_transports/default.py:118, in map_httpcore_exceptions()\n    115     raise\n    117 message = str(exc)\n--> 118 raise mapped_exc(message) from exc\n\nReadTimeout: The read operation timed out
In\u00a0[10]: Copied!
geojson = {\n  \"type\": \"FeatureCollection\",\n  \"features\": [\n    {\n      \"type\": \"Feature\",\n      \"properties\": {},\n      \"geometry\": {\n        \"coordinates\": [\n          [\n            [\n              -91.65432884883238,\n              47.9221313337365\n            ],\n            [\n              -91.65432884883238,\n              47.86503396133904\n            ],\n            [\n              -91.53842043960762,\n              47.86503396133904\n            ],\n            [\n              -91.53842043960762,\n              47.9221313337365\n            ],\n            [\n              -91.65432884883238,\n              47.9221313337365\n            ]\n          ]\n        ],\n        \"type\": \"Polygon\"\n      }\n    }\n  ]\n}\n
geojson = { \"type\": \"FeatureCollection\", \"features\": [ { \"type\": \"Feature\", \"properties\": {}, \"geometry\": { \"coordinates\": [ [ [ -91.65432884883238, 47.9221313337365 ], [ -91.65432884883238, 47.86503396133904 ], [ -91.53842043960762, 47.86503396133904 ], [ -91.53842043960762, 47.9221313337365 ], [ -91.65432884883238, 47.9221313337365 ] ] ], \"type\": \"Polygon\" } } ] } In\u00a0[11]: Copied!
import json\n\nr = httpx.post(\n    f\"{titiler_endpoint}/statistics\",\n    params=(\n        (\"concept_id\", concept_id),\n        # Datetime in form of `start_date/end_date`\n        (\"datetime\", \"2024-07-01T00:00:00Z/2024-07-10T23:59:59Z\"),\n        # We know that the HLS collection dataset is stored as File per Band\n        # so we need to pass a `band_regex` option to assign `bands` to each URL\n        (\"bands_regex\", \"B[0-9][0-9]\"),\n        # titiler-cmr can work with both Zarr and COG dataset\n        # but we need to tell the endpoints in advance which backend\n        # to use\n        (\"backend\", \"rasterio\"),\n        # NDVI\n        (\"expression\", \"(B05-B04)/(B05+B04)\"),\n        # Need red (B04) and nir (B05) for NDVI\n        (\"bands\", \"B05\"),\n        (\"bands\", \"B04\"),\n    ),\n    json=geojson,\n    timeout=30,\n).json()\n\nprint(json.dumps(r, indent=2))\n
import json r = httpx.post( f\"{titiler_endpoint}/statistics\", params=( (\"concept_id\", concept_id), # Datetime in form of `start_date/end_date` (\"datetime\", \"2024-07-01T00:00:00Z/2024-07-10T23:59:59Z\"), # We know that the HLS collection dataset is stored as File per Band # so we need to pass a `band_regex` option to assign `bands` to each URL (\"bands_regex\", \"B[0-9][0-9]\"), # titiler-cmr can work with both Zarr and COG dataset # but we need to tell the endpoints in advance which backend # to use (\"backend\", \"rasterio\"), # NDVI (\"expression\", \"(B05-B04)/(B05+B04)\"), # Need red (B04) and nir (B05) for NDVI (\"bands\", \"B05\"), (\"bands\", \"B04\"), ), json=geojson, timeout=30, ).json() print(json.dumps(r, indent=2))
{\n  \"type\": \"FeatureCollection\",\n  \"features\": [\n    {\n      \"type\": \"Feature\",\n      \"geometry\": {\n        \"type\": \"Polygon\",\n        \"coordinates\": [\n          [\n            [\n              -91.65432884883238,\n              47.9221313337365\n            ],\n            [\n              -91.65432884883238,\n              47.86503396133904\n            ],\n            [\n              -91.53842043960762,\n              47.86503396133904\n            ],\n            [\n              -91.53842043960762,\n              47.9221313337365\n            ],\n            [\n              -91.65432884883238,\n              47.9221313337365\n            ]\n          ]\n        ]\n      },\n      \"properties\": {\n        \"statistics\": {\n          \"(B05-B04)/(B05+B04)\": {\n            \"min\": -75.4,\n            \"max\": 26.6,\n            \"mean\": 0.5238783261952482,\n            \"count\": 57304.8046875,\n            \"sum\": 30020.745162633113,\n            \"std\": 0.6052277569586431,\n            \"median\": 0.6041512231282431,\n            \"majority\": 0.75,\n            \"minority\": -75.4,\n            \"unique\": 47613.0,\n            \"histogram\": [\n              [\n                1,\n                0,\n                2,\n                1,\n                0,\n                0,\n                16,\n                57764,\n                12,\n                2\n              ],\n              [\n                -75.4,\n                -65.2,\n                -55.00000000000001,\n                -44.80000000000001,\n                -34.60000000000001,\n                -24.400000000000006,\n                -14.20000000000001,\n                -4.000000000000014,\n                6.199999999999989,\n                16.39999999999999,\n                26.6\n              ]\n            ],\n            \"valid_percent\": 100.0,\n            \"masked_pixels\": 0.0,\n            \"valid_pixels\": 57798.0,\n            \"percentile_2\": 0.04382638010956595,\n            \"percentile_98\": 0.8685282140779523\n          }\n        }\n      }\n    }\n  ]\n}\n
In\u00a0[\u00a0]: Copied!
\n
"},{"location":"examples/rasterio_backend_example/#rasterio-backend-example-hls","title":"rasterio backend example: HLS\u00b6","text":"

The Harmonized Landsat Sentinel-2 dataset is available in two collections in CMR. This example will use data from the HLSL30.002 (Landsat) dataset.

"},{"location":"examples/rasterio_backend_example/#requirements","title":"Requirements\u00b6","text":"

To run some of the chunks in this notebook you will need to install a few packages:

  • earthaccess
  • folium
  • httpx

!pip install folium httpx earthaccess

"},{"location":"examples/rasterio_backend_example/#identify-the-dataset","title":"Identify the dataset\u00b6","text":"

You can find the HLSL30.002 dataset using the earthaccess.search_datasets function.

"},{"location":"examples/rasterio_backend_example/#examine-a-granule","title":"Examine a granule\u00b6","text":"

Each granule contains the data for a single point in time for an MGRS tile.

"},{"location":"examples/rasterio_backend_example/#demonstrate-assets_for_tile-method","title":"Demonstrate assets_for_tile method\u00b6","text":"

While rendering xyz tile images, titiler-cmr searches for assets using the assets_for_tile method which converts the xyz tile extent into a bounding box.

"},{"location":"examples/rasterio_backend_example/#titilercmr-api-documentation","title":"titiler.cmr API documentation\u00b6","text":""},{"location":"examples/rasterio_backend_example/#display-tiles-in-an-interactive-map","title":"Display tiles in an interactive map\u00b6","text":"

The /tilejson.json endpoint will provide a parameterized xyz tile URL that can be added to an interactive map.

"},{"location":"examples/rasterio_backend_example/#render-ndvi-using-the-expression-parameter","title":"Render NDVI using the expression parameter\u00b6","text":"

The expression parameter can be used to render images from an expression of a combination of the individual bands.

"},{"location":"examples/rasterio_backend_example/#geojson-statistics","title":"GeoJSON Statistics\u00b6","text":"

The /statistics endpoint can be used to get summary statistics for a geojson Feature or FeatureCollection.

"},{"location":"examples/time_series_example/","title":"time series API","text":"In\u00a0[1]: Copied!
from IPython.display import IFrame\n\n# if running titiler-cmr in the docker network\n# titiler_endpoint = \"http://localhost:8081\"\n\n# titiler-cmr-staging deployment\ntitiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\"\n\nIFrame(f\"{titiler_endpoint}/api.html#Timeseries\", 900, 500)\n
from IPython.display import IFrame # if running titiler-cmr in the docker network # titiler_endpoint = \"http://localhost:8081\" # titiler-cmr-staging deployment titiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\" IFrame(f\"{titiler_endpoint}/api.html#Timeseries\", 900, 500) Out[1]: In\u00a0[2]: Copied!
import json\nfrom datetime import datetime\n\nimport httpx\nimport matplotlib.pyplot as plt\nimport numpy as np\nfrom folium import LayerControl, Map, TileLayer\nfrom geojson_pydantic import Feature, Polygon\nfrom IPython.display import Image, display\n
import json from datetime import datetime import httpx import matplotlib.pyplot as plt import numpy as np from folium import LayerControl, Map, TileLayer from geojson_pydantic import Feature, Polygon from IPython.display import Image, display In\u00a0[3]: Copied!
concept_id = \"C2036881735-POCLOUD\"\n
concept_id = \"C2036881735-POCLOUD\"

The /timeseries GET endpoint is useful for demonstrating how the timeseries family of endpoints constructs sub-requests. It returns the list of titiler.cmr query parameters (datetime and concept_id) that will be used to generate the timeseries results.

In\u00a0[4]: Copied!
response = httpx.get(\n    f\"{titiler_endpoint}/timeseries\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \"2024-10-01T00:00:01Z/2024-10-05T00:00:01Z\",\n    },\n    timeout=None,\n).json()\n\nprint(json.dumps(response, indent=2))\n
response = httpx.get( f\"{titiler_endpoint}/timeseries\", params={ \"concept_id\": concept_id, \"datetime\": \"2024-10-01T00:00:01Z/2024-10-05T00:00:01Z\", }, timeout=None, ).json() print(json.dumps(response, indent=2))
[\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-01T12:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-02T12:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-03T12:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-04T12:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-05T12:00:00+00:00\"\n  }\n]\n
In\u00a0[5]: Copied!
response = httpx.get(\n    f\"{titiler_endpoint}/timeseries\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \"2024-10-01T00:00:01Z/2024-10-30T00:00:01Z\",\n        \"step\": \"P1W\",\n        \"temporal_mode\": \"point\",\n    }\n).json()\n\nprint(json.dumps(response, indent=2))\n
response = httpx.get( f\"{titiler_endpoint}/timeseries\", params={ \"concept_id\": concept_id, \"datetime\": \"2024-10-01T00:00:01Z/2024-10-30T00:00:01Z\", \"step\": \"P1W\", \"temporal_mode\": \"point\", } ).json() print(json.dumps(response, indent=2))
[\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-01T00:00:01+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-08T00:00:01+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-15T00:00:01+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-22T00:00:01+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-29T00:00:01+00:00\"\n  }\n]\n
In\u00a0[6]: Copied!
response = httpx.get(\n    f\"{titiler_endpoint}/timeseries\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \"2024-10-01T00:00:01Z/2024-10-30T00:00:01Z\",\n        \"step\": \"P1W\",\n        \"temporal_mode\": \"interval\",\n    }\n).json()\n\nprint(json.dumps(response, indent=2))\n
response = httpx.get( f\"{titiler_endpoint}/timeseries\", params={ \"concept_id\": concept_id, \"datetime\": \"2024-10-01T00:00:01Z/2024-10-30T00:00:01Z\", \"step\": \"P1W\", \"temporal_mode\": \"interval\", } ).json() print(json.dumps(response, indent=2))
[\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-01T00:00:01+00:00/2024-10-08T00:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-08T00:00:01+00:00/2024-10-15T00:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-15T00:00:01+00:00/2024-10-22T00:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-22T00:00:01+00:00/2024-10-29T00:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-29T00:00:01+00:00/2024-10-30T00:00:01+00:00\"\n  }\n]\n
In\u00a0[7]: Copied!
response = httpx.get(\n    f\"{titiler_endpoint}/timeseries\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \",\".join(\n            [\"2024-10-01T00:00:01Z\", \"2024-10-07T00:00:01Z/2024-10-09T23:59:59Z\"]\n        ),\n    }\n).json()\n\nprint(json.dumps(response, indent=2))\n
response = httpx.get( f\"{titiler_endpoint}/timeseries\", params={ \"concept_id\": concept_id, \"datetime\": \",\".join( [\"2024-10-01T00:00:01Z\", \"2024-10-07T00:00:01Z/2024-10-09T23:59:59Z\"] ), } ).json() print(json.dumps(response, indent=2))
[\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-01T00:00:01+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-07T12:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-08T12:00:00+00:00\"\n  },\n  {\n    \"concept_id\": \"C2036881735-POCLOUD\",\n    \"datetime\": \"2024-10-09T12:00:00+00:00\"\n  }\n]\n
In\u00a0[8]: Copied!
minx, miny, maxx, maxy = -180, -90, 180, 90\nrequest = httpx.get(\n    f\"{titiler_endpoint}/timeseries/bbox/{minx},{miny},{maxx},{maxy}.gif\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \"2023-11-01T00:00:01Z/2024-10-30T23:59:59Z\",\n        \"step\": \"P2W\",\n        \"temporal_mode\": \"point\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n        \"colormap_name\": \"thermal\",\n        \"rescale\": [[273, 315]],\n    },\n    timeout=None,\n)\ndisplay(Image(request.content))\n
minx, miny, maxx, maxy = -180, -90, 180, 90 request = httpx.get( f\"{titiler_endpoint}/timeseries/bbox/{minx},{miny},{maxx},{maxy}.gif\", params={ \"concept_id\": concept_id, \"datetime\": \"2023-11-01T00:00:01Z/2024-10-30T23:59:59Z\", \"step\": \"P2W\", \"temporal_mode\": \"point\", \"variable\": \"analysed_sst\", \"backend\": \"xarray\", \"colormap_name\": \"thermal\", \"rescale\": [[273, 315]], }, timeout=None, ) display(Image(request.content)) In\u00a0[9]: Copied!
minx, miny, maxx, maxy = -91.464,47.353,-90.466,47.974\nrequest = httpx.get(\n    f\"{titiler_endpoint}/timeseries/bbox/{minx},{miny},{maxx},{maxy}/512x512.gif\",\n    params={\n        \"concept_id\": \"C2021957657-LPCLOUD\",\n        \"datetime\": \"2024-01-01T00:00:00Z/2024-11-30T00:00:00Z\",\n        \"step\": \"P1W\",\n        \"temporal_mode\": \"interval\",\n        \"backend\": \"rasterio\",\n        \"bands_regex\":  \"B[0-9][0-9]\",\n        \"bands\": [\"B04\", \"B03\", \"B02\"],\n        \"color_formula\": \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\",\n        \"fps\": 5,\n    },\n    timeout=None,\n)\ndisplay(Image(request.content))\n
minx, miny, maxx, maxy = -91.464,47.353,-90.466,47.974 request = httpx.get( f\"{titiler_endpoint}/timeseries/bbox/{minx},{miny},{maxx},{maxy}/512x512.gif\", params={ \"concept_id\": \"C2021957657-LPCLOUD\", \"datetime\": \"2024-01-01T00:00:00Z/2024-11-30T00:00:00Z\", \"step\": \"P1W\", \"temporal_mode\": \"interval\", \"backend\": \"rasterio\", \"bands_regex\": \"B[0-9][0-9]\", \"bands\": [\"B04\", \"B03\", \"B02\"], \"color_formula\": \"Gamma RGB 3.5 Saturation 1.7 Sigmoidal RGB 15 0.35\", \"fps\": 5, }, timeout=None, ) display(Image(request.content)) In\u00a0[10]: Copied!
%%time\nminx, miny, maxx, maxy = -98.676, 18.857, -81.623, 31.097\ngeojson = Feature(\n    type=\"Feature\",\n    geometry=Polygon.from_bounds(minx, miny, maxx, maxy),\n    properties={},\n)\nrequest = httpx.post(\n    f\"{titiler_endpoint}/timeseries/statistics\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \"2022-02-01T00:00:01Z/2024-10-30T23:59:59Z\",\n        \"step\": \"P1D\",\n        \"temporal_mode\": \"point\",\n        \"variable\": \"analysed_sst\",\n        \"backend\": \"xarray\",\n    },\n    json=geojson.model_dump(exclude_none=True),\n    timeout=None,\n)\nrequest.raise_for_status()\nresponse = request.json()\n
%%time minx, miny, maxx, maxy = -98.676, 18.857, -81.623, 31.097 geojson = Feature( type=\"Feature\", geometry=Polygon.from_bounds(minx, miny, maxx, maxy), properties={}, ) request = httpx.post( f\"{titiler_endpoint}/timeseries/statistics\", params={ \"concept_id\": concept_id, \"datetime\": \"2022-02-01T00:00:01Z/2024-10-30T23:59:59Z\", \"step\": \"P1D\", \"temporal_mode\": \"point\", \"variable\": \"analysed_sst\", \"backend\": \"xarray\", }, json=geojson.model_dump(exclude_none=True), timeout=None, ) request.raise_for_status() response = request.json()
\n---------------------------------------------------------------------------\nHTTPStatusError                           Traceback (most recent call last)\nFile <timed exec>:20\n\nFile ~/work/titiler-cmr/titiler-cmr/.venv/lib/python3.10/site-packages/httpx/_models.py:829, in Response.raise_for_status(self)\n    827 error_type = error_types.get(status_class, \"Invalid status code\")\n    828 message = message.format(self, error_type=error_type)\n--> 829 raise HTTPStatusError(message, request=request, response=self)\n\nHTTPStatusError: Client error '400 Bad Request' for url 'https://dev-titiler-cmr.delta-backend.com/timeseries/statistics?concept_id=C2036881735-POCLOUD&datetime=2022-02-01T00%3A00%3A01Z%2F2024-10-30T23%3A59%3A59Z&step=P1D&temporal_mode=point&variable=analysed_sst&backend=xarray'\nFor more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/400

The /timeseries/statistics endpoint returns the GeoJSON with statistics for each step in the time series embedded in the properties.

In\u00a0[11]: Copied!
stats = response[\"properties\"][\"statistics\"]\nprint(len(stats))\n\nstats_preview = {timestamp: sst_stats for i, (timestamp, sst_stats) in enumerate(stats.items()) if i < 2}\nprint(json.dumps(stats_preview, indent=2))\n
stats = response[\"properties\"][\"statistics\"] print(len(stats)) stats_preview = {timestamp: sst_stats for i, (timestamp, sst_stats) in enumerate(stats.items()) if i < 2} print(json.dumps(stats_preview, indent=2))
\n---------------------------------------------------------------------------\nTypeError                                 Traceback (most recent call last)\nCell In[11], line 1\n----> 1 stats = response[\"properties\"][\"statistics\"]\n      2 print(len(stats))\n      4 stats_preview = {timestamp: sst_stats for i, (timestamp, sst_stats) in enumerate(stats.items()) if i < 2}\n\nTypeError: list indices must be integers or slices, not str

The statistics output can be used to generate plots like this:

In\u00a0[12]: Copied!
data = response['properties']['statistics']\n\ndates = []\nmeans = []\nstds = []\n\nfor date_str, values in data.items():\n    dates.append(datetime.fromisoformat(date_str))\n    means.append(values[\"analysed_sst\"][\"mean\"])\n    stds.append(values[\"analysed_sst\"][\"std\"])\n\nplt.figure(figsize=(10, 6))\n\nplt.plot(dates, means, \"b-\", label=\"Mean\")\n\nplt.fill_between(\n    dates, \n    np.array(means) - np.array(stds),\n    np.array(means) + np.array(stds),\n    alpha=0.2,\n    color=\"b\",\n    label=\"Standard Deviation\",\n)\n\nplt.xlabel(\"Date\")\nplt.ylabel(\"Temperature (K)\")\nplt.title(\"Mean sea surface temperature in the Gulf of Mexico\")\nplt.legend()\n\nplt.xticks(rotation=45)\n\nplt.tight_layout()\n\nplt.show()\n
data = response['properties']['statistics'] dates = [] means = [] stds = [] for date_str, values in data.items(): dates.append(datetime.fromisoformat(date_str)) means.append(values[\"analysed_sst\"][\"mean\"]) stds.append(values[\"analysed_sst\"][\"std\"]) plt.figure(figsize=(10, 6)) plt.plot(dates, means, \"b-\", label=\"Mean\") plt.fill_between( dates, np.array(means) - np.array(stds), np.array(means) + np.array(stds), alpha=0.2, color=\"b\", label=\"Standard Deviation\", ) plt.xlabel(\"Date\") plt.ylabel(\"Temperature (K)\") plt.title(\"Mean sea surface temperature in the Gulf of Mexico\") plt.legend() plt.xticks(rotation=45) plt.tight_layout() plt.show()
\n---------------------------------------------------------------------------\nTypeError                                 Traceback (most recent call last)\nCell In[12], line 1\n----> 1 data = response['properties']['statistics']\n      3 dates = []\n      4 means = []\n\nTypeError: list indices must be integers or slices, not str
In\u00a0[13]: Copied!
minx, miny, maxx, maxy = -180, -90, 180, 90\nrequest = httpx.get(\n    f\"{titiler_endpoint}/timeseries/WebMercatorQuad/tilejson.json\",\n    params={\n        \"concept_id\": concept_id,\n        \"datetime\": \"2023-11-01T00:00:01Z/2024-10-30T23:59:59Z\",\n        \"step\": \"P1M\",\n        \"temporal_mode\": \"point\",\n        \"variable\": \"sea_ice_fraction\",\n        \"backend\": \"xarray\",\n        \"colormap_name\": \"blues_r\",\n        \"rescale\": [[0, 1]],\n    },\n    timeout=None,\n)\ntilejsons = request.json()\ntilejson_preview = {\n    timestamp: tilejson\n    for i, (timestamp, tilejson) in enumerate(tilejsons.items())\n    if i < 2\n}\nprint(json.dumps(tilejson_preview, indent=2))\n
minx, miny, maxx, maxy = -180, -90, 180, 90 request = httpx.get( f\"{titiler_endpoint}/timeseries/WebMercatorQuad/tilejson.json\", params={ \"concept_id\": concept_id, \"datetime\": \"2023-11-01T00:00:01Z/2024-10-30T23:59:59Z\", \"step\": \"P1M\", \"temporal_mode\": \"point\", \"variable\": \"sea_ice_fraction\", \"backend\": \"xarray\", \"colormap_name\": \"blues_r\", \"rescale\": [[0, 1]], }, timeout=None, ) tilejsons = request.json() tilejson_preview = { timestamp: tilejson for i, (timestamp, tilejson) in enumerate(tilejsons.items()) if i < 2 } print(json.dumps(tilejson_preview, indent=2))
{\n  \"2023-11-01T00:00:01+00:00\": {\n    \"tilejson\": \"2.2.0\",\n    \"version\": \"1.0.0\",\n    \"scheme\": \"xyz\",\n    \"tiles\": [\n      \"https://dev-titiler-cmr.delta-backend.com/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?concept_id=C2036881735-POCLOUD&variable=sea_ice_fraction&backend=xarray&colormap_name=blues_r&rescale=%5B0%2C+1%5D&concept_id=C2036881735-POCLOUD&datetime=2023-11-01T00%3A00%3A01%2B00%3A00\"\n    ],\n    \"minzoom\": 0,\n    \"maxzoom\": 24,\n    \"bounds\": [\n      -180.0,\n      -90.0,\n      180.0,\n      90.0\n    ],\n    \"center\": [\n      0.0,\n      0.0,\n      0\n    ]\n  },\n  \"2023-12-01T00:00:01+00:00\": {\n    \"tilejson\": \"2.2.0\",\n    \"version\": \"1.0.0\",\n    \"scheme\": \"xyz\",\n    \"tiles\": [\n      \"https://dev-titiler-cmr.delta-backend.com/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?concept_id=C2036881735-POCLOUD&variable=sea_ice_fraction&backend=xarray&colormap_name=blues_r&rescale=%5B0%2C+1%5D&concept_id=C2036881735-POCLOUD&datetime=2023-12-01T00%3A00%3A01%2B00%3A00\"\n    ],\n    \"minzoom\": 0,\n    \"maxzoom\": 24,\n    \"bounds\": [\n      -180.0,\n      -90.0,\n      180.0,\n      90.0\n    ],\n    \"center\": [\n      0.0,\n      0.0,\n      0\n    ]\n  }\n}\n
In\u00a0[14]: Copied!
m = Map(location=[0, 0], zoom_start=3, min_zoom=3)\nfor datetime_, tilejson in tilejsons.items():\n    label = datetime.fromisoformat(datetime_).strftime(\"%Y-%m\")\n    TileLayer(\n        tiles=tilejson[\"tiles\"][0],\n        attr=\"GAMSSA SST\",\n        overlay=True,\n        name=label,\n        show=False,\n    ).add_to(m)\nLayerControl(collapsed=False).add_to(m)\nm\n
m = Map(location=[0, 0], zoom_start=3, min_zoom=3) for datetime_, tilejson in tilejsons.items(): label = datetime.fromisoformat(datetime_).strftime(\"%Y-%m\") TileLayer( tiles=tilejson[\"tiles\"][0], attr=\"GAMSSA SST\", overlay=True, name=label, show=False, ).add_to(m) LayerControl(collapsed=False).add_to(m) m Out[14]: Make this Notebook Trusted to load map: File -> Trust Notebook"},{"location":"examples/time_series_example/#time-series-api","title":"time series API\u00b6","text":"

The timeseries extension provides endpoints for requesting results for all points or intervals along a time series. The /timeseries family of endpoints works by converting the provided time series parameters (datetime, step, and temporal_mode) into a set of datetime query parameters for the corresponding lower-level endpoint, running asynchronous requests to the lower-level endpoint, then collecting the results and formatting them in a coherent format for the user.

The time series structure is defined by the datetime, step, and temporal_mode parameters.

The temporal_mode mode parameter controls whether or not CMR is queried for a particular point-in-time (temporal_mode=point) or over an entire interval (temporal_mode=interval). In general, it is best to use temporal_mode=point for datasets where granules overlap completely in space (e.g. daily sea surface temperature predictions) because the /timeseries endpoints will create a mosaic of all assets returned by the query and the first asset to cover a pixel will be used. For datasets where it requires granules from multiple timestamps to fully cover an AOI, temporal_mode=interval is appropriate. For example, you can get weekly composites of satellite imagery for visualization purposes with step=P1W & temporal_mode=interval.

"},{"location":"examples/time_series_example/#time-series-parameters","title":"time series parameters\u00b6","text":"

The time series API makes it possible to return results for many points along a timeseries with a single request. The available parameters are:

  • datetime (str): Either a date-time, an interval, or a comma-separated list of date-times or intervals. Date and time expressions adhere to rfc3339 ('2020-06-01T09:00:00Z') format.
  • step (str): width of individual time steps expressed as a IS8601 duration
  • temporal_mode (str): if \"point\", queries will be made for the individual timestamps along the timeseries. If \"interval\", queries will be made for the periods between each timestamp along the timeseries.

There are many ways to combine the parameters to produce a time series.

  1. Exact points in time from a start to and end datetime:
  • provide datetime={start_datetime}/{end_datetime}, step={step_width}, and temporal_mode=point where step_width is something like P1D for daily or P2W for bi-weekly.
  • provide datetime={start_datetime}/{end_datetime}, and temporal_mode=point without step to get a point for every unique timestamp in the granules between start_datetime and end_datetime.
  1. Fixed-width intervals between a start and end datetime:
  • provide datetime={start_datetime}/{end_datetime}, step, and temporal_mode=interval
  1. Specific datetimes
  • provide datetime=2024-10-01T00:00:01Z,2024-10-02T00:00:01Z
  1. Specific datetime intervals
  • provide datetime=2024-10-01T00:00:01Z/2024-10-01T23:59:59Z,2024-10-05T00:00:01Z/2024-10-05T23:59:59Z
"},{"location":"examples/time_series_example/#how-to-use-the-timeseries-api-with-titilercmr","title":"How to use the timeseries API with titiler.cmr\u00b6","text":"

The /timeseries endpoints work by interpreting the time series parameters (e.g. datetime and step) and parameterizing a set of lower-level requests to the related endpoint. For example, a request to /timeseries/statistics for a set of four points in time each one week apart will fire off four requests to the /statistics endpoint with a particular value in the datetime parameter. The results are collected and returned in a coherent format that can be consumed in a table or a chart.

Every /timeseries request in titiler.cmr will require both a concept_id and a set of time series parameters. The GHRSST Level 4 GAMSSA_28km Global Foundation Sea Surface Temperature Analysis v1.0 dataset (GDS2) is a useful dataset for demo purposes because the granule assets are small (~1MB each).

See Time series API limits for details on limits to the spatial and temporal extent for requests to a titiler-cmr deployment.

"},{"location":"examples/time_series_example/#time-series-for-all-granules-between-a-startend-datetime","title":"Time series for all granules between a start/end datetime\u00b6","text":"

For some datasets that have granules that are regularly spaced in time (e.g. daily), it is useful to be able to quickly specify a summary of all points in time between a start and end datetime. You can do that by simply providing the start_datetime and end_datetime parameters. The application will query CMR and produce a list of unique datetime values from the results of the granule search. If a granule represents a datetime range, it will return the midpoint between the start and end for a single granule.

"},{"location":"examples/time_series_example/#weekly-timeseries","title":"Weekly timeseries\u00b6","text":"

Sometimes you might be interested in a report with lower temporal resolution than the maximum availble for a dataset. By setting step=\"P1W\" and temporal_mode=\"point\", you can get a weekly series.

"},{"location":"examples/time_series_example/#periodic-timeseries","title":"Periodic timeseries\u00b6","text":"

Some datasets (like satellite imagery) may consist of granules that do not fully cover an arbitrary area of interest. In this case it is useful to construct a time series from a set of datetime ranges so that granules can be mosaiced to ensure each step has full coverage.

To create a set of non-overlapping week-long datetime ranges, you can modify the query to use temporal_mode=\"interval\" which will create ranges that start on the weekly values returned in the previous query and extend up to the second before the next value in the series.

"},{"location":"examples/time_series_example/#custom-time-series","title":"Custom time series\u00b6","text":"

If you want to specify the exact datetime values for a time series and you either cannot do not want to use the time series parameters, you can supply a set of comma-separated datetimes and/or datetime ranges to the datetime parameter.

"},{"location":"examples/time_series_example/#example-sea-surface-temperature-gif","title":"Example: sea surface temperature GIF\u00b6","text":"

The /timeseries/bbox endpoint can be used to produce a GIF that shows a visualization of granules over time.

The example below shows biweekly sea surface temperature estimates from the GAMSSA dataset for the period from November 2023 through October 2024.

"},{"location":"examples/time_series_example/#example-hlsl30-gif","title":"Example: HLSL30 GIF\u00b6","text":"

The example below shows a weekly mosaic of imagery from the Harmonized Landsat Sentinel L30 (HLSL30) collection for the period from January to November 2024.

"},{"location":"examples/time_series_example/#example-sea-surface-temperature-statistics","title":"Example: sea surface temperature statistics\u00b6","text":"

The /timeseries/statistics endpoint will produce summary statistics for an AOI for all points along a timeseries.

The example below shows daily sea surface temperature summary statistics for the Gulf of Mexico from the GAMSSA dataset for the period from February 2022 through October 2024.

"},{"location":"examples/time_series_example/#example-time-series-raster-tiles","title":"Example: Time series raster tiles\u00b6","text":"

It could be useful to allow users to select a timestep in an interactive map. You can use the /timeseries/tilejson endpoint for that purpose. The following example shows how you could use it to provide time series capability to an interactive map of sea ice cover.

"},{"location":"examples/xarray_backend_example/","title":"xarray backend: MUR SST","text":"In\u00a0[1]: Copied!
import json\nfrom datetime import datetime, timezone\n\nimport earthaccess\nimport httpx\nimport xarray as xr\nfrom folium import GeoJson, Map, TileLayer\n\n# titiler_endpoint = \"http://localhost:8081\"  # docker network endpoint\ntitiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\"  # deployed endpoint\n
import json from datetime import datetime, timezone import earthaccess import httpx import xarray as xr from folium import GeoJson, Map, TileLayer # titiler_endpoint = \"http://localhost:8081\" # docker network endpoint titiler_endpoint = \"https://dev-titiler-cmr.delta-backend.com\" # deployed endpoint In\u00a0[2]: Copied!
datasets = earthaccess.search_datasets(doi=\"10.5067/GHGMR-4FJ04\")\nds = datasets[0]\n\nconcept_id = ds[\"meta\"][\"concept-id\"]\nprint(\"Concept-Id: \", concept_id)\n\nprint(\"Abstract: \", ds[\"umm\"][\"Abstract\"])\n
datasets = earthaccess.search_datasets(doi=\"10.5067/GHGMR-4FJ04\") ds = datasets[0] concept_id = ds[\"meta\"][\"concept-id\"] print(\"Concept-Id: \", concept_id) print(\"Abstract: \", ds[\"umm\"][\"Abstract\"])
Concept-Id:  C1996881146-POCLOUD\nAbstract:  A Group for High Resolution Sea Surface Temperature (GHRSST) Level 4 sea surface temperature analysis produced as a retrospective dataset (four day latency) and near-real-time dataset (one day latency) at the JPL Physical Oceanography DAAC using wavelets as basis functions in an optimal interpolation approach on a global 0.01 degree grid. The version 4 Multiscale Ultrahigh Resolution (MUR) L4 analysis is based upon nighttime GHRSST L2P skin and subskin SST observations from several instruments including the NASA Advanced Microwave Scanning Radiometer-EOS (AMSR-E), the JAXA Advanced Microwave Scanning Radiometer 2 on GCOM-W1, the Moderate Resolution Imaging Spectroradiometers (MODIS) on the NASA Aqua and Terra platforms, the US Navy microwave WindSat radiometer, the Advanced Very High Resolution Radiometer (AVHRR) on several NOAA satellites, and in situ SST observations from the NOAA iQuam project. The ice concentration data are from the archives at the EUMETSAT Ocean and Sea Ice Satellite Application Facility (OSI SAF) High Latitude Processing Center and are also used for an improved SST parameterization for the high-latitudes.  The dataset also contains additional variables for some granules including a SST anomaly derived from a MUR climatology and the temporal distance to the nearest IR measurement for each pixel.This dataset is funded by the NASA MEaSUREs program ( http://earthdata.nasa.gov/our-community/community-data-system-programs/measures-projects ), and created by a team led by Dr. Toshio M. Chin from JPL. It adheres to the GHRSST Data Processing Specification (GDS) version 2 format specifications. Use the file global metadata \"history:\" attribute to determine if a granule is near-realtime or retrospective.\n
In\u00a0[3]: Copied!
results = earthaccess.search_data(\n    count=1,\n    concept_id=concept_id,\n    temporal=(\"2024-10-12\", \"2024-10-13\"),\n)\nprint(\"Granules:\")\nprint(results)\nprint()\nprint(\"Example of NetCDF URL: \")\nfor link in results[0].data_links(access=\"external\"):\n    print(link)\n
results = earthaccess.search_data( count=1, concept_id=concept_id, temporal=(\"2024-10-12\", \"2024-10-13\"), ) print(\"Granules:\") print(results) print() print(\"Example of NetCDF URL: \") for link in results[0].data_links(access=\"external\"): print(link)
Granules:\n[Collection: {'Version': '4.1', 'ShortName': 'MUR-JPL-L4-GLOB-v4.1'}\nSpatial coverage: {'HorizontalSpatialDomain': {'Geometry': {'BoundingRectangles': [{'WestBoundingCoordinate': -180, 'SouthBoundingCoordinate': -90, 'EastBoundingCoordinate': 180, 'NorthBoundingCoordinate': 90}]}}}\nTemporal coverage: {'RangeDateTime': {'EndingDateTime': '2024-10-12T21:00:00.000Z', 'BeginningDateTime': '2024-10-11T21:00:00.000Z'}}\nSize(MB): 707.340648651123\nData: ['https://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/MUR-JPL-L4-GLOB-v4.1/20241012090000-JPL-L4_GHRSST-SSTfnd-MUR-GLOB-v02.0-fv04.1.nc']]\n\nExample of NetCDF URL: \nhttps://archive.podaac.earthdata.nasa.gov/podaac-ops-cumulus-protected/MUR-JPL-L4-GLOB-v4.1/20241012090000-JPL-L4_GHRSST-SSTfnd-MUR-GLOB-v02.0-fv04.1.nc\n
In\u00a0[4]: Copied!
fs = earthaccess.get_fsspec_https_session()\n\nds = xr.open_dataset(\n    fs.open(results[0].data_links(access=\"external\")[0]),\n    engine=\"h5netcdf\",\n)\nprint(\"Data Variables:\")\nfor var in ds.data_vars:\n    print(str(var))\n\ndisplay(ds)\n
fs = earthaccess.get_fsspec_https_session() ds = xr.open_dataset( fs.open(results[0].data_links(access=\"external\")[0]), engine=\"h5netcdf\", ) print(\"Data Variables:\") for var in ds.data_vars: print(str(var)) display(ds)
Data Variables:\nanalysed_sst\nanalysis_error\nmask\nsea_ice_fraction\ndt_1km_data\nsst_anomaly\n
<xarray.Dataset> Size: 29GB\nDimensions:           (time: 1, lat: 17999, lon: 36000)\nCoordinates:\n  * time              (time) datetime64[ns] 8B 2024-10-12T09:00:00\n  * lat               (lat) float32 72kB -89.99 -89.98 -89.97 ... 89.98 89.99\n  * lon               (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0\nData variables:\n    analysed_sst      (time, lat, lon) float64 5GB ...\n    analysis_error    (time, lat, lon) float64 5GB ...\n    mask              (time, lat, lon) float32 3GB ...\n    sea_ice_fraction  (time, lat, lon) float64 5GB ...\n    dt_1km_data       (time, lat, lon) timedelta64[ns] 5GB ...\n    sst_anomaly       (time, lat, lon) float64 5GB ...\nAttributes: (12/47)\n    Conventions:                CF-1.7\n    title:                      Daily MUR SST, Final product\n    summary:                    A merged, multi-sensor L4 Foundation SST anal...\n    references:                 http://podaac.jpl.nasa.gov/Multi-scale_Ultra-...\n    institution:                Jet Propulsion Laboratory\n    history:                    created at nominal 4-day latency; replaced nr...\n    ...                         ...\n    project:                    NASA Making Earth Science Data Records for Us...\n    publisher_name:             GHRSST Project Office\n    publisher_url:              http://www.ghrsst.org\n    publisher_email:            ghrsst-po@nceo.ac.uk\n    processing_level:           L4\n    cdm_data_type:              grid
xarray.Dataset
  • Dimensions:
    • time: 1
    • lat: 17999
    • lon: 36000
  • Coordinates: (3)
    • time(time)datetime64[ns]2024-10-12T09:00:00long_name :reference time of sst fieldstandard_name :timeaxis :Tcomment :Nominal time of analyzed fields
      array(['2024-10-12T09:00:00.000000000'], dtype='datetime64[ns]')
    • lat(lat)float32-89.99 -89.98 ... 89.98 89.99long_name :latitudestandard_name :latitudeaxis :Yunits :degrees_northvalid_min :-90.0valid_max :90.0comment :geolocations inherited from the input data without correction
      array([-89.99, -89.98, -89.97, ...,  89.97,  89.98,  89.99], dtype=float32)
    • lon(lon)float32-180.0 -180.0 ... 180.0 180.0long_name :longitudestandard_name :longitudeaxis :Xunits :degrees_eastvalid_min :-180.0valid_max :180.0comment :geolocations inherited from the input data without correction
      array([-179.99, -179.98, -179.97, ...,  179.98,  179.99,  180.  ],\n      dtype=float32)
  • Data variables: (6)
    • analysed_sst(time, lat, lon)float64...long_name :analysed sea surface temperaturestandard_name :sea_surface_foundation_temperatureunits :kelvinvalid_min :-32767valid_max :32767comment :\"Final\" version using Multi-Resolution Variational Analysis (MRVA) method for interpolationsource :MODIS_T-JPL, MODIS_A-JPL, AVHRRMTB_G-NAVO, iQUAM-NOAA/NESDIS, Ice_Conc-OSISAF
      [647964000 values with dtype=float64]
    • analysis_error(time, lat, lon)float64...long_name :estimated error standard deviation of analysed_sstunits :kelvinvalid_min :0valid_max :32767comment :uncertainty in \"analysed_sst\"
      [647964000 values with dtype=float64]
    • mask(time, lat, lon)float32...long_name :sea/land field composite maskvalid_min :1valid_max :31flag_masks :[ 1 2 4 8 16]flag_meanings :open_sea land open_lake open_sea_with_ice_in_the_grid open_lake_with_ice_in_the_gridcomment :mask can be used to further filter the data.source :GMT \"grdlandmask\", ice flag from sea_ice_fraction data
      [647964000 values with dtype=float32]
    • sea_ice_fraction(time, lat, lon)float64...long_name :sea ice area fractionstandard_name :sea_ice_area_fractionvalid_min :0valid_max :100source :EUMETSAT OSI-SAF, copyright EUMETSATcomment :ice fraction is a dimensionless quantity between 0 and 1; it has been interpolated by a nearest neighbor approach; EUMETSAT OSI-SAF files used: ice_conc_nh_polstere-100_multi_202410121200.nc, ice_conc_sh_polstere-100_multi_202410121200.nc.
      [647964000 values with dtype=float64]
    • dt_1km_data(time, lat, lon)timedelta64[ns]...long_name :time to most recent 1km datavalid_min :-127valid_max :127source :MODIS and VIIRS pixels ingested by MURcomment :The grid value is hours between the analysis time and the most recent MODIS or VIIRS 1km L2P datum within 0.01 degrees from the grid point. \"Fill value\" indicates absence of such 1km data at the grid point.
      [647964000 values with dtype=timedelta64[ns]]
    • sst_anomaly(time, lat, lon)float64...long_name :SST anomaly from a seasonal SST climatology based on the MUR data over 2003-2014 periodunits :kelvinvalid_min :-32767valid_max :32767comment :anomaly reference to the day-of-year average between 2003 and 2014
      [647964000 values with dtype=float64]
  • Indexes: (3)
    • timePandasIndex
      PandasIndex(DatetimeIndex(['2024-10-12 09:00:00'], dtype='datetime64[ns]', name='time', freq=None))
    • latPandasIndex
      PandasIndex(Index([-89.98999786376953,  -89.9800033569336, -89.97000122070312,\n       -89.95999908447266, -89.94999694824219, -89.94000244140625,\n       -89.93000030517578, -89.91999816894531, -89.91000366210938,\n        -89.9000015258789,\n       ...\n         89.9000015258789,  89.91000366210938,  89.91999816894531,\n        89.93000030517578,  89.94000244140625,  89.94999694824219,\n        89.95999908447266,  89.97000122070312,   89.9800033569336,\n        89.98999786376953],\n      dtype='float32', name='lat', length=17999))
    • lonPandasIndex
      PandasIndex(Index([-179.99000549316406, -179.97999572753906, -179.97000122070312,\n        -179.9600067138672,  -179.9499969482422, -179.94000244140625,\n       -179.92999267578125,  -179.9199981689453, -179.91000366210938,\n       -179.89999389648438,\n       ...\n        179.91000366210938,   179.9199981689453,  179.92999267578125,\n        179.94000244140625,   179.9499969482422,   179.9600067138672,\n        179.97000122070312,  179.97999572753906,  179.99000549316406,\n                     180.0],\n      dtype='float32', name='lon', length=36000))
  • Attributes: (47)Conventions :CF-1.7title :Daily MUR SST, Final productsummary :A merged, multi-sensor L4 Foundation SST analysis product from JPL.references :http://podaac.jpl.nasa.gov/Multi-scale_Ultra-high_Resolution_MUR-SSTinstitution :Jet Propulsion Laboratoryhistory :created at nominal 4-day latency; replaced nrt (1-day latency) version.comment :MUR = \"Multi-scale Ultra-high Resolution\"license :These data are available free of charge under data policy of JPL PO.DAAC.id :MUR-JPL-L4-GLOB-v04.1naming_authority :org.ghrsstproduct_version :04.1uuid :27665bc0-d5fc-11e1-9b23-0800200c9a66gds_version_id :2.0netcdf_version_id :4.1date_created :20241021T071625Zstart_time :20241012T090000Zstop_time :20241012T090000Ztime_coverage_start :20241011T210000Ztime_coverage_end :20241012T210000Zfile_quality_level :3source :MODIS_T-JPL, MODIS_A-JPL, AVHRRMTB_G-NAVO, iQUAM-NOAA/NESDIS, Ice_Conc-OSISAFplatform :Terra, Aqua, MetOp-B, Buoys/Shipssensor :MODIS, AVHRR, in-situMetadata_Conventions :Unidata Observation Dataset v1.0metadata_link :http://podaac.jpl.nasa.gov/ws/metadata/dataset/?format=iso&shortName=MUR-JPL-L4-GLOB-v04.1keywords :Oceans > Ocean Temperature > Sea Surface Temperaturekeywords_vocabulary :NASA Global Change Master Directory (GCMD) Science Keywordsstandard_name_vocabulary :NetCDF Climate and Forecast (CF) Metadata Conventionsouthernmost_latitude :-90.0northernmost_latitude :90.0westernmost_longitude :-180.0easternmost_longitude :180.0spatial_resolution :0.01 degreesgeospatial_lat_units :degrees northgeospatial_lat_resolution :0.01geospatial_lon_units :degrees eastgeospatial_lon_resolution :0.01acknowledgment :Please acknowledge the use of these data with the following statement: These data were provided by JPL under support by NASA MEaSUREs program.creator_name :JPL MUR SST projectcreator_email :ghrsst@podaac.jpl.nasa.govcreator_url :http://mur.jpl.nasa.govproject :NASA Making Earth Science Data Records for Use in Research Environments (MEaSUREs) Programpublisher_name :GHRSST Project Officepublisher_url :http://www.ghrsst.orgpublisher_email :ghrsst-po@nceo.ac.ukprocessing_level :L4cdm_data_type :grid
In\u00a0[5]: Copied!
variable = \"sea_ice_fraction\"\ndatetime_ = datetime(2024, 10, 10, tzinfo=timezone.utc).isoformat()\n
variable = \"sea_ice_fraction\" datetime_ = datetime(2024, 10, 10, tzinfo=timezone.utc).isoformat() In\u00a0[6]: Copied!
r = httpx.get(\n    f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\",\n    params = (\n        (\"concept_id\", concept_id),\n        # Datetime in form of `start_date/end_date`\n        (\"datetime\", datetime_),\n        # titiler-cmr can work with both Zarr and COG dataset\n        # but we need to tell the endpoints in advance which backend\n        # to use\n        (\"backend\", \"xarray\"),\n        (\"variable\", variable),\n        # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0)\n        # which will results in useless large scale query\n        (\"minzoom\", 2),\n        (\"maxzoom\", 13),\n        (\"rescale\", \"0,1\"),\n        (\"colormap_name\", \"blues_r\"),\n    )\n).json()\n\nprint(r)\n
r = httpx.get( f\"{titiler_endpoint}/WebMercatorQuad/tilejson.json\", params = ( (\"concept_id\", concept_id), # Datetime in form of `start_date/end_date` (\"datetime\", datetime_), # titiler-cmr can work with both Zarr and COG dataset # but we need to tell the endpoints in advance which backend # to use (\"backend\", \"xarray\"), (\"variable\", variable), # We need to set min/max zoom because we don't want to use lowerzoom level (e.g 0) # which will results in useless large scale query (\"minzoom\", 2), (\"maxzoom\", 13), (\"rescale\", \"0,1\"), (\"colormap_name\", \"blues_r\"), ) ).json() print(r)
{'tilejson': '2.2.0', 'version': '1.0.0', 'scheme': 'xyz', 'tiles': ['https://dev-titiler-cmr.delta-backend.com/tiles/WebMercatorQuad/{z}/{x}/{y}@1x?concept_id=C1996881146-POCLOUD&datetime=2024-10-10T00%3A00%3A00%2B00%3A00&backend=xarray&variable=sea_ice_fraction&rescale=0%2C1&colormap_name=blues_r'], 'minzoom': 2, 'maxzoom': 13, 'bounds': [-180.0, -90.0, 180.0, 90.0], 'center': [0.0, 0.0, 2]}\n
In\u00a0[7]: Copied!
bounds = r[\"bounds\"]\nm = Map(\n    location=(70, -40),\n    zoom_start=3\n)\n\nTileLayer(\n    tiles=r[\"tiles\"][0],\n    opacity=1,\n    attr=\"NASA\",\n).add_to(m)\nm\n
bounds = r[\"bounds\"] m = Map( location=(70, -40), zoom_start=3 ) TileLayer( tiles=r[\"tiles\"][0], opacity=1, attr=\"NASA\", ).add_to(m) m Out[7]: Make this Notebook Trusted to load map: File -> Trust Notebook In\u00a0[8]: Copied!
geojson_dict = {\n  \"type\": \"FeatureCollection\",\n  \"features\": [\n    {\n      \"type\": \"Feature\",\n      \"properties\": {},\n      \"geometry\": {\n        \"coordinates\": [\n          [\n            [\n              -20.79973248834736,\n              83.55979308678764\n            ],\n            [\n              -20.79973248834736,\n              75.0115425216471\n            ],\n            [\n              14.483337068956956,\n              75.0115425216471\n            ],\n            [\n              14.483337068956956,\n              83.55979308678764\n            ],\n            [\n              -20.79973248834736,\n              83.55979308678764\n            ]\n          ]\n        ],\n        \"type\": \"Polygon\"\n      }\n    }\n  ]\n}\n\nr = httpx.post(\n    f\"{titiler_endpoint}/statistics\",\n    params=(\n        (\"concept_id\", concept_id),\n        # Datetime in form of `start_date/end_date`\n        (\"datetime\", datetime_),\n        # titiler-cmr can work with both Zarr and COG dataset\n        # but we need to tell the endpoints in advance which backend\n        # to use\n        (\"backend\", \"xarray\"),\n        (\"variable\", variable),\n    ),\n    json=geojson_dict,\n    timeout=60,\n).json()\n\nprint(json.dumps(r, indent=2))\n
geojson_dict = { \"type\": \"FeatureCollection\", \"features\": [ { \"type\": \"Feature\", \"properties\": {}, \"geometry\": { \"coordinates\": [ [ [ -20.79973248834736, 83.55979308678764 ], [ -20.79973248834736, 75.0115425216471 ], [ 14.483337068956956, 75.0115425216471 ], [ 14.483337068956956, 83.55979308678764 ], [ -20.79973248834736, 83.55979308678764 ] ] ], \"type\": \"Polygon\" } } ] } r = httpx.post( f\"{titiler_endpoint}/statistics\", params=( (\"concept_id\", concept_id), # Datetime in form of `start_date/end_date` (\"datetime\", datetime_), # titiler-cmr can work with both Zarr and COG dataset # but we need to tell the endpoints in advance which backend # to use (\"backend\", \"xarray\"), (\"variable\", variable), ), json=geojson_dict, timeout=60, ).json() print(json.dumps(r, indent=2))
{\n  \"type\": \"FeatureCollection\",\n  \"features\": [\n    {\n      \"type\": \"Feature\",\n      \"geometry\": {\n        \"type\": \"Polygon\",\n        \"coordinates\": [\n          [\n            [\n              -20.79973248834736,\n              83.55979308678764\n            ],\n            [\n              -20.79973248834736,\n              75.0115425216471\n            ],\n            [\n              14.483337068956956,\n              75.0115425216471\n            ],\n            [\n              14.483337068956956,\n              83.55979308678764\n            ],\n            [\n              -20.79973248834736,\n              83.55979308678764\n            ]\n          ]\n        ]\n      },\n      \"properties\": {\n        \"statistics\": {\n          \"sea_ice_fraction\": {\n            \"min\": 0.3,\n            \"max\": 0.99,\n            \"mean\": 0.845157064600111,\n            \"count\": 1725290.875,\n            \"sum\": 1458141.771496357,\n            \"std\": 0.1559272507275522,\n            \"median\": 0.9,\n            \"majority\": 0.9500000000000001,\n            \"minority\": 0.36,\n            \"unique\": 70.0,\n            \"histogram\": [\n              [\n                34892,\n                39574,\n                38696,\n                37867,\n                44348,\n                72817,\n                110580,\n                200188,\n                472678,\n                675707\n              ],\n              [\n                0.3,\n                0.369,\n                0.43799999999999994,\n                0.5069999999999999,\n                0.576,\n                0.645,\n                0.714,\n                0.7829999999999999,\n                0.8519999999999999,\n                0.9209999999999998,\n                0.99\n              ]\n            ],\n            \"valid_percent\": 57.18,\n            \"masked_pixels\": 1293477.0,\n            \"valid_pixels\": 1727347.0,\n            \"percentile_2\": 0.36,\n            \"percentile_98\": 0.99\n          }\n        }\n      }\n    }\n  ]\n}\n
In\u00a0[\u00a0]: Copied!
\n
"},{"location":"examples/xarray_backend_example/#xarray-backend-mur-sst","title":"xarray backend: MUR SST\u00b6","text":"

The MUR SST dataset has daily records for sea surface temperature and ice cover fraction. There is a netcdf file for each record.

To run the titiler-cmr service locally you can fire up the docker network with this command:

docker compose up\n
"},{"location":"examples/xarray_backend_example/#requirements","title":"Requirements\u00b6","text":"

To run some of the chunks in this notebook you will need to install a few packages: earthaccess, folium, httpx, xarray

"},{"location":"examples/xarray_backend_example/#identify-the-dataset","title":"Identify the dataset\u00b6","text":"

You can find the MUR SST dataset using the earthaccess.search_datasets function.

"},{"location":"examples/xarray_backend_example/#examine-a-granule","title":"Examine a granule\u00b6","text":"

Each granule contains a single day record for the entire globe and has a single data file.

"},{"location":"examples/xarray_backend_example/#explore-the-available-variables","title":"Explore the available variables\u00b6","text":"

The NetCDF file can be opened with xarray using the h5netcdf engine. When running outside of AWS region us-west-2 you will need to access the data using \"external\" https links (rather than \"direct\" s3 links). Those links will require authentication which is handled by earthaccess as long as you have your Earthdata credentials stored in the ~/.netrc file!

"},{"location":"examples/xarray_backend_example/#define-a-query-for-titiler-cmr","title":"Define a query for titiler-cmr\u00b6","text":"

To use titiler-cmr's endpoints for a NetCDF dataset like this we need to define a date range for the CMR query and a variable to analyze.

"},{"location":"examples/xarray_backend_example/#display-tiles-in-an-interactive-map","title":"Display tiles in an interactive map\u00b6","text":"

The /tilejson.json endpoint will provide a parameterized xyz tile URL that can be added to an interactive map.

"},{"location":"examples/xarray_backend_example/#geojson-statistics","title":"GeoJSON Statistics\u00b6","text":"

The /statistics endpoint can be used to get summary statistics for a geojson Feature or FeatureCollection.

"}]} \ No newline at end of file diff --git a/dev/sitemap.xml b/dev/sitemap.xml new file mode 100644 index 0000000..c378268 --- /dev/null +++ b/dev/sitemap.xml @@ -0,0 +1,31 @@ + + + + https://developmentseed.org/titiler-cmr/dev/ + 2025-01-02 + + + https://developmentseed.org/titiler-cmr/dev/contributing/ + 2025-01-02 + + + https://developmentseed.org/titiler-cmr/dev/release-notes/ + 2025-01-02 + + + https://developmentseed.org/titiler-cmr/dev/deployment/time_series_api_limits/ + 2025-01-02 + + + https://developmentseed.org/titiler-cmr/dev/examples/rasterio_backend_example/ + 2025-01-02 + + + https://developmentseed.org/titiler-cmr/dev/examples/time_series_example/ + 2025-01-02 + + + https://developmentseed.org/titiler-cmr/dev/examples/xarray_backend_example/ + 2025-01-02 + + \ No newline at end of file diff --git a/dev/sitemap.xml.gz b/dev/sitemap.xml.gz new file mode 100644 index 0000000000000000000000000000000000000000..1082ca9c25f891e15fd4c70115e82ce5d0b8e1ba GIT binary patch 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