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"LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static", "StaticArrayInterface"] +git-tree-sha1 = "e7f5b81c65eb858bed630fe006837b935518aca5" +uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f" +version = "0.21.70" + +[[deps.VertexSafeGraphs]] +deps = ["Graphs"] +git-tree-sha1 = "8351f8d73d7e880bfc042a8b6922684ebeafb35c" +uuid = "19fa3120-7c27-5ec5-8db8-b0b0aa330d6f" +version = "0.2.0" + +[[deps.Zlib_jll]] +deps = ["Libdl"] +uuid = "83775a58-1f1d-513f-b197-d71354ab007a" +version = "1.2.13+1" + +[[deps.libblastrampoline_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" +version = "5.8.0+1" + +[[deps.nghttp2_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" +version = "1.52.0+1" + +[[deps.oneTBB_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl"] +git-tree-sha1 = "7d0ea0f4895ef2f5cb83645fa689e52cb55cf493" +uuid = "1317d2d5-d96f-522e-a858-c73665f53c3e" +version = "2021.12.0+0" + +[[deps.p7zip_jll]] +deps = ["Artifacts", "Libdl"] +uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0" +version = "17.4.0+2" diff --git a/previews/PR2302/assets/Project.toml b/previews/PR2302/assets/Project.toml new file mode 100644 index 0000000000..cf0665b82a --- /dev/null +++ b/previews/PR2302/assets/Project.toml @@ -0,0 +1,7 @@ +[deps] +Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" +OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed" + +[compat] +Documenter = "0.27, 1" +OrdinaryDiffEq = "6" diff --git a/previews/PR2302/assets/documenter.js b/previews/PR2302/assets/documenter.js new file mode 100644 index 0000000000..b2bdd43eeb --- /dev/null +++ b/previews/PR2302/assets/documenter.js @@ -0,0 +1,1059 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on("click", ".docstring header", function () { + let articleToggleTitle = "Expand docstring"; + + debounce(() => { + if ($(this).siblings("section").is(":visible")) { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + $(this) + .find(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + $(this).siblings("section").slideToggle(); + }); +}); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * RegX escape function from MDN + * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ + function escapeRegExp(string) { + return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + searchstring = escapeRegExp(querystring); + let textindex = new RegExp(`${searchstring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${escape(result.title)}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+
+ ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + combineWith: "AND", + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
${count_str}
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
Type something to get started!
+ `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
+ Filters: + ${str} +
`; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` + + `; + + let initial_search_body = ` +
Type something to get started!
+ `; + + let search_modal_footer = ` + + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/previews/PR2302/assets/favicon.ico b/previews/PR2302/assets/favicon.ico new file mode 100644 index 0000000000..3c6bd47037 Binary files /dev/null and b/previews/PR2302/assets/favicon.ico differ diff --git 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.button.is-primary.is-light.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-frappe .button.is-primary.is-light.is-active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:hover,html.theme--catppuccin-frappe .button.is-link.is-hovered{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:focus,html.theme--catppuccin-frappe 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe 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.button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe 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.button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-frappe .content.is-normal{font-size:1rem}html.theme--catppuccin-frappe .content.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .content.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-frappe .icon.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-frappe .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-frappe .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-frappe .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-frappe .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .icon-text 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a.navbar-item:focus,html.theme--catppuccin-frappe a.navbar-item:focus-within,html.theme--catppuccin-frappe a.navbar-item:hover,html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link:focus,html.theme--catppuccin-frappe .navbar-link:focus-within,html.theme--catppuccin-frappe .navbar-link:hover,html.theme--catppuccin-frappe .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#8caaee}html.theme--catppuccin-frappe .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .navbar-item img{max-height:1.75rem}html.theme--catppuccin-frappe .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-frappe .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-frappe .navbar-item.is-tab:focus,html.theme--catppuccin-frappe .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee}html.theme--catppuccin-frappe .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee;border-bottom-style:solid;border-bottom-width:3px;color:#8caaee;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-frappe .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-frappe .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-frappe .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-frappe .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-frappe 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a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#838ba7}html.theme--catppuccin-frappe .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#8caaee}.navbar.is-spaced html.theme--catppuccin-frappe .navbar-dropdown,html.theme--catppuccin-frappe .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-frappe .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-frappe .navbar-divider{display:block}html.theme--catppuccin-frappe .navbar>.container .navbar-brand,html.theme--catppuccin-frappe .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-frappe .navbar>.container .navbar-menu,html.theme--catppuccin-frappe .container>.navbar 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-previous,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-frappe .pagination.is-rounded .pagination-next,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-link,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-frappe .pagination,html.theme--catppuccin-frappe .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link{border-color:#626880;color:#8caaee;min-width:2.5em}html.theme--catppuccin-frappe .pagination-previous:hover,html.theme--catppuccin-frappe .pagination-next:hover,html.theme--catppuccin-frappe .pagination-link:hover{border-color:#737994;color:#99d1db}html.theme--catppuccin-frappe .pagination-previous:focus,html.theme--catppuccin-frappe .pagination-next:focus,html.theme--catppuccin-frappe .pagination-link:focus{border-color:#737994}html.theme--catppuccin-frappe .pagination-previous:active,html.theme--catppuccin-frappe .pagination-next:active,html.theme--catppuccin-frappe .pagination-link:active{box-shadow:inset 0 1px 2px 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768px){html.theme--catppuccin-frappe .pagination{flex-wrap:wrap}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-frappe .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination-previous{order:2}html.theme--catppuccin-frappe .pagination-next{order:3}html.theme--catppuccin-frappe .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-frappe .pagination.is-centered 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a.is-active{border-bottom-color:#0a0a0a}html.theme--catppuccin-frappe .panel.is-black .panel-block.is-active .panel-icon{color:#0a0a0a}html.theme--catppuccin-frappe .panel.is-light .panel-heading{background-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .panel.is-light .panel-tabs a.is-active{border-bottom-color:#f5f5f5}html.theme--catppuccin-frappe .panel.is-light .panel-block.is-active .panel-icon{color:#f5f5f5}html.theme--catppuccin-frappe .panel.is-dark .panel-heading,html.theme--catppuccin-frappe .content kbd.panel .panel-heading{background-color:#414559;color:#fff}html.theme--catppuccin-frappe .panel.is-dark .panel-tabs a.is-active,html.theme--catppuccin-frappe .content kbd.panel .panel-tabs a.is-active{border-bottom-color:#414559}html.theme--catppuccin-frappe .panel.is-dark .panel-block.is-active .panel-icon,html.theme--catppuccin-frappe .content kbd.panel .panel-block.is-active .panel-icon{color:#414559}html.theme--catppuccin-frappe .panel.is-primary 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rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark,html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:hover,html.theme--catppuccin-latte .content kbd.button:hover,html.theme--catppuccin-latte .button.is-dark.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-hovered{background-color:#c5c9d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus,html.theme--catppuccin-latte .content kbd.button:focus,html.theme--catppuccin-latte .button.is-dark.is-focused,html.theme--catppuccin-latte .content kbd.button.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus:not(:active),html.theme--catppuccin-latte .content kbd.button:focus:not(:active),html.theme--catppuccin-latte .button.is-dark.is-focused:not(:active),html.theme--catppuccin-latte .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(204,208,218,0.25)}html.theme--catppuccin-latte .button.is-dark:active,html.theme--catppuccin-latte .content kbd.button:active,html.theme--catppuccin-latte .button.is-dark.is-active,html.theme--catppuccin-latte .content kbd.button.is-active{background-color:#bdc2cf;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark[disabled],html.theme--catppuccin-latte .content kbd.button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:#ccd0da;box-shadow:none}html.theme--catppuccin-latte .button.is-dark.is-inverted,html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:focus,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:focus,html.theme--catppuccin-latte .button.is-primary.is-focused,html.theme--catppuccin-latte .docstring>section>a.button.is-focused.docs-sourcelink{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:focus:not(:active),html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:focus:not(:active),html.theme--catppuccin-latte .button.is-primary.is-focused:not(:active),html.theme--catppuccin-latte .docstring>section>a.button.is-focused.docs-sourcelink:not(:active){box-shadow:0 0 0 0.125em rgba(30,102,245,0.25)}html.theme--catppuccin-latte .button.is-primary:active,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:active,html.theme--catppuccin-latte .button.is-primary.is-active,html.theme--catppuccin-latte .docstring>section>a.button.is-active.docs-sourcelink{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary[disabled],html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-primary,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:#1e66f5;box-shadow:none}html.theme--catppuccin-latte .button.is-primary.is-inverted,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-inverted:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.is-hovered.docs-sourcelink{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-primary.is-inverted[disabled],html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-primary.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;border-color:transparent;box-shadow:none;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-loading::after,html.theme--catppuccin-latte .docstring>section>a.button.is-loading.docs-sourcelink::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-primary.is-outlined,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.docs-sourcelink{background-color:transparent;border-color:#1e66f5;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-outlined:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-outlined.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.is-hovered.docs-sourcelink,html.theme--catppuccin-latte .button.is-primary.is-outlined:focus,html.theme--catppuccin-latte .docstring>section>a.button.is-outlined.docs-sourcelink:focus,html.theme--catppuccin-latte .button.is-primary.is-outlined.is-focused,html.theme--catppuccin-latte 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.button.is-primary.is-light.is-active,html.theme--catppuccin-latte .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d3e1fd;border-color:transparent;color:#0a52e1}html.theme--catppuccin-latte .button.is-link{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:hover,html.theme--catppuccin-latte .button.is-link.is-hovered{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus,html.theme--catppuccin-latte .button.is-link.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-link:focus:not(:active),html.theme--catppuccin-latte .button.is-link.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(30,102,245,0.25)}html.theme--catppuccin-latte .button.is-link:active,html.theme--catppuccin-latte .button.is-link.is-active{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-outlined{background-color:transparent;border-color:#40a02b;box-shadow:none;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#40a02b}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #40a02b #40a02b !important}html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table td,html.theme--catppuccin-latte .content table th{border:1px solid #acb0be;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-latte .content table th{color:#41445a}html.theme--catppuccin-latte .content table 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#documenter .docs-sidebar form.docs-search>input.file{font-size:.75rem}html.theme--catppuccin-latte .file.is-normal{font-size:1rem}html.theme--catppuccin-latte .file.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .file.is-medium .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-large{font-size:1.5rem}html.theme--catppuccin-latte .file.is-large .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.has-name .file-cta{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .file.has-name .file-name{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .file.has-name.is-empty .file-cta{border-radius:.4em}html.theme--catppuccin-latte .file.has-name.is-empty .file-name{display:none}html.theme--catppuccin-latte .file.is-boxed .file-label{flex-direction:column}html.theme--catppuccin-latte .file.is-boxed .file-cta{flex-direction:column;height:auto;padding:1em 3em}html.theme--catppuccin-latte .file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .label.is-large{font-size:1.5rem}html.theme--catppuccin-latte .help{display:block;font-size:.75rem;margin-top:0.25rem}html.theme--catppuccin-latte .help.is-white{color:#fff}html.theme--catppuccin-latte .help.is-black{color:#0a0a0a}html.theme--catppuccin-latte .help.is-light{color:#f5f5f5}html.theme--catppuccin-latte .help.is-dark,html.theme--catppuccin-latte .content kbd.help{color:#ccd0da}html.theme--catppuccin-latte .help.is-primary,html.theme--catppuccin-latte .docstring>section>a.help.docs-sourcelink{color:#1e66f5}html.theme--catppuccin-latte .help.is-link{color:#1e66f5}html.theme--catppuccin-latte .help.is-info{color:#179299}html.theme--catppuccin-latte .help.is-success{color:#40a02b}html.theme--catppuccin-latte .help.is-warning{color:#df8e1d}html.theme--catppuccin-latte .help.is-danger{color:#d20f39}html.theme--catppuccin-latte .field:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth .control{flex-grow:1;flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.is-grouped>.control{flex-shrink:0}html.theme--catppuccin-latte .field.is-grouped>.control:not(:last-child){margin-bottom:0;margin-right:.75rem}html.theme--catppuccin-latte .field.is-grouped>.control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.is-grouped.is-grouped-centered{justify-content:center}html.theme--catppuccin-latte .field.is-grouped.is-grouped-right{justify-content:flex-end}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline{flex-wrap:wrap}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:last-child,html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline>.control:not(:last-child){margin-bottom:0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:last-child{margin-bottom:-0.75rem}html.theme--catppuccin-latte .field.is-grouped.is-grouped-multiline:not(:last-child){margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field.is-horizontal{display:flex}}html.theme--catppuccin-latte .field-label .label{font-size:inherit}@media screen and (max-width: 768px){html.theme--catppuccin-latte .field-label{margin-bottom:0.5rem}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-label{flex-basis:0;flex-grow:1;flex-shrink:0;margin-right:1.5rem;text-align:right}html.theme--catppuccin-latte .field-label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.field-label{font-size:.75rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-normal{padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-medium{font-size:1.25rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-large{font-size:1.5rem;padding-top:0.375em}}html.theme--catppuccin-latte .field-body .field .field{margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-body{display:flex;flex-basis:0;flex-grow:5;flex-shrink:1}html.theme--catppuccin-latte .field-body .field{margin-bottom:0}html.theme--catppuccin-latte .field-body>.field{flex-shrink:1}html.theme--catppuccin-latte .field-body>.field:not(.is-narrow){flex-grow:1}html.theme--catppuccin-latte .field-body>.field:not(:last-child){margin-right:.75rem}}html.theme--catppuccin-latte .control{box-sizing:border-box;clear:both;font-size:1rem;position:relative;text-align:inherit}html.theme--catppuccin-latte .control.has-icons-left .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-left .select:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input:focus~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input:focus~.icon,html.theme--catppuccin-latte .control.has-icons-right .select:focus~.icon{color:#ccd0da}html.theme--catppuccin-latte .control.has-icons-left .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-small~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-small~.icon{font-size:.75rem}html.theme--catppuccin-latte .control.has-icons-left .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-medium~.icon{font-size:1.25rem}html.theme--catppuccin-latte .control.has-icons-left 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kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small 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.container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content 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ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table td,html.theme--catppuccin-mocha .content table th{border:1px solid #585b70;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-mocha .content table th{color:#b8c5ef}html.theme--catppuccin-mocha .content table th:not([align]){text-align:inherit}html.theme--catppuccin-mocha .content table thead td,html.theme--catppuccin-mocha .content table thead th{border-width:0 0 2px;color:#b8c5ef}html.theme--catppuccin-mocha .content table tfoot td,html.theme--catppuccin-mocha .content table tfoot th{border-width:2px 0 0;color:#b8c5ef}html.theme--catppuccin-mocha .content table tbody tr:last-child td,html.theme--catppuccin-mocha .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-mocha .content .tabs li+li{margin-top:0}html.theme--catppuccin-mocha .content.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-mocha .content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-mocha .image.is-square,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-mocha .image.is-1by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-mocha .image.is-5by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-mocha .image.is-4by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-mocha .image.is-3by2,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--catppuccin-mocha .image.is-5by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--catppuccin-mocha .image.is-16by9,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--catppuccin-mocha .image.is-2by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--catppuccin-mocha .image.is-3by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--catppuccin-mocha .image.is-4by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--catppuccin-mocha .image.is-3by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--catppuccin-mocha .image.is-2by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--catppuccin-mocha .image.is-3by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--catppuccin-mocha .image.is-9by16,html.theme--catppuccin-mocha #documenter 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.button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-light{background-color:#ecf0f1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:hover,html.theme--documenter-dark .button.is-light.is-hovered{background-color:#e5eaec;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:focus,html.theme--documenter-dark .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light:focus:not(:active),html.theme--documenter-dark .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(236,240,241,0.25)}html.theme--documenter-dark .button.is-light:active,html.theme--documenter-dark .button.is-light.is-active{background-color:#dde4e6;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light{background-color:#ecf0f1;border-color:#ecf0f1;box-shadow:none}html.theme--documenter-dark .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted:hover,html.theme--documenter-dark .button.is-light.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-light.is-outlined{background-color:transparent;border-color:#ecf0f1;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-outlined:hover,html.theme--documenter-dark .button.is-light.is-outlined.is-hovered,html.theme--documenter-dark .button.is-light.is-outlined:focus,html.theme--documenter-dark .button.is-light.is-outlined.is-focused{background-color:#ecf0f1;border-color:#ecf0f1;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-outlined{background-color:transparent;border-color:#ecf0f1;box-shadow:none;color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ecf0f1}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark .content kbd.button:focus,html.theme--documenter-dark .button.is-dark.is-focused,html.theme--documenter-dark .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus:not(:active),html.theme--documenter-dark .content kbd.button:focus:not(:active),html.theme--documenter-dark .button.is-dark.is-focused:not(:active),html.theme--documenter-dark .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(40,47,47,0.25)}html.theme--documenter-dark .button.is-dark:active,html.theme--documenter-dark .content kbd.button:active,html.theme--documenter-dark .button.is-dark.is-active,html.theme--documenter-dark .content kbd.button.is-active{background-color:#1d2122;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark[disabled],html.theme--documenter-dark .content kbd.button[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark,fieldset[disabled] html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:#282f2f;box-shadow:none}html.theme--documenter-dark .button.is-dark.is-inverted,html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted:hover,html.theme--documenter-dark .content kbd.button.is-inverted:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#fff}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-primary,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink{background-color:#375a7f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:hover,html.theme--documenter-dark .docstring>section>a.button.docs-sourcelink:hover,html.theme--documenter-dark .button.is-primary.is-hovered,html.theme--documenter-dark .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#335476;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-primary:focus,html.theme--documenter-dark 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.docstring>section>a.button.is-outlined.is-hovered.docs-sourcelink,html.theme--documenter-dark .button.is-primary.is-outlined:focus,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink:focus,html.theme--documenter-dark .button.is-primary.is-outlined.is-focused,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-focused.docs-sourcelink{background-color:#375a7f;border-color:#375a7f;color:#fff}html.theme--documenter-dark .button.is-primary.is-outlined.is-loading::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink::after{border-color:transparent transparent #375a7f #375a7f !important}html.theme--documenter-dark .button.is-primary.is-outlined.is-loading:hover::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink:hover::after,html.theme--documenter-dark .button.is-primary.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.is-hovered.docs-sourcelink::after,html.theme--documenter-dark .button.is-primary.is-outlined.is-loading:focus::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink:focus::after,html.theme--documenter-dark .button.is-primary.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.is-focused.docs-sourcelink::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-primary.is-outlined[disabled],html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-primary.is-outlined,fieldset[disabled] html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink{background-color:transparent;border-color:#375a7f;box-shadow:none;color:#375a7f}html.theme--documenter-dark 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.button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;box-shadow:none;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1abc9c #1abc9c !important}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-link.is-light{background-color:#edfdf9;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:hover,html.theme--documenter-dark .button.is-link.is-light.is-hovered{background-color:#e2fbf6;border-color:transparent;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:active,html.theme--documenter-dark 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.button.is-info.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #3c5dcd #3c5dcd !important}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark 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.button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;color:#259a12}html.theme--documenter-dark .button.is-success.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-outlined.is-focused{background-color:#259a12;border-color:#259a12;color:#fff}html.theme--documenter-dark .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-success.is-light{background-color:#effded;color:#2ec016}html.theme--documenter-dark .button.is-success.is-light:hover,html.theme--documenter-dark 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rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#f4c72f;box-shadow:none;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fefaec;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fdf7e0;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fdf3d3;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#c13930;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(203,60,51,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#b7362e;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:#cb3c33;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-outlined.is-hovered,html.theme--documenter-dark 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 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.buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 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.docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--documenter-dark .image.is-4by5,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--documenter-dark .image.is-3by4,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--documenter-dark .image.is-2by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--documenter-dark .image.is-3by5,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--documenter-dark .image.is-9by16,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-9by16{padding-top:177.7777%}html.theme--documenter-dark .image.is-1by2,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by2{padding-top:200%}html.theme--documenter-dark .image.is-1by3,html.theme--documenter-dark #documenter .docs-sidebar 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Methods for Fully Implicit ODEs (DAEProblem)

Missing docstring.

Missing docstring for DImplicitEuler. Check Documenter's build log for details.

Missing docstring.

Missing docstring for DABDF2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for DFBDF. Check Documenter's build log for details.

diff --git a/previews/PR2302/dynamical/nystrom/index.html b/previews/PR2302/dynamical/nystrom/index.html new file mode 100644 index 0000000000..97d064740c --- /dev/null +++ b/previews/PR2302/dynamical/nystrom/index.html @@ -0,0 +1,24 @@ + +Runge-Kutta Nystrom Methods · OrdinaryDiffEq.jl

Runge-Kutta Nystrom Methods

OrdinaryDiffEq.OrdinaryDiffEqRKN.IRKN3Type
IRKN3

Improved Runge-Kutta-Nyström method of order three, which minimizes the amount of evaluated functions in each step. Fixed time steps only.

Second order ODE should not depend on the first derivative.

References

@article{rabiei2012numerical, title={Numerical Solution of Second-Order Ordinary Differential Equations by Improved Runge-Kutta Nystrom Method}, author={Rabiei, Faranak and Ismail, Fudziah and Norazak, S and Emadi, Saeid}, publisher={Citeseer} }

source
OrdinaryDiffEq.OrdinaryDiffEqRKN.IRKN4Type
IRKN4

Improves Runge-Kutta-Nyström method of order four, which minimizes the amount of evaluated functions in each step. Fixed time steps only.

Second order ODE should not be dependent on the first derivative.

Recommended for smooth problems with expensive functions to evaluate.

References

@article{rabiei2012numerical, title={Numerical Solution of Second-Order Ordinary Differential Equations by Improved Runge-Kutta Nystrom Method}, author={Rabiei, Faranak and Ismail, Fudziah and Norazak, S and Emadi, Saeid}, publisher={Citeseer} }

source
OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom4Type
Nystrom4

A 4th order explicit Runge-Kutta-Nyström method which can be applied directly on second order ODEs. Can only be used with fixed time steps.

In case the ODE Problem is not dependent on the first derivative consider using Nystrom4VelocityIndependent to increase performance.

References

E. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.

source
OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom4VelocityIndependentType
Nystrom4VelocityIdependent

A 4th order explicit Runkge-Kutta-Nyström method. Used directly on second order ODEs, where the acceleration is independent from velocity (ODE Problem is not dependent on the first derivative).

More efficient then Nystrom4 on velocity independent problems, since less evaluations are needed.

Fixed time steps only.

References

E. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.

source
OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom5VelocityIndependentType
Nystrom5VelocityIndependent

A 5th order explicit Runkge-Kutta-Nyström method. Used directly on second order ODEs, where the acceleration is independent from velocity (ODE Problem is not dependent on the first derivative). Fixed time steps only.

References

E. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.

source
OrdinaryDiffEq.OrdinaryDiffEqRKN.FineRKN4Type
FineRKN4()

A 4th order explicit Runge-Kutta-Nyström method which can be applied directly to second order ODEs. In particular, this method allows the acceleration equation to depend on the velocity.

References

@article{fine1987low,
+  title={Low order practical {R}unge-{K}utta-{N}ystr{"o}m methods},
+  author={Fine, Jerry Michael},
+  journal={Computing},
+  volume={38},
+  number={4},
+  pages={281--297},
+  year={1987},
+  publisher={Springer}
+}
source
OrdinaryDiffEq.OrdinaryDiffEqRKN.FineRKN5Type
FineRKN5()

A 5th order explicit Runge-Kutta-Nyström method which can be applied directly to second order ODEs. In particular, this method allows the acceleration equation to depend on the velocity.

References

@article{fine1987low,
+  title={Low order practical {R}unge-{K}utta-{N}ystr{"o}m methods},
+  author={Fine, Jerry Michael},
+  journal={Computing},
+  volume={38},
+  number={4},
+  pages={281--297},
+  year={1987},
+  publisher={Springer}
+}
source
OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN6Type
DPRKN6

6th order explicit Runge-Kutta-Nyström method. The second order ODE should not depend on the first derivative. Free 6th order interpolant.

References

@article{dormand1987runge, title={Runge-kutta-nystrom triples}, author={Dormand, JR and Prince, PJ}, journal={Computers \& Mathematics with Applications}, volume={13}, number={12}, pages={937–949}, year={1987}, publisher={Elsevier} }

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OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN6FMType
DPRKN6FM

6th order explicit Runge-Kutta-Nyström method. The second order ODE should not depend on the first derivative.

Compared to DPRKN6, this method has smaller truncation error coefficients which leads to performance gain when only the main solution points are considered.

References

@article{Dormand1987FamiliesOR, title={Families of Runge-Kutta-Nystrom Formulae}, author={J. R. Dormand and Moawwad E. A. El-Mikkawy and P. J. Prince}, journal={Ima Journal of Numerical Analysis}, year={1987}, volume={7}, pages={235-250} }

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OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN8Type
DPRKN8

8th order explicit Runge-Kutta-Nyström method. The second order ODE should not depend on the first derivative.

Not as efficient as DPRKN12 when high accuracy is needed, however this solver is competitive with DPRKN6 at lax tolerances and, depending on the problem, might be a good option between performance and accuracy.

References

@article{dormand1987high, title={High-order embedded Runge-Kutta-Nystrom formulae}, author={Dormand, JR and El-Mikkawy, MEA and Prince, PJ}, journal={IMA Journal of Numerical Analysis}, volume={7}, number={4}, pages={423–430}, year={1987}, publisher={Oxford University Press} }

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OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN12Type
DPRKN12

12th order explicit Rugne-Kutta-Nyström method. The second order ODE should not depend on the first derivative.

Most efficient when high accuracy is needed.

References

@article{dormand1987high, title={High-order embedded Runge-Kutta-Nystrom formulae}, author={Dormand, JR and El-Mikkawy, MEA and Prince, PJ}, journal={IMA Journal of Numerical Analysis}, volume={7}, number={4}, pages={423–430}, year={1987}, publisher={Oxford University Press} }

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OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN4Type
ERKN4

Embedded 4(3) pair of explicit Runge-Kutta-Nyström methods. Integrates the periodic properties of the harmonic oscillator exactly.

The second order ODE should not depend on the first derivative.

Uses adaptive step size control. This method is extra efficient on periodic problems.

References

@article{demba2017embedded, title={An Embedded 4 (3) Pair of Explicit Trigonometrically-Fitted Runge-Kutta-Nystr{"o}m Method for Solving Periodic Initial Value Problems}, author={Demba, MA and Senu, N and Ismail, F}, journal={Applied Mathematical Sciences}, volume={11}, number={17}, pages={819–838}, year={2017} }

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OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN5Type
ERKN5

Embedded 5(4) pair of explicit Runge-Kutta-Nyström methods. Integrates the periodic properties of the harmonic oscillator exactly.

The second order ODE should not depend on the first derivative.

Uses adaptive step size control. This method is extra efficient on periodic problems.

References

@article{demba20165, title={A 5 (4) Embedded Pair of Explicit Trigonometrically-Fitted Runge–Kutta–Nystr{"o}m Methods for the Numerical Solution of Oscillatory Initial Value Problems}, author={Demba, Musa A and Senu, Norazak and Ismail, Fudziah}, journal={Mathematical and Computational Applications}, volume={21}, number={4}, pages={46}, year={2016}, publisher={Multidisciplinary Digital Publishing Institute} }

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OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN7Type
ERKN7

Embedded pair of explicit Runge-Kutta-Nyström methods. Integrates the periodic properties of the harmonic oscillator exactly.

The second order ODE should not depend on the first derivative.

Uses adaptive step size control. This method is extra efficient on periodic Problems.

References

@article{SimosOnHO, title={On high order Runge-Kutta-Nystr{"o}m pairs}, author={Theodore E. Simos and Ch. Tsitouras}, journal={J. Comput. Appl. Math.}, volume={400}, pages={113753} }

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diff --git a/previews/PR2302/dynamical/symplectic/index.html b/previews/PR2302/dynamical/symplectic/index.html new file mode 100644 index 0000000000..04191c6a0b --- /dev/null +++ b/previews/PR2302/dynamical/symplectic/index.html @@ -0,0 +1,6 @@ + +Symplectic Runge-Kutta Methods · OrdinaryDiffEq.jl

Symplectic Runge-Kutta Methods

Missing docstring.

Missing docstring for SymplecticEuler. Check Documenter's build log for details.

Missing docstring.

Missing docstring for VelocityVerlet. Check Documenter's build log for details.

Missing docstring.

Missing docstring for VerletLeapfrog. Check Documenter's build log for details.

Missing docstring.

Missing docstring for PseudoVerletLeapfrog. Check Documenter's build log for details.

Missing docstring.

Missing docstring for McAte2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for Ruth3. Check Documenter's build log for details.

Missing docstring.

Missing docstring for McAte3. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CandyRoz4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for McAte4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CalvoSanz4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for McAte42. Check Documenter's build log for details.

Missing docstring.

Missing docstring for McAte5. Check Documenter's build log for details.

Missing docstring.

Missing docstring for Yoshida6. Check Documenter's build log for details.

Missing docstring.

Missing docstring for KahanLi6. Check Documenter's build log for details.

Missing docstring.

Missing docstring for McAte8. Check Documenter's build log for details.

Missing docstring.

Missing docstring for KahanLi8. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqSymplecticRK.SofSpa10Type

@article{sofroniou2005derivation, title={Derivation of symmetric composition constants for symmetric integrators}, author={Sofroniou, Mark and Spaletta, Giulia}, journal={Optimization Methods and Software}, volume={20}, number={4-5}, pages={597–613}, year={2005}, publisher={Taylor \& Francis} }

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diff --git a/previews/PR2302/imex/imex_multistep/index.html b/previews/PR2302/imex/imex_multistep/index.html new file mode 100644 index 0000000000..6dbd47b494 --- /dev/null +++ b/previews/PR2302/imex/imex_multistep/index.html @@ -0,0 +1,6 @@ + +IMEX Multistep Methods · OrdinaryDiffEq.jl

IMEX Multistep Methods

Missing docstring.

Missing docstring for CNAB2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CNLF2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SBDF. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF2Function
SBDF2(;kwargs...)

The two-step version of the IMEX multistep methods of

  • Uri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037

See also SBDF.

source
OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF3Function
SBDF3(;kwargs...)

The three-step version of the IMEX multistep methods of

  • Uri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037

See also SBDF.

source
OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF4Function
SBDF4(;kwargs...)

The four-step version of the IMEX multistep methods of

  • Uri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037

See also SBDF.

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diff --git a/previews/PR2302/imex/imex_sdirk/index.html b/previews/PR2302/imex/imex_sdirk/index.html new file mode 100644 index 0000000000..c32327a4d1 --- /dev/null +++ b/previews/PR2302/imex/imex_sdirk/index.html @@ -0,0 +1,7 @@ + +IMEX SDIRK Methods · OrdinaryDiffEq.jl

IMEX SDIRK Methods

OrdinaryDiffEq.OrdinaryDiffEqBDF.IMEXEulerFunction
IMEXEuler(;kwargs...)

The one-step version of the IMEX multistep methods of

  • Uri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037

When applied to a SplitODEProblem of the form

u'(t) = f1(u) + f2(u)

The default IMEXEuler() method uses an update of the form

unew = uold + dt * (f1(unew) + f2(uold))

See also SBDF, IMEXEulerARK.

source
OrdinaryDiffEq.OrdinaryDiffEqBDF.IMEXEulerARKFunction
IMEXEulerARK(;kwargs...)

The one-step version of the IMEX multistep methods of

  • Uri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037

When applied to a SplitODEProblem of the form

u'(t) = f1(u) + f2(u)

A classical additive Runge-Kutta method in the sense of Araújo, Murua, Sanz-Serna (1997) consisting of the implicit and the explicit Euler method given by

y1   = uold + dt * f1(y1)
+unew = uold + dt * (f1(unew) + f2(y1))

See also SBDF, IMEXEuler.

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp3Type

@book{kennedy2001additive, title={Additive Runge-Kutta schemes for convection-diffusion-reaction equations}, author={Kennedy, Christopher Alan}, year={2001}, publisher={National Aeronautics and Space Administration, Langley Research Center} }

KenCarp3: SDIRK Method An A-L stable stiffly-accurate 3rd order ESDIRK method with splitting

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OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp4Type

@book{kennedy2001additive, title={Additive Runge-Kutta schemes for convection-diffusion-reaction equations}, author={Kennedy, Christopher Alan}, year={2001}, publisher={National Aeronautics and Space Administration, Langley Research Center} }

KenCarp4: SDIRK Method An A-L stable stiffly-accurate 4th order ESDIRK method with splitting

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp47Type

@article{kennedy2019higher, title={Higher-order additive Runge–Kutta schemes for ordinary differential equations}, author={Kennedy, Christopher A and Carpenter, Mark H}, journal={Applied Numerical Mathematics}, volume={136}, pages={183–205}, year={2019}, publisher={Elsevier} }

KenCarp47: SDIRK Method An A-L stable stiffly-accurate 4th order seven-stage ESDIRK method with splitting

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp5Type

@book{kennedy2001additive, title={Additive Runge-Kutta schemes for convection-diffusion-reaction equations}, author={Kennedy, Christopher Alan}, year={2001}, publisher={National Aeronautics and Space Administration, Langley Research Center} }

KenCarp5: SDIRK Method An A-L stable stiffly-accurate 5th order ESDIRK method with splitting

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp58Type

@article{kennedy2019higher, title={Higher-order additive Runge–Kutta schemes for ordinary differential equations}, author={Kennedy, Christopher A and Carpenter, Mark H}, journal={Applied Numerical Mathematics}, volume={136}, pages={183–205}, year={2019}, publisher={Elsevier} }

KenCarp58: SDIRK Method An A-L stable stiffly-accurate 5th order eight-stage ESDIRK method with splitting

source
Missing docstring.

Missing docstring for ESDIRK54I8L2SA. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK436L2SA2Type

@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244} }

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK437L2SAType

@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244} }

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK547L2SA2Type

@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244} }

source
OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK659L2SAType

@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244}

Currently has STABILITY ISSUES, causing it to fail the adaptive tests. Check issue https://github.com/SciML/OrdinaryDiffEq.jl/issues/1933 for more details. }

source
diff --git a/previews/PR2302/index.html b/previews/PR2302/index.html new file mode 100644 index 0000000000..a1b70e73b0 --- /dev/null +++ b/previews/PR2302/index.html @@ -0,0 +1,200 @@ + +OrdinaryDiffEq.jl: ODE solvers and utilities · OrdinaryDiffEq.jl

OrdinaryDiffEq.jl

OrdinaryDiffEq.jl is a component package in the DifferentialEquations ecosystem. It holds the ordinary differential equation solvers and utilities. While completely independent and usable on its own, users interested in using this functionality should check out DifferentialEquations.jl.

Installation

Assuming that you already have Julia correctly installed, it suffices to import OrdinaryDiffEq.jl in the standard way:

import Pkg;
+Pkg.add("OrdinaryDiffEq");

Reproducibility

The documentation of this SciML package was built using these direct dependencies,
Status `~/work/OrdinaryDiffEq.jl/OrdinaryDiffEq.jl/docs/Project.toml`
+  [e30172f5] Documenter v1.5.0
+  [1dea7af3] OrdinaryDiffEq v6.87.0 `~/work/OrdinaryDiffEq.jl/OrdinaryDiffEq.jl`
and using this machine and Julia version.
Julia Version 1.10.4
+Commit 48d4fd48430 (2024-06-04 10:41 UTC)
+Build Info:
+  Official https://julialang.org/ release
+Platform Info:
+  OS: Linux (x86_64-linux-gnu)
+  CPU: 4 × AMD EPYC 7763 64-Core Processor
+  WORD_SIZE: 64
+  LIBM: libopenlibm
+  LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
+Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)
A more complete overview of all dependencies and their versions is also provided.
Status `~/work/OrdinaryDiffEq.jl/OrdinaryDiffEq.jl/docs/Manifest.toml`
+  [47edcb42] ADTypes v1.6.1
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+  [79e6a3ab] Adapt v4.0.4
+  [ec485272] ArnoldiMethod v0.4.0
+  [4fba245c] ArrayInterface v7.14.0
+  [4c555306] ArrayLayouts v1.10.2
+  [62783981] BitTwiddlingConvenienceFunctions v0.1.6
+  [2a0fbf3d] CPUSummary v0.2.6
+  [d360d2e6] ChainRulesCore v1.24.0
+  [fb6a15b2] CloseOpenIntervals v0.1.13
+  [944b1d66] CodecZlib v0.7.5
+  [38540f10] CommonSolve v0.2.4
+  [bbf7d656] CommonSubexpressions v0.3.0
+  [f70d9fcc] CommonWorldInvalidations v1.0.0
+  [34da2185] Compat v4.15.0
+  [a33af91c] CompositionsBase v0.1.2
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+  [9a962f9c] DataAPI v1.16.0
+  [864edb3b] DataStructures v0.18.20
+  [e2d170a0] DataValueInterfaces v1.0.0
+  [2b5f629d] DiffEqBase v6.151.5
+  [163ba53b] DiffResults v1.1.0
+  [b552c78f] DiffRules v1.15.1
+  [a0c0ee7d] DifferentiationInterface v0.5.9
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+  [d4d017d3] ExponentialUtilities v1.26.1
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+⌅ [6b7a57c9] Expronicon v0.8.5
+  [7034ab61] FastBroadcast v0.3.5
+  [9aa1b823] FastClosures v0.3.2
+  [29a986be] FastLapackInterface v2.0.4
+  [1a297f60] FillArrays v1.11.0
+  [6a86dc24] FiniteDiff v2.23.1
+  [f6369f11] ForwardDiff v0.10.36
+  [069b7b12] FunctionWrappers v1.1.3
+  [77dc65aa] FunctionWrappersWrappers v0.1.3
+  [46192b85] GPUArraysCore v0.1.6
+  [c145ed77] GenericSchur v0.5.4
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+  [692b3bcd] JLLWrappers v1.5.0
+  [682c06a0] JSON v0.21.4
+  [ef3ab10e] KLU v0.6.0
+  [ba0b0d4f] Krylov v0.9.6
+  [10f19ff3] LayoutPointers v0.1.17
+  [0e77f7df] LazilyInitializedFields v1.2.2
+  [5078a376] LazyArrays v2.1.9
+  [d3d80556] LineSearches v7.2.0
+  [7ed4a6bd] LinearSolve v2.30.2
+  [2ab3a3ac] LogExpFunctions v0.3.28
+  [bdcacae8] LoopVectorization v0.12.171
+  [d8e11817] MLStyle v0.4.17
+  [1914dd2f] MacroTools v0.5.13
+  [d125e4d3] ManualMemory v0.1.8
+  [d0879d2d] MarkdownAST v0.1.2
+  [bb5d69b7] MaybeInplace v0.1.3
+  [46d2c3a1] MuladdMacro v0.2.4
+  [d41bc354] NLSolversBase v7.8.3
+  [77ba4419] NaNMath v1.0.2
+  [8913a72c] NonlinearSolve v3.13.1
+  [6fe1bfb0] OffsetArrays v1.14.1
+  [bac558e1] OrderedCollections v1.6.3
+  [1dea7af3] OrdinaryDiffEq v6.87.0 `~/work/OrdinaryDiffEq.jl/OrdinaryDiffEq.jl`
+  [65ce6f38] PackageExtensionCompat v1.0.2
+  [d96e819e] Parameters v0.12.3
+  [69de0a69] Parsers v2.8.1
+  [f517fe37] Polyester v0.7.15
+  [1d0040c9] PolyesterWeave v0.2.2
+  [d236fae5] PreallocationTools v0.4.22
+  [aea7be01] PrecompileTools v1.2.1
+  [21216c6a] Preferences v1.4.3
+  [3cdcf5f2] RecipesBase v1.3.4
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+  [ce78b400] SimpleUnPack v1.1.0
+  [47a9eef4] SparseDiffTools v2.19.0
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+  [e56a9233] Sparspak v0.3.9
+  [276daf66] SpecialFunctions v2.4.0
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+  [3f19e933] p7zip_jll v17.4.0+2
+Info Packages marked with ⌅ have new versions available but compatibility constraints restrict them from upgrading. To see why use `status --outdated -m`
You can also download the +"https://github.com/SciML/OrdinaryDiffEq.jl/tree/gh-pages/v6.87.0/assets/Manifest.toml"">manifest file and the +"https://github.com/SciML/OrdinaryDiffEq.jl/tree/gh-pages/v6.87.0/assets/Project.toml"">project file.
diff --git a/previews/PR2302/misc/index.html b/previews/PR2302/misc/index.html new file mode 100644 index 0000000000..dedd887c8c --- /dev/null +++ b/previews/PR2302/misc/index.html @@ -0,0 +1,6 @@ + +- · OrdinaryDiffEq.jl
Missing docstring.

Missing docstring for LinearExponential. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SplitEuler. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CompositeAlgorithm. Check Documenter's build log for details.

OrdinaryDiffEq.PDIRK44Type

PDIRK44: Parallel Diagonally Implicit Runge-Kutta Method A 2 processor 4th order diagonally non-adaptive implicit method.

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diff --git a/previews/PR2302/nonstiff/explicit_extrapolation/index.html b/previews/PR2302/nonstiff/explicit_extrapolation/index.html new file mode 100644 index 0000000000..75071c87e0 --- /dev/null +++ b/previews/PR2302/nonstiff/explicit_extrapolation/index.html @@ -0,0 +1,6 @@ + +Explicit Extrapolation Methods · OrdinaryDiffEq.jl

Explicit Extrapolation Methods

diff --git a/previews/PR2302/nonstiff/explicitrk/index.html b/previews/PR2302/nonstiff/explicitrk/index.html new file mode 100644 index 0000000000..b0084f9853 --- /dev/null +++ b/previews/PR2302/nonstiff/explicitrk/index.html @@ -0,0 +1,51 @@ + +Explicit Runge-Kutta Methods · OrdinaryDiffEq.jl

Explicit Runge-Kutta Methods

With the help of FastBroadcast.jl, we can use threaded parallelism to reduce compute time for all of the explicit Runge-Kutta methods! The thread option determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads. When we call solve(prob, alg(thread=OrdinaryDiffEq.True())), we can turn on the multithreading option to achieve acceleration (for sufficiently large problems).

Standard Explicit Runge-Kutta Methods

OrdinaryDiffEq.HeunType
Heun(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+       step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. The second order Heun's method. Uses embedded Euler method for adaptivity.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

source
OrdinaryDiffEq.RalstonType
Ralston(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. The optimized second order midpoint method. Uses embedded Euler method for adaptivity.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

source
OrdinaryDiffEq.MidpointType
Midpoint(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. The second order midpoint method. Uses embedded Euler method for adaptivity.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

source
OrdinaryDiffEq.RK4Type
RK4(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. The canonical Runge-Kutta Order 4 method. Uses a defect control for adaptive stepping using maximum error over the whole interval.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{shampine2005solving, title={Solving ODEs and DDEs with residual control}, author={Shampine, LF}, journal={Applied Numerical Mathematics}, volume={52}, number={1}, pages={113–127}, year={2005}, publisher={Elsevier} }

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OrdinaryDiffEq.RKMType
RKM(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. TBD

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

source
OrdinaryDiffEq.MSRK5Type
MSRK5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. 5th order Explicit RK method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Misha Stepanov - https://arxiv.org/pdf/2202.08443.pdf : Figure 3.

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OrdinaryDiffEq.MSRK6Type
MSRK6(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. 6th order Explicit RK method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Misha Stepanov - https://arxiv.org/pdf/2202.08443.pdf : Table4

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OrdinaryDiffEq.Anas5Type
Anas5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        w = 1)

Explicit Runge-Kutta Method. 4th order Runge-Kutta method designed for periodic problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • w: a periodicity estimate, which when accurate the method becomes 5th order (and is otherwise 4th order with less error for better estimates).

References

source
OrdinaryDiffEq.RKO65Type
RKO5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+       step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. 5th order Explicit RK method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Tsitouras, Ch. "Explicit Runge–Kutta methods for starting integration of Lane–Emden problem." Applied Mathematics and Computation 354 (2019): 353-364. doi: https://doi.org/10.1016/j.amc.2019.02.047

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OrdinaryDiffEq.OwrenZen3Type
OwrenZen3(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Owren-Zennaro optimized interpolation 3/2 method (free 3rd order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{owren1992derivation, title={Derivation of efficient, continuous, explicit Runge–Kutta methods}, author={Owren, Brynjulf and Zennaro, Marino}, journal={SIAM journal on scientific and statistical computing}, volume={13}, number={6}, pages={1488–1501}, year={1992}, publisher={SIAM} }

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OrdinaryDiffEq.OwrenZen4Type
OwrenZen4(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Owren-Zennaro optimized interpolation 4/3 method (free 4th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{owren1992derivation, title={Derivation of efficient, continuous, explicit Runge–Kutta methods}, author={Owren, Brynjulf and Zennaro, Marino}, journal={SIAM journal on scientific and statistical computing}, volume={13}, number={6}, pages={1488–1501}, year={1992}, publisher={SIAM} }

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OrdinaryDiffEq.OwrenZen5Type
OwrenZen5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Owren-Zennaro optimized interpolation 5/4 method (free 5th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{owren1992derivation, title={Derivation of efficient, continuous, explicit Runge–Kutta methods}, author={Owren, Brynjulf and Zennaro, Marino}, journal={SIAM journal on scientific and statistical computing}, volume={13}, number={6}, pages={1488–1501}, year={1992}, publisher={SIAM} }

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OrdinaryDiffEq.BS3Type
BS3(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, four-stage explicit FSAL Runge-Kutta method with embedded error estimator of Bogacki and Shampine.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{bogacki19893, title={A 3 (2) pair of Runge-Kutta formulas}, author={Bogacki, Przemyslaw and Shampine, Lawrence F}, journal={Applied Mathematics Letters}, volume={2}, number={4}, pages={321–325}, year={1989}, publisher={Elsevier} }

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OrdinaryDiffEq.DP5Type
DP5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Dormand-Prince's 5/4 Runge-Kutta method. (free 4th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{dormand1980family, title={A family of embedded Runge-Kutta formulae}, author={Dormand, John R and Prince, Peter J}, journal={Journal of computational and applied mathematics}, volume={6}, number={1}, pages={19–26}, year={1980}, publisher={Elsevier} }

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OrdinaryDiffEq.Tsit5Type
Tsit5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fifth-order explicit Runge-Kutta method with embedded error estimator of Tsitouras. Free 4th order interpolant.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{tsitouras2011runge, title={Runge–Kutta pairs of order 5 (4) satisfying only the first column simplifying assumption}, author={Tsitouras, Ch}, journal={Computers \& Mathematics with Applications}, volume={62}, number={2}, pages={770–775}, year={2011}, publisher={Elsevier} }

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OrdinaryDiffEq.DP8Type
DP8(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Hairer's 8/5/3 adaption of the Dormand-Prince Runge-Kutta method. (7th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

E. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.

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OrdinaryDiffEq.TanYam7Type
TanYam7(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Tanaka-Yamashita 7 Runge-Kutta method. (7th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Tanaka M., Muramatsu S., Yamashita S., (1992), On the Optimization of Some Nine-Stage Seventh-order Runge-Kutta Method, Information Processing Society of Japan, 33 (12), pp. 1512-1526.

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OrdinaryDiffEq.TsitPap8Type
TsitPap8(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Tsitouras-Papakostas 8/7 Runge-Kutta method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin10Type

@article{feagin2012high, title={High-order explicit Runge-Kutta methods using m-symmetry}, author={Feagin, Terry}, year={2012}, publisher={Neural, Parallel \& Scientific Computations} }

Feagin10: Explicit Runge-Kutta Method Feagin's 10th-order Runge-Kutta method.

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OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin12Type

@article{feagin2012high, title={High-order explicit Runge-Kutta methods using m-symmetry}, author={Feagin, Terry}, year={2012}, publisher={Neural, Parallel \& Scientific Computations} }

Feagin12: Explicit Runge-Kutta Method Feagin's 12th-order Runge-Kutta method.

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OrdinaryDiffEq.FRK65Type
FRK65(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        omega = 0.0)

Explicit Runge-Kutta Method. Zero Dissipation Runge-Kutta of 6th order.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • omega: a periodicity phase estimate, when accurate this method results in zero numerical dissipation.

References

source
OrdinaryDiffEq.PFRK87Type
PFRK87(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         omega = 0.0)

Explicit Runge-Kutta Method. Phase-fitted Runge-Kutta of 8th order.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • omega: a periodicity phase estimate, when accurate this method results in zero numerical dissipation.

References

source
OrdinaryDiffEq.Stepanov5Type
Stepanov5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. 5th order Explicit RK method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

@article{Stepanov2021Embedded5, title={Embedded (4, 5) pairs of explicit 7-stage Runge–Kutta methods with FSAL property}, author={Misha Stepanov}, journal={Calcolo}, year={2021}, volume={59} }

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OrdinaryDiffEq.SIR54Type
SIR54(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         thread = OrdinaryDiffEq.False())

5th order Explicit RK method suited for SIR-type epidemic models.

Like SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).

The argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.

Reference

@article{Kovalnogov2020RungeKuttaPS, title={Runge–Kutta pairs suited for SIR‐type epidemic models}, author={Vladislav N. Kovalnogov and Theodore E. Simos and Ch. Tsitouras}, journal={Mathematical Methods in the Applied Sciences}, year={2020}, volume={44}, pages={5210 - 5216} }

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OrdinaryDiffEq.Alshina2Type
Alshina2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         thread = OrdinaryDiffEq.False())

2nd order, 2-stage Explicit Runge-Kutta Method with optimal parameters.

Like SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).

The argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.

Reference

@article{Alshina2008, doi = {10.1134/s0965542508030068}, url = {https://doi.org/10.1134/s0965542508030068}, year = {2008}, month = mar, publisher = {Pleiades Publishing Ltd}, volume = {48}, number = {3}, pages = {395–405}, author = {E. A. Alshina and E. M. Zaks and N. N. Kalitkin}, title = {Optimal first- to sixth-order accurate Runge-Kutta schemes}, journal = {Computational Mathematics and Mathematical Physics} }

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OrdinaryDiffEq.Alshina3Type
Alshina3(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         thread = OrdinaryDiffEq.False())

3rd order, 3-stage Explicit Runge-Kutta Method with optimal parameters.

Like SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).

The argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.

Reference

@article{Alshina2008, doi = {10.1134/s0965542508030068}, url = {https://doi.org/10.1134/s0965542508030068}, year = {2008}, month = mar, publisher = {Pleiades Publishing Ltd}, volume = {48}, number = {3}, pages = {395–405}, author = {E. A. Alshina and E. M. Zaks and N. N. Kalitkin}, title = {Optimal first- to sixth-order accurate Runge-Kutta schemes}, journal = {Computational Mathematics and Mathematical Physics} }

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OrdinaryDiffEq.Alshina6Type
Alshina6(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         thread = OrdinaryDiffEq.False())

6th order, 7-stage Explicit Runge-Kutta Method with optimal parameters.

Like SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).

The argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.

Reference

@article{Alshina2008, doi = {10.1134/s0965542508030068}, url = {https://doi.org/10.1134/s0965542508030068}, year = {2008}, month = mar, publisher = {Pleiades Publishing Ltd}, volume = {48}, number = {3}, pages = {395–405}, author = {E. A. Alshina and E. M. Zaks and N. N. Kalitkin}, title = {Optimal first- to sixth-order accurate Runge-Kutta schemes}, journal = {Computational Mathematics and Mathematical Physics} }

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Lazy Interpolation Explicit Runge-Kutta Methods

OrdinaryDiffEq.BS5Type
BS5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+      lazy = true)

Explicit Runge-Kutta Method. Bogacki-Shampine 5/4 Runge-Kutta method. (lazy 5th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • lazy: determines if the lazy interpolant is used.

References

@article{bogacki1996efficient, title={An efficient runge-kutta (4, 5) pair}, author={Bogacki, P and Shampine, Lawrence F}, journal={Computers \& Mathematics with Applications}, volume={32}, number={6}, pages={15–28}, year={1996}, publisher={Elsevier} }

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OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern6Type
Vern6(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        lazy = true)

Explicit Runge-Kutta Method. Verner's “Most Efficient” 6/5 Runge-Kutta method. (lazy 6th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • lazy: determines if the lazy interpolant is used.

References

@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }

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OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern7Type
Vern7(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        lazy = true)

Explicit Runge-Kutta Method. Verner's “Most Efficient” 7/6 Runge-Kutta method. (lazy 7th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • lazy: determines if the lazy interpolant is used.

References

@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }

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OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern8Type
Vern8(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        lazy = true)

Explicit Runge-Kutta Method. Verner's “Most Efficient” 8/7 Runge-Kutta method. (lazy 8th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • lazy: determines if the lazy interpolant is used.

References

@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }

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OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern9Type
Vern9(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+        lazy = true)

Explicit Runge-Kutta Method. Verner's “Most Efficient” 9/8 Runge-Kutta method. (lazy9th order interpolant).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • lazy: determines if the lazy interpolant is used.

References

@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }

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Fixed Timestep Only Explicit Runge-Kutta Methods

OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RK46NLType
RK46NL(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. 6-stage, fourth order low-stage, low-dissipation, low-dispersion scheme. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Julien Berland, Christophe Bogey, Christophe Bailly. Low-Dissipation and Low-Dispersion Fourth-Order Runge-Kutta Algorithm. Computers & Fluids, 35(10), pp 1459-1463, 2006. doi: https://doi.org/10.1016/j.compfluid.2005.04.003

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ORK256Type
ORK256(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+         williamson_condition = true)

Explicit Runge-Kutta Method. A second-order, five-stage explicit Runge-Kutta method for wave propagation equations. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

Matteo Bernardini, Sergio Pirozzoli. A General Strategy for the Optimization of Runge-Kutta Schemes for Wave Propagation Phenomena. Journal of Computational Physics, 228(11), pp 4182-4199, 2009. doi: https://doi.org/10.1016/j.jcp.2009.02.032

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Parallel Explicit Runge-Kutta Methods

OrdinaryDiffEq.KuttaPRK2p5Type

KuttaPRK2p5: Parallel Explicit Runge-Kutta Method A 5 parallel, 2 processor explicit Runge-Kutta method of 5th order.

These methods utilize multithreading on the f calls to parallelize the problem. This requires that simultaneous calls to f are thread-safe.

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diff --git a/previews/PR2302/nonstiff/lowstorage_ssprk/index.html b/previews/PR2302/nonstiff/lowstorage_ssprk/index.html new file mode 100644 index 0000000000..5246467fa2 --- /dev/null +++ b/previews/PR2302/nonstiff/lowstorage_ssprk/index.html @@ -0,0 +1,76 @@ + +PDE-Specialized Explicit Runge-Kutta Methods · OrdinaryDiffEq.jl

PDE-Specialized Explicit Runge-Kutta Methods

Low Storage Explicit Runge-Kutta Methods

OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CarpenterKennedy2N54Type
CarpenterKennedy2N54(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                       step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                       williamson_condition = true)

Explicit Runge-Kutta Method. A fourth-order, five-stage explicit low-storage method of Carpenter and Kennedy (free 3rd order Hermite interpolant). Fixed timestep only. Designed for hyperbolic PDEs (stability properties).

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

@article{carpenter1994fourth, title={Fourth-order 2N-storage Runge-Kutta schemes}, author={Carpenter, Mark H and Kennedy, Christopher A}, year={1994} }

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.SHLDDRK64Type
SHLDDRK64(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            williamson_condition = true)

Explicit Runge-Kutta Method. A fourth-order, six-stage explicit low-storage method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

D. Stanescu, W. G. Habashi. 2N-Storage Low Dissipation and Dispersion Runge-Kutta Schemes for Computational Acoustics. Journal of Computational Physics, 143(2), pp 674-681, 1998. doi: https://doi.org/10.1006/jcph.1998.5986 }

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SHLDDRK52Type
SHLDDRK52(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. TBD

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SHLDDRK_2NType
SHLDDRK_2N(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. TBD

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.HSLDDRK64Type
HSLDDRK64(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            williamson_condition = true)

Explicit Runge-Kutta Method. Low-Storage Method 6-stage, fourth order low-stage, low-dissipation, low-dispersion scheme. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

D. Stanescu, W. G. Habashi. 2N-Storage Low Dissipation and Dispersion Runge-Kutta Schemes for Computational Acoustics. Journal of Computational Physics, 143(2), pp 674-681, 1998. doi: https://doi.org/10.1006/jcph.1998.5986 }

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK73_CType
DGLDDRK73_C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              williamson_condition = true)

Explicit Runge-Kutta Method. 7-stage, third order low-storage low-dissipation, low-dispersion scheme for discontinuous Galerkin space discretizations applied to wave propagation problems. Optimized for PDE discretizations when maximum spatial step is small due to geometric features of computational domain. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

T. Toulorge, W. Desmet. Optimal Runge–Kutta Schemes for Discontinuous Galerkin Space Discretizations Applied to Wave Propagation Problems. Journal of Computational Physics, 231(4), pp 2067-2091, 2012. doi: https://doi.org/10.1016/j.jcp.2011.11.024

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK84_CType
DGLDDRK84_C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              williamson_condition = true)

Explicit Runge-Kutta Method. 8-stage, fourth order low-storage low-dissipation, low-dispersion scheme for discontinuous Galerkin space discretizations applied to wave propagation problems. Optimized for PDE discretizations when maximum spatial step is small due to geometric features of computational domain. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

T. Toulorge, W. Desmet. Optimal Runge–Kutta Schemes for Discontinuous Galerkin Space Discretizations Applied to Wave Propagation Problems. Journal of Computational Physics, 231(4), pp 2067-2091, 2012. doi: https://doi.org/10.1016/j.jcp.2011.11.024

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK84_FType
DGLDDRK84_F(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              williamson_condition = true)

Explicit Runge-Kutta Method. 8-stage, fourth order low-storage low-dissipation, low-dispersion scheme for discontinuous Galerkin space discretizations applied to wave propagation problems. Optimized for PDE discretizations when the maximum spatial step size is not constrained. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

T. Toulorge, W. Desmet. Optimal Runge–Kutta Schemes for Discontinuous Galerkin Space Discretizations Applied to Wave Propagation Problems. Journal of Computational Physics, 231(4), pp 2067-2091, 2012. doi: https://doi.org/10.1016/j.jcp.2011.11.024

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK124Type
NDBLSRK124(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             williamson_condition = true)

Explicit Runge-Kutta Method. 12-stage, fourth order low-storage method with optimized stability regions for advection-dominated problems. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

Jens Niegemann, Richard Diehl, Kurt Busch. Efficient Low-Storage Runge–Kutta Schemes with Optimized Stability Regions. Journal of Computational Physics, 231, pp 364-372, 2012. doi: https://doi.org/10.1016/j.jcp.2011.09.003

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK134Type
NDBLSRK134(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             williamson_condition = true)

Explicit Runge-Kutta Method. 13-stage, fourth order low-storage method with optimized stability regions for advection-dominated problems. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

Jens Niegemann, Richard Diehl, Kurt Busch. Efficient Low-Storage Runge–Kutta Schemes with Optimized Stability Regions. Journal of Computational Physics, 231, pp 364-372, 2012. doi: https://doi.org/10.1016/j.jcp.2011.09.003

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK144Type
NDBLSRK144(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             williamson_condition = true)

Explicit Runge-Kutta Method. 14-stage, fourth order low-storage method with optimized stability regions for advection-dominated problems. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)
  • williamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.

References

Jens Niegemann, Richard Diehl, Kurt Busch. Efficient Low-Storage Runge–Kutta Schemes with Optimized Stability Regions. Journal of Computational Physics, 231, pp 364-372, 2012. doi: https://doi.org/10.1016/j.jcp.2011.09.003

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CFRLDDRK64Type
CFRLDDRK64(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 6-stage, fourth order low-storage, low-dissipation, low-dispersion scheme. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

M. Calvo, J. M. Franco, L. Randez. A New Minimum Storage Runge–Kutta Scheme for Computational Acoustics. Journal of Computational Physics, 201, pp 1-12, 2004. doi: https://doi.org/10.1016/j.jcp.2004.05.012

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.TSLDDRK74Type
TSLDDRK74(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 7-stage, fourth order low-storage low-dissipation, low-dispersion scheme with maximal accuracy and stability limit along the imaginary axes. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Kostas Tselios, T. E. Simos. Optimized Runge–Kutta Methods with Minimal Dispersion and Dissipation for Problems arising from Computational Acoustics. Physics Letters A, 393(1-2), pp 38-47, 2007. doi: https://doi.org/10.1016/j.physleta.2006.10.072

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK43_2Type
CKLLSRK43_2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 4-stage, third order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3CType
CKLLSRK54_3C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+               step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4SType
CKLLSRK95_4S(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+               step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 9-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4CType
CKLLSRK95_4C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+               step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 9-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4MType
CKLLSRK95_4M(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+               step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 9-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3C_3RType
CKLLSRK54_3C_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3M_3RType
CKLLSRK54_3M_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3N_3RType
CKLLSRK54_3N_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4C_3RType
CKLLSRK85_4C_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4M_3RType
CKLLSRK85_4M_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4P_3RType
CKLLSRK85_4P_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3N_4RType
CKLLSRK54_3N_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3M_4RType
CKLLSRK54_3M_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK65_4M_4RType
CKLLSRK65_4M_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. 6-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4FM_4RType
CKLLSRK85_4FM_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                   step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK75_4M_5RType
CKLLSRK75_4M_5R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                  step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. CKLLSRK754M5R: Low-Storage Method 7-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S32Type
ParsaniKetchesonDeconinck3S32(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 3-stage, second order (3S) low-storage scheme, optimized the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S82Type
ParsaniKetchesonDeconinck3S82(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 8-stage, second order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S53Type
ParsaniKetchesonDeconinck3S53(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 5-stage, third order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S173Type
ParsaniKetchesonDeconinck3S173(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                 step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 17-stage, third order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

source
OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S94Type
ParsaniKetchesonDeconinck3S94(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 9-stage, fourth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S184Type
ParsaniKetchesonDeconinck3S184(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                 step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 18-stage, fourth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S105Type
ParsaniKetchesonDeconinck3S105(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                 step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 10-stage, fifth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S205Type
ParsaniKetchesonDeconinck3S205(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                                 step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. Low-Storage Method 20-stage, fifth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Parsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp35Type
RDPK3Sp35(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, five-stage explicit Runge-Kutta method with embedded error estimator designed for spectral element discretizations of compressible fluid mechanics.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ranocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL35Type
RDPK3SpFSAL35(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, five-stage explicit Runge-Kutta method with embedded error estimator using the FSAL property designed for spectral element discretizations of compressible fluid mechanics.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ranocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp49Type
RDPK3Sp49(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fourth-order, nine-stage explicit Runge-Kutta method with embedded error estimator designed for spectral element discretizations of compressible fluid mechanics.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ranocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL49Type
RDPK3SpFSAL49(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fourth-order, nine-stage explicit Runge-Kutta method with embedded error estimator using the FSAL property designed for spectral element discretizations of compressible fluid mechanics.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ranocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp510Type
RDPK3Sp510(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fifth-order, ten-stage explicit Runge-Kutta method with embedded error estimator designed for spectral element discretizations of compressible fluid mechanics.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ranocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836

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OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL510Type
RDPK3SpFSAL510(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                 step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fifth-order, ten-stage explicit Runge-Kutta method with embedded error estimator using the FSAL property designed for spectral element discretizations of compressible fluid mechanics.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ranocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836

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SSP Optimized Runge-Kutta Methods

OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.KYK2014DGSSPRK_3S2Type
KYK2014DGSSPRK_3S2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+                     step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. TBD

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK22Type
SSPRK22(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A second-order, two-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Shu, Chi-Wang, and Stanley Osher. Efficient implementation of essentially non-oscillatory shock-capturing schemes. Journal of Computational Physics 77.2 (1988): 439-471. https://doi.org/10.1016/0021-9991(88)90177-5

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK33Type
SSPRK33(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, three-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Shu, Chi-Wang, and Stanley Osher. Efficient implementation of essentially non-oscillatory shock-capturing schemes. Journal of Computational Physics 77.2 (1988): 439-471. https://doi.org/10.1016/0021-9991(88)90177-5

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53Type
SSPRK53(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ruuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.KYKSSPRK42Type
KYKSSPRK42(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+             step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. TBD

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_2N1Type
SSPRK53_2N1(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) low-storage method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Higueras and T. Roldán. New third order low-storage SSP explicit Runge–Kutta methods arXiv:1809.04807v1.

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_2N2Type
SSPRK53_2N2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) low-storage method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Higueras and T. Roldán. New third order low-storage SSP explicit Runge–Kutta methods arXiv:1809.04807v1.

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_HType
SSPRK53_H(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) low-storage method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Higueras and T. Roldán. New third order low-storage SSP explicit Runge–Kutta methods arXiv:1809.04807v1.

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK63Type
SSPRK63(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, six-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ruuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207

source
OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK73Type
SSPRK73(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, seven-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ruuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207

source
OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK83Type
SSPRK83(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, eight-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ruuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207

source
OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK43Type
SSPRK43(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, four-stage explicit strong stability preserving (SSP) method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Optimal third-order explicit SSP method with four stages discovered by

  • J. F. B. M. Kraaijevanger. "Contractivity of Runge-Kutta methods." In: BIT Numerical Mathematics 31.3 (1991), pp. 482–528. DOI: 10.1007/BF01933264.

Embedded method constructed by

  • Sidafa Conde, Imre Fekete, John N. Shadid. "Embedded error estimation and adaptive step-size control for optimal explicit strong stability preserving Runge–Kutta methods." arXiv: 1806.08693

Efficient implementation (and optimized controller) developed by

  • Hendrik Ranocha, Lisandro Dalcin, Matteo Parsani, David I. Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836
source
OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK432Type
SSPRK432(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, four-stage explicit strong stability preserving (SSP) method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Gottlieb, Sigal, David I. Ketcheson, and Chi-Wang Shu. Strong stability preserving Runge-Kutta and multistep time discretizations. World Scientific, 2011. Example 6.1

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRKMSVS43Type
SSPRKMSVS43(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, four-step explicit strong stability preserving (SSP) linear multistep method. This method does not come with an error estimator and requires a fixed time step size.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Shu, Chi-Wang. Total-variation-diminishing time discretizations. SIAM Journal on Scientific and Statistical Computing 9, no. 6 (1988): 1073-1084. DOI: 10.1137/0909073

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRKMSVS32Type
SSPRKMSVS32(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+              step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A second-order, three-step explicit strong stability preserving (SSP) linear multistep method. This method does not come with an error estimator and requires a fixed time step size.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Shu, Chi-Wang. Total-variation-diminishing time discretizations. SIAM Journal on Scientific and Statistical Computing 9, no. 6 (1988): 1073-1084. DOI: 10.1137/0909073

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OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK932Type
SSPRK932(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A third-order, nine-stage explicit strong stability preserving (SSP) method.

Consider using SSPRK43 instead, which uses the same main method and an improved embedded method.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Gottlieb, Sigal, David I. Ketcheson, and Chi-Wang Shu. Strong stability preserving Runge-Kutta and multistep time discretizations. World Scientific, 2011.

source
OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK54Type
SSPRK54(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fourth-order, five-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ruuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207.

source
OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK104Type
SSPRK104(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Explicit Runge-Kutta Method. A fourth-order, ten-stage explicit strong stability preserving (SSP) method. Fixed timestep only.

Keyword Arguments

  • stage_limiter!: function of the form limiter!(u, integrator, p, t)
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

Ketcheson, David I. Highly efficient strong stability-preserving Runge–Kutta methods with low-storage implementations. SIAM Journal on Scientific Computing 30.4 (2008): 2113-2136.

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diff --git a/previews/PR2302/nonstiff/nonstiff_multistep/index.html b/previews/PR2302/nonstiff/nonstiff_multistep/index.html new file mode 100644 index 0000000000..45279db465 --- /dev/null +++ b/previews/PR2302/nonstiff/nonstiff_multistep/index.html @@ -0,0 +1,6 @@ + +Multistep Methods for Non-Stiff Equations · OrdinaryDiffEq.jl

Multistep Methods for Non-Stiff Equations

Explicit Multistep Methods

OrdinaryDiffEq.AB3Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

AB3: Adams-Bashforth Explicit Method The 3-step third order multistep method. Ralston's Second Order Method is used to calculate starting values.

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OrdinaryDiffEq.AB4Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

AB4: Adams-Bashforth Explicit Method The 4-step fourth order multistep method. Runge-Kutta method of order 4 is used to calculate starting values.

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OrdinaryDiffEq.AB5Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

AB5: Adams-Bashforth Explicit Method The 3-step third order multistep method. Ralston's Second Order Method is used to calculate starting values.

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OrdinaryDiffEq.AN5Type

AN5: Adaptive step size Adams explicit Method An adaptive 5th order fixed-leading coefficient Adams method in Nordsieck form.

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Predictor-Corrector Methods

OrdinaryDiffEq.ABM32Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

ABM32: Adams-Bashforth Explicit Method It is third order method. In ABM32, AB3 works as predictor and Adams Moulton 2-steps method works as Corrector. Ralston's Second Order Method is used to calculate starting values.

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OrdinaryDiffEq.ABM43Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

ABM43: Adams-Bashforth Explicit Method It is fourth order method. In ABM43, AB4 works as predictor and Adams Moulton 3-steps method works as Corrector. Runge-Kutta method of order 4 is used to calculate starting values.

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OrdinaryDiffEq.ABM54Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

ABM54: Adams-Bashforth Explicit Method It is fifth order method. In ABM54, AB5 works as predictor and Adams Moulton 4-steps method works as Corrector. Runge-Kutta method of order 4 is used to calculate starting values.

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OrdinaryDiffEq.VCAB3Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCAB3: Adaptive step size Adams explicit Method The 3rd order Adams method. Bogacki-Shampine 3/2 method is used to calculate starting values.

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OrdinaryDiffEq.VCAB4Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCAB4: Adaptive step size Adams explicit Method The 4th order Adams method. Runge-Kutta 4 is used to calculate starting values.

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OrdinaryDiffEq.VCAB5Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCAB5: Adaptive step size Adams explicit Method The 5th order Adams method. Runge-Kutta 4 is used to calculate starting values.

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OrdinaryDiffEq.VCABM3Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCABM3: Adaptive step size Adams explicit Method The 3rd order Adams-Moulton method. Bogacki-Shampine 3/2 method is used to calculate starting values.

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OrdinaryDiffEq.VCABM4Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCABM4: Adaptive step size Adams explicit Method The 4th order Adams-Moulton method. Runge-Kutta 4 is used to calculate starting values.

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OrdinaryDiffEq.VCABM5Type

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCABM5: Adaptive step size Adams explicit Method The 5th order Adams-Moulton method. Runge-Kutta 4 is used to calculate starting values.

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OrdinaryDiffEq.VCABMType

E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1

VCABM: Adaptive step size Adams explicit Method An adaptive order adaptive time Adams Moulton method. It uses an order adaptivity algorithm is derived from Shampine's DDEABM.

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diff --git a/previews/PR2302/objects.inv b/previews/PR2302/objects.inv new file mode 100644 index 0000000000..4a99bb4b6e Binary files /dev/null and b/previews/PR2302/objects.inv differ diff --git a/previews/PR2302/search_index.js b/previews/PR2302/search_index.js new file mode 100644 index 0000000000..09d073f450 --- /dev/null +++ b/previews/PR2302/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"nonstiff/explicitrk/#Explicit-Runge-Kutta-Methods","page":"Explicit Runge-Kutta Methods","title":"Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/explicitrk/","page":"Explicit Runge-Kutta Methods","title":"Explicit Runge-Kutta Methods","text":"With the help of FastBroadcast.jl, we can use threaded parallelism to reduce compute time for all of the explicit Runge-Kutta methods! The thread option determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads. When we call solve(prob, alg(thread=OrdinaryDiffEq.True())), we can turn on the multithreading option to achieve acceleration (for sufficiently large problems).","category":"page"},{"location":"nonstiff/explicitrk/#Standard-Explicit-Runge-Kutta-Methods","page":"Explicit Runge-Kutta Methods","title":"Standard Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/explicitrk/","page":"Explicit Runge-Kutta Methods","title":"Explicit Runge-Kutta Methods","text":"Heun\nRalston\nMidpoint\nRK4\nRKM\nMSRK5\nMSRK6\nAnas5\nRKO65\nOwrenZen3\nOwrenZen4\nOwrenZen5\nBS3\nDP5\nTsit5\nDP8\nTanYam7\nTsitPap8\nFeagin10\nFeagin12\nFeagin14\nFRK65\nPFRK87\nStepanov5\nSIR54\nAlshina2\nAlshina3\nAlshina6","category":"page"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Heun","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Heun","text":"Heun(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. The second order Heun's method. Uses embedded Euler method for adaptivity.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Ralston","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Ralston","text":"Ralston(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. The optimized second order midpoint method. Uses embedded Euler method for adaptivity.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Midpoint","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Midpoint","text":"Midpoint(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. The second order midpoint method. Uses embedded Euler method for adaptivity.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.RK4","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.RK4","text":"RK4(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. The canonical Runge-Kutta Order 4 method. Uses a defect control for adaptive stepping using maximum error over the whole interval.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{shampine2005solving, title={Solving ODEs and DDEs with residual control}, author={Shampine, LF}, journal={Applied Numerical Mathematics}, volume={52}, number={1}, pages={113–127}, year={2005}, publisher={Elsevier} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.RKM","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.RKM","text":"RKM(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. TBD\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.MSRK5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.MSRK5","text":"MSRK5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. 5th order Explicit RK method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nMisha Stepanov - https://arxiv.org/pdf/2202.08443.pdf : Figure 3.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.MSRK6","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.MSRK6","text":"MSRK6(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. 6th order Explicit RK method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nMisha Stepanov - https://arxiv.org/pdf/2202.08443.pdf : Table4\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Anas5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Anas5","text":"Anas5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n w = 1)\n\nExplicit Runge-Kutta Method. 4th order Runge-Kutta method designed for periodic problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nw: a periodicity estimate, which when accurate the method becomes 5th order (and is otherwise 4th order with less error for better estimates).\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.RKO65","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.RKO65","text":"RKO5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. 5th order Explicit RK method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nTsitouras, Ch. \"Explicit Runge–Kutta methods for starting integration of Lane–Emden problem.\" Applied Mathematics and Computation 354 (2019): 353-364. doi: https://doi.org/10.1016/j.amc.2019.02.047\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OwrenZen3","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OwrenZen3","text":"OwrenZen3(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Owren-Zennaro optimized interpolation 3/2 method (free 3rd order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{owren1992derivation, title={Derivation of efficient, continuous, explicit Runge–Kutta methods}, author={Owren, Brynjulf and Zennaro, Marino}, journal={SIAM journal on scientific and statistical computing}, volume={13}, number={6}, pages={1488–1501}, year={1992}, publisher={SIAM} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OwrenZen4","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OwrenZen4","text":"OwrenZen4(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Owren-Zennaro optimized interpolation 4/3 method (free 4th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{owren1992derivation, title={Derivation of efficient, continuous, explicit Runge–Kutta methods}, author={Owren, Brynjulf and Zennaro, Marino}, journal={SIAM journal on scientific and statistical computing}, volume={13}, number={6}, pages={1488–1501}, year={1992}, publisher={SIAM} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OwrenZen5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OwrenZen5","text":"OwrenZen5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Owren-Zennaro optimized interpolation 5/4 method (free 5th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{owren1992derivation, title={Derivation of efficient, continuous, explicit Runge–Kutta methods}, author={Owren, Brynjulf and Zennaro, Marino}, journal={SIAM journal on scientific and statistical computing}, volume={13}, number={6}, pages={1488–1501}, year={1992}, publisher={SIAM} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.BS3","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.BS3","text":"BS3(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, four-stage explicit FSAL Runge-Kutta method with embedded error estimator of Bogacki and Shampine.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{bogacki19893, title={A 3 (2) pair of Runge-Kutta formulas}, author={Bogacki, Przemyslaw and Shampine, Lawrence F}, journal={Applied Mathematics Letters}, volume={2}, number={4}, pages={321–325}, year={1989}, publisher={Elsevier} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.DP5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.DP5","text":"DP5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Dormand-Prince's 5/4 Runge-Kutta method. (free 4th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{dormand1980family, title={A family of embedded Runge-Kutta formulae}, author={Dormand, John R and Prince, Peter J}, journal={Journal of computational and applied mathematics}, volume={6}, number={1}, pages={19–26}, year={1980}, publisher={Elsevier} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Tsit5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Tsit5","text":"Tsit5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fifth-order explicit Runge-Kutta method with embedded error estimator of Tsitouras. Free 4th order interpolant.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{tsitouras2011runge, title={Runge–Kutta pairs of order 5 (4) satisfying only the first column simplifying assumption}, author={Tsitouras, Ch}, journal={Computers \\& Mathematics with Applications}, volume={62}, number={2}, pages={770–775}, year={2011}, publisher={Elsevier} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.DP8","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.DP8","text":"DP8(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Hairer's 8/5/3 adaption of the Dormand-Prince Runge-Kutta method. (7th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nE. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.TanYam7","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.TanYam7","text":"TanYam7(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Tanaka-Yamashita 7 Runge-Kutta method. (7th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nTanaka M., Muramatsu S., Yamashita S., (1992), On the Optimization of Some Nine-Stage Seventh-order Runge-Kutta Method, Information Processing Society of Japan, 33 (12), pp. 1512-1526.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.TsitPap8","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.TsitPap8","text":"TsitPap8(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Tsitouras-Papakostas 8/7 Runge-Kutta method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin10","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin10","text":"@article{feagin2012high, title={High-order explicit Runge-Kutta methods using m-symmetry}, author={Feagin, Terry}, year={2012}, publisher={Neural, Parallel \\& Scientific Computations} }\n\nFeagin10: Explicit Runge-Kutta Method Feagin's 10th-order Runge-Kutta method.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin12","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin12","text":"@article{feagin2012high, title={High-order explicit Runge-Kutta methods using m-symmetry}, author={Feagin, Terry}, year={2012}, publisher={Neural, Parallel \\& Scientific Computations} }\n\nFeagin12: Explicit Runge-Kutta Method Feagin's 12th-order Runge-Kutta method.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin14","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqFeagin.Feagin14","text":"Feagin, T., “An Explicit Runge-Kutta Method of Order Fourteen,” Numerical Algorithms, 2009\n\nFeagin14: Explicit Runge-Kutta Method Feagin's 14th-order Runge-Kutta method.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.FRK65","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.FRK65","text":"FRK65(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n omega = 0.0)\n\nExplicit Runge-Kutta Method. Zero Dissipation Runge-Kutta of 6th order.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nomega: a periodicity phase estimate, when accurate this method results in zero numerical dissipation.\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.PFRK87","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.PFRK87","text":"PFRK87(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n omega = 0.0)\n\nExplicit Runge-Kutta Method. Phase-fitted Runge-Kutta of 8th order.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nomega: a periodicity phase estimate, when accurate this method results in zero numerical dissipation.\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Stepanov5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Stepanov5","text":"Stepanov5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. 5th order Explicit RK method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n@article{Stepanov2021Embedded5, title={Embedded (4, 5) pairs of explicit 7-stage Runge–Kutta methods with FSAL property}, author={Misha Stepanov}, journal={Calcolo}, year={2021}, volume={59} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.SIR54","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.SIR54","text":"SIR54(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n thread = OrdinaryDiffEq.False())\n\n5th order Explicit RK method suited for SIR-type epidemic models.\n\nLike SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).\n\nThe argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.\n\nReference\n\n@article{Kovalnogov2020RungeKuttaPS, title={Runge–Kutta pairs suited for SIR‐type epidemic models}, author={Vladislav N. Kovalnogov and Theodore E. Simos and Ch. Tsitouras}, journal={Mathematical Methods in the Applied Sciences}, year={2020}, volume={44}, pages={5210 - 5216} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Alshina2","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Alshina2","text":"Alshina2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n thread = OrdinaryDiffEq.False())\n\n2nd order, 2-stage Explicit Runge-Kutta Method with optimal parameters.\n\nLike SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).\n\nThe argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.\n\nReference\n\n@article{Alshina2008, doi = {10.1134/s0965542508030068}, url = {https://doi.org/10.1134/s0965542508030068}, year = {2008}, month = mar, publisher = {Pleiades Publishing Ltd}, volume = {48}, number = {3}, pages = {395–405}, author = {E. A. Alshina and E. M. Zaks and N. N. Kalitkin}, title = {Optimal first- to sixth-order accurate Runge-Kutta schemes}, journal = {Computational Mathematics and Mathematical Physics} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Alshina3","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Alshina3","text":"Alshina3(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n thread = OrdinaryDiffEq.False())\n\n3rd order, 3-stage Explicit Runge-Kutta Method with optimal parameters.\n\nLike SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).\n\nThe argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.\n\nReference\n\n@article{Alshina2008, doi = {10.1134/s0965542508030068}, url = {https://doi.org/10.1134/s0965542508030068}, year = {2008}, month = mar, publisher = {Pleiades Publishing Ltd}, volume = {48}, number = {3}, pages = {395–405}, author = {E. A. Alshina and E. M. Zaks and N. N. Kalitkin}, title = {Optimal first- to sixth-order accurate Runge-Kutta schemes}, journal = {Computational Mathematics and Mathematical Physics} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Alshina6","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Alshina6","text":"Alshina6(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n thread = OrdinaryDiffEq.False())\n\n6th order, 7-stage Explicit Runge-Kutta Method with optimal parameters.\n\nLike SSPRK methods, this method also takes optional arguments stage_limiter! and step_limiter!, where stage_limiter! and step_limiter! are functions of the form limiter!(u, integrator, p, t).\n\nThe argument thread determines whether internal broadcasting on appropriate CPU arrays should be serial (thread = OrdinaryDiffEq.False(), default) or use multiple threads (thread = OrdinaryDiffEq.True()) when Julia is started with multiple threads.\n\nReference\n\n@article{Alshina2008, doi = {10.1134/s0965542508030068}, url = {https://doi.org/10.1134/s0965542508030068}, year = {2008}, month = mar, publisher = {Pleiades Publishing Ltd}, volume = {48}, number = {3}, pages = {395–405}, author = {E. A. Alshina and E. M. Zaks and N. N. Kalitkin}, title = {Optimal first- to sixth-order accurate Runge-Kutta schemes}, journal = {Computational Mathematics and Mathematical Physics} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#Lazy-Interpolation-Explicit-Runge-Kutta-Methods","page":"Explicit Runge-Kutta Methods","title":"Lazy Interpolation Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/explicitrk/","page":"Explicit Runge-Kutta Methods","title":"Explicit Runge-Kutta Methods","text":"BS5\nVern6\nVern7\nVern8\nVern9","category":"page"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.BS5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.BS5","text":"BS5(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n lazy = true)\n\nExplicit Runge-Kutta Method. Bogacki-Shampine 5/4 Runge-Kutta method. (lazy 5th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nlazy: determines if the lazy interpolant is used.\n\nReferences\n\n@article{bogacki1996efficient, title={An efficient runge-kutta (4, 5) pair}, author={Bogacki, P and Shampine, Lawrence F}, journal={Computers \\& Mathematics with Applications}, volume={32}, number={6}, pages={15–28}, year={1996}, publisher={Elsevier} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern6","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern6","text":"Vern6(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n lazy = true)\n\nExplicit Runge-Kutta Method. Verner's “Most Efficient” 6/5 Runge-Kutta method. (lazy 6th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nlazy: determines if the lazy interpolant is used.\n\nReferences\n\n@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern7","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern7","text":"Vern7(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n lazy = true)\n\nExplicit Runge-Kutta Method. Verner's “Most Efficient” 7/6 Runge-Kutta method. (lazy 7th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nlazy: determines if the lazy interpolant is used.\n\nReferences\n\n@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern8","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern8","text":"Vern8(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n lazy = true)\n\nExplicit Runge-Kutta Method. Verner's “Most Efficient” 8/7 Runge-Kutta method. (lazy 8th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nlazy: determines if the lazy interpolant is used.\n\nReferences\n\n@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern9","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqVerner.Vern9","text":"Vern9(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n lazy = true)\n\nExplicit Runge-Kutta Method. Verner's “Most Efficient” 9/8 Runge-Kutta method. (lazy9th order interpolant).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nlazy: determines if the lazy interpolant is used.\n\nReferences\n\n@article{verner2010numerically, title={Numerically optimal Runge–Kutta pairs with interpolants}, author={Verner, James H}, journal={Numerical Algorithms}, volume={53}, number={2-3}, pages={383–396}, year={2010}, publisher={Springer} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#Fixed-Timestep-Only-Explicit-Runge-Kutta-Methods","page":"Explicit Runge-Kutta Methods","title":"Fixed Timestep Only Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/explicitrk/","page":"Explicit Runge-Kutta Methods","title":"Explicit Runge-Kutta Methods","text":"Euler\nRK46NL\nORK256","category":"page"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.Euler","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.Euler","text":"Euler - The canonical forward Euler method. Fixed timestep only.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RK46NL","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RK46NL","text":"RK46NL(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. 6-stage, fourth order low-stage, low-dissipation, low-dispersion scheme. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nJulien Berland, Christophe Bogey, Christophe Bailly. Low-Dissipation and Low-Dispersion Fourth-Order Runge-Kutta Algorithm. Computers & Fluids, 35(10), pp 1459-1463, 2006. doi: https://doi.org/10.1016/j.compfluid.2005.04.003\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ORK256","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ORK256","text":"ORK256(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. A second-order, five-stage explicit Runge-Kutta method for wave propagation equations. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nMatteo Bernardini, Sergio Pirozzoli. A General Strategy for the Optimization of Runge-Kutta Schemes for Wave Propagation Phenomena. Journal of Computational Physics, 228(11), pp 4182-4199, 2009. doi: https://doi.org/10.1016/j.jcp.2009.02.032\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicitrk/#Parallel-Explicit-Runge-Kutta-Methods","page":"Explicit Runge-Kutta Methods","title":"Parallel Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/explicitrk/","page":"Explicit Runge-Kutta Methods","title":"Explicit Runge-Kutta Methods","text":"KuttaPRK2p5","category":"page"},{"location":"nonstiff/explicitrk/#OrdinaryDiffEq.KuttaPRK2p5","page":"Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.KuttaPRK2p5","text":"KuttaPRK2p5: Parallel Explicit Runge-Kutta Method A 5 parallel, 2 processor explicit Runge-Kutta method of 5th order.\n\nThese methods utilize multithreading on the f calls to parallelize the problem. This requires that simultaneous calls to f are thread-safe.\n\n\n\n\n\n","category":"type"},{"location":"semilinear/magnus/#Magnus-and-Lie-Group-Integrators","page":"Magnus and Lie Group Integrators","title":"Magnus and Lie Group Integrators","text":"","category":"section"},{"location":"semilinear/magnus/","page":"Magnus and Lie Group Integrators","title":"Magnus and Lie Group Integrators","text":"MagnusMidpoint\nMagnusLeapfrog\nLieEuler\nMagnusGauss4\nMagnusNC6\nMagnusGL6\nMagnusGL8\nMagnusNC8\nMagnusGL4\nRKMK2\nRKMK4\nLieRK4\nCG2\nCG3\nCG4a\nMagnusAdapt4\nCayleyEuler","category":"page"},{"location":"stiff/stiff_multistep/#Multistep-Methods-for-Stiff-Equations","page":"Multistep Methods for Stiff Equations","title":"Multistep Methods for Stiff Equations","text":"","category":"section"},{"location":"stiff/stiff_multistep/","page":"Multistep Methods for Stiff Equations","title":"Multistep Methods for Stiff Equations","text":"QNDF1\nQBDF1\nQNDF2\nQBDF2\nABDF2\nQNDF\nQBDF\nFBDF\nMEBDF2","category":"page"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF1","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF1","text":"QNDF1: Multistep Method An adaptive order 1 quasi-constant timestep L-stable numerical differentiation function (NDF) method. Optional parameter kappa defaults to Shampine's accuracy-optimal -0.1850.\n\nSee also QNDF.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.QBDF1","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.QBDF1","text":"QBDF1: Multistep Method\n\nAn alias of QNDF1 with κ=0.\n\n\n\n\n\n","category":"function"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF2","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF2","text":"QNDF2: Multistep Method An adaptive order 2 quasi-constant timestep L-stable numerical differentiation function (NDF) method.\n\nSee also QNDF.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.QBDF2","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.QBDF2","text":"QBDF2: Multistep Method\n\nAn alias of QNDF2 with κ=0.\n\n\n\n\n\n","category":"function"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.ABDF2","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.ABDF2","text":"E. Alberdi Celayaa, J. J. Anza Aguirrezabalab, P. Chatzipantelidisc. Implementation of an Adaptive BDF2 Formula and Comparison with The MATLAB Ode15s. Procedia Computer Science, 29, pp 1014-1026, 2014. doi: https://doi.org/10.1016/j.procs.2014.05.091\n\nABDF2: Multistep Method An adaptive order 2 L-stable fixed leading coefficient multistep BDF method.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF","text":"QNDF: Multistep Method An adaptive order quasi-constant timestep NDF method. Utilizes Shampine's accuracy-optimal kappa values as defaults (has a keyword argument for a tuple of kappa coefficients).\n\n@article{shampine1997matlab, title={The matlab ode suite}, author={Shampine, Lawrence F and Reichelt, Mark W}, journal={SIAM journal on scientific computing}, volume={18}, number={1}, pages={1–22}, year={1997}, publisher={SIAM} }\n\n\n\n\n\n","category":"type"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.QBDF","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.QBDF","text":"QBDF: Multistep Method\n\nAn alias of QNDF with κ=0.\n\n\n\n\n\n","category":"function"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.FBDF","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.FBDF","text":"FBDF: Fixed leading coefficient BDF\n\nAn adaptive order quasi-constant timestep NDF method. Utilizes Shampine's accuracy-optimal kappa values as defaults (has a keyword argument for a tuple of kappa coefficients).\n\n@article{shampine2002solving, title={Solving 0= F (t, y (t), y′(t)) in Matlab}, author={Shampine, Lawrence F}, year={2002}, publisher={Walter de Gruyter GmbH \\& Co. KG} }\n\n\n\n\n\n","category":"type"},{"location":"stiff/stiff_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.MEBDF2","page":"Multistep Methods for Stiff Equations","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.MEBDF2","text":"MEBDF2: Multistep Method The second order Modified Extended BDF method, which has improved stability properties over the standard BDF. Fixed timestep only.\n\n\n\n\n\n","category":"type"},{"location":"dae/fully_implicit/#Methods-for-Fully-Implicit-ODEs-(DAEProblem)","page":"Methods for Fully Implicit ODEs (DAEProblem)","title":"Methods for Fully Implicit ODEs (DAEProblem)","text":"","category":"section"},{"location":"dae/fully_implicit/","page":"Methods for Fully Implicit ODEs (DAEProblem)","title":"Methods for Fully Implicit ODEs (DAEProblem)","text":"DImplicitEuler\nDABDF2\nDFBDF","category":"page"},{"location":"nonstiff/lowstorage_ssprk/#PDE-Specialized-Explicit-Runge-Kutta-Methods","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"PDE-Specialized Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/lowstorage_ssprk/#Low-Storage-Explicit-Runge-Kutta-Methods","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"Low Storage Explicit Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/lowstorage_ssprk/","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"PDE-Specialized Explicit Runge-Kutta Methods","text":"CarpenterKennedy2N54\nSHLDDRK64\nSHLDDRK52\nSHLDDRK_2N\nHSLDDRK64\nDGLDDRK73_C\nDGLDDRK84_C\nDGLDDRK84_F\nNDBLSRK124\nNDBLSRK134\nNDBLSRK144\nCFRLDDRK64\nTSLDDRK74\nCKLLSRK43_2\nCKLLSRK54_3C\nCKLLSRK95_4S\nCKLLSRK95_4C\nCKLLSRK95_4M\nCKLLSRK54_3C_3R\nCKLLSRK54_3M_3R\nCKLLSRK54_3N_3R\nCKLLSRK85_4C_3R\nCKLLSRK85_4M_3R\nCKLLSRK85_4P_3R\nCKLLSRK54_3N_4R\nCKLLSRK54_3M_4R\nCKLLSRK65_4M_4R\nCKLLSRK85_4FM_4R\nCKLLSRK75_4M_5R\nParsaniKetchesonDeconinck3S32\nParsaniKetchesonDeconinck3S82\nParsaniKetchesonDeconinck3S53\nParsaniKetchesonDeconinck3S173\nParsaniKetchesonDeconinck3S94\nParsaniKetchesonDeconinck3S184\nParsaniKetchesonDeconinck3S105\nParsaniKetchesonDeconinck3S205\nRDPK3Sp35\nRDPK3SpFSAL35\nRDPK3Sp49\nRDPK3SpFSAL49\nRDPK3Sp510\nRDPK3SpFSAL510","category":"page"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CarpenterKennedy2N54","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CarpenterKennedy2N54","text":"CarpenterKennedy2N54(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. A fourth-order, five-stage explicit low-storage method of Carpenter and Kennedy (free 3rd order Hermite interpolant). Fixed timestep only. Designed for hyperbolic PDEs (stability properties).\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\n@article{carpenter1994fourth, title={Fourth-order 2N-storage Runge-Kutta schemes}, author={Carpenter, Mark H and Kennedy, Christopher A}, year={1994} }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.SHLDDRK64","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.SHLDDRK64","text":"SHLDDRK64(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. A fourth-order, six-stage explicit low-storage method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nD. Stanescu, W. G. Habashi. 2N-Storage Low Dissipation and Dispersion Runge-Kutta Schemes for Computational Acoustics. Journal of Computational Physics, 143(2), pp 674-681, 1998. doi: https://doi.org/10.1006/jcph.1998.5986 }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SHLDDRK52","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SHLDDRK52","text":"SHLDDRK52(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. TBD\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SHLDDRK_2N","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SHLDDRK_2N","text":"SHLDDRK_2N(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. TBD\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.HSLDDRK64","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.HSLDDRK64","text":"HSLDDRK64(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. Low-Storage Method 6-stage, fourth order low-stage, low-dissipation, low-dispersion scheme. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nD. Stanescu, W. G. Habashi. 2N-Storage Low Dissipation and Dispersion Runge-Kutta Schemes for Computational Acoustics. Journal of Computational Physics, 143(2), pp 674-681, 1998. doi: https://doi.org/10.1006/jcph.1998.5986 }\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK73_C","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK73_C","text":"DGLDDRK73_C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. 7-stage, third order low-storage low-dissipation, low-dispersion scheme for discontinuous Galerkin space discretizations applied to wave propagation problems. Optimized for PDE discretizations when maximum spatial step is small due to geometric features of computational domain. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nT. Toulorge, W. Desmet. Optimal Runge–Kutta Schemes for Discontinuous Galerkin Space Discretizations Applied to Wave Propagation Problems. Journal of Computational Physics, 231(4), pp 2067-2091, 2012. doi: https://doi.org/10.1016/j.jcp.2011.11.024\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK84_C","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK84_C","text":"DGLDDRK84_C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. 8-stage, fourth order low-storage low-dissipation, low-dispersion scheme for discontinuous Galerkin space discretizations applied to wave propagation problems. Optimized for PDE discretizations when maximum spatial step is small due to geometric features of computational domain. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nT. Toulorge, W. Desmet. Optimal Runge–Kutta Schemes for Discontinuous Galerkin Space Discretizations Applied to Wave Propagation Problems. Journal of Computational Physics, 231(4), pp 2067-2091, 2012. doi: https://doi.org/10.1016/j.jcp.2011.11.024\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK84_F","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.DGLDDRK84_F","text":"DGLDDRK84_F(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. 8-stage, fourth order low-storage low-dissipation, low-dispersion scheme for discontinuous Galerkin space discretizations applied to wave propagation problems. Optimized for PDE discretizations when the maximum spatial step size is not constrained. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nT. Toulorge, W. Desmet. Optimal Runge–Kutta Schemes for Discontinuous Galerkin Space Discretizations Applied to Wave Propagation Problems. Journal of Computational Physics, 231(4), pp 2067-2091, 2012. doi: https://doi.org/10.1016/j.jcp.2011.11.024\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK124","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK124","text":"NDBLSRK124(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. 12-stage, fourth order low-storage method with optimized stability regions for advection-dominated problems. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nJens Niegemann, Richard Diehl, Kurt Busch. Efficient Low-Storage Runge–Kutta Schemes with Optimized Stability Regions. Journal of Computational Physics, 231, pp 364-372, 2012. doi: https://doi.org/10.1016/j.jcp.2011.09.003\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK134","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK134","text":"NDBLSRK134(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. 13-stage, fourth order low-storage method with optimized stability regions for advection-dominated problems. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nJens Niegemann, Richard Diehl, Kurt Busch. Efficient Low-Storage Runge–Kutta Schemes with Optimized Stability Regions. Journal of Computational Physics, 231, pp 364-372, 2012. doi: https://doi.org/10.1016/j.jcp.2011.09.003\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK144","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.NDBLSRK144","text":"NDBLSRK144(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!,\n williamson_condition = true)\n\nExplicit Runge-Kutta Method. 14-stage, fourth order low-storage method with optimized stability regions for advection-dominated problems. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\nwilliamson_condition: allows for an optimization that allows fusing broadcast expressions with the function call f. However, it only works for Array types.\n\nReferences\n\nJens Niegemann, Richard Diehl, Kurt Busch. Efficient Low-Storage Runge–Kutta Schemes with Optimized Stability Regions. Journal of Computational Physics, 231, pp 364-372, 2012. doi: https://doi.org/10.1016/j.jcp.2011.09.003\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CFRLDDRK64","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CFRLDDRK64","text":"CFRLDDRK64(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 6-stage, fourth order low-storage, low-dissipation, low-dispersion scheme. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nM. Calvo, J. M. Franco, L. Randez. A New Minimum Storage Runge–Kutta Scheme for Computational Acoustics. Journal of Computational Physics, 201, pp 1-12, 2004. doi: https://doi.org/10.1016/j.jcp.2004.05.012\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.TSLDDRK74","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.TSLDDRK74","text":"TSLDDRK74(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 7-stage, fourth order low-storage low-dissipation, low-dispersion scheme with maximal accuracy and stability limit along the imaginary axes. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nKostas Tselios, T. E. Simos. Optimized Runge–Kutta Methods with Minimal Dispersion and Dissipation for Problems arising from Computational Acoustics. Physics Letters A, 393(1-2), pp 38-47, 2007. doi: https://doi.org/10.1016/j.physleta.2006.10.072\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK43_2","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK43_2","text":"CKLLSRK43_2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 4-stage, third order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3C","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3C","text":"CKLLSRK54_3C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4S","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4S","text":"CKLLSRK95_4S(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 9-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4C","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4C","text":"CKLLSRK95_4C(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 9-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4M","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK95_4M","text":"CKLLSRK95_4M(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 9-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3C_3R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3C_3R","text":"CKLLSRK54_3C_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3M_3R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3M_3R","text":"CKLLSRK54_3M_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3N_3R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3N_3R","text":"CKLLSRK54_3N_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4C_3R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4C_3R","text":"CKLLSRK85_4C_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4M_3R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4M_3R","text":"CKLLSRK85_4M_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4P_3R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4P_3R","text":"CKLLSRK85_4P_3R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3N_4R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3N_4R","text":"CKLLSRK54_3N_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3M_4R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK54_3M_4R","text":"CKLLSRK54_3M_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, fourth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK65_4M_4R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK65_4M_4R","text":"CKLLSRK65_4M_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. 6-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4FM_4R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK85_4FM_4R","text":"CKLLSRK85_4FM_4R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 8-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK75_4M_5R","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.CKLLSRK75_4M_5R","text":"CKLLSRK75_4M_5R(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. CKLLSRK754M5R: Low-Storage Method 7-stage, fifth order low-storage scheme, optimized for compressible Navier–Stokes equations.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S32","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S32","text":"ParsaniKetchesonDeconinck3S32(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 3-stage, second order (3S) low-storage scheme, optimized the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S82","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S82","text":"ParsaniKetchesonDeconinck3S82(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 8-stage, second order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S53","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S53","text":"ParsaniKetchesonDeconinck3S53(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 5-stage, third order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S173","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S173","text":"ParsaniKetchesonDeconinck3S173(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 17-stage, third order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S94","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S94","text":"ParsaniKetchesonDeconinck3S94(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 9-stage, fourth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S184","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S184","text":"ParsaniKetchesonDeconinck3S184(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 18-stage, fourth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S105","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S105","text":"ParsaniKetchesonDeconinck3S105(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 10-stage, fifth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S205","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.ParsaniKetchesonDeconinck3S205","text":"ParsaniKetchesonDeconinck3S205(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. Low-Storage Method 20-stage, fifth order (3S) low-storage scheme, optimized for the spectral difference method applied to wave propagation problems.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nParsani, Matteo, David I. Ketcheson, and W. Deconinck. Optimized explicit Runge–Kutta schemes for the spectral difference method applied to wave propagation problems. SIAM Journal on Scientific Computing 35.2 (2013): A957-A986. doi: https://doi.org/10.1137/120885899\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp35","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp35","text":"RDPK3Sp35(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, five-stage explicit Runge-Kutta method with embedded error estimator designed for spectral element discretizations of compressible fluid mechanics.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRanocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL35","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL35","text":"RDPK3SpFSAL35(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, five-stage explicit Runge-Kutta method with embedded error estimator using the FSAL property designed for spectral element discretizations of compressible fluid mechanics.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRanocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp49","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp49","text":"RDPK3Sp49(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fourth-order, nine-stage explicit Runge-Kutta method with embedded error estimator designed for spectral element discretizations of compressible fluid mechanics.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRanocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL49","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL49","text":"RDPK3SpFSAL49(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fourth-order, nine-stage explicit Runge-Kutta method with embedded error estimator using the FSAL property designed for spectral element discretizations of compressible fluid mechanics.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRanocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp510","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3Sp510","text":"RDPK3Sp510(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fifth-order, ten-stage explicit Runge-Kutta method with embedded error estimator designed for spectral element discretizations of compressible fluid mechanics.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRanocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL510","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.RDPK3SpFSAL510","text":"RDPK3SpFSAL510(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fifth-order, ten-stage explicit Runge-Kutta method with embedded error estimator using the FSAL property designed for spectral element discretizations of compressible fluid mechanics.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRanocha, Dalcin, Parsani, Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#SSP-Optimized-Runge-Kutta-Methods","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"SSP Optimized Runge-Kutta Methods","text":"","category":"section"},{"location":"nonstiff/lowstorage_ssprk/","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"PDE-Specialized Explicit Runge-Kutta Methods","text":"KYK2014DGSSPRK_3S2\nSSPRK22\nSSPRK33\nSSPRK53\nKYKSSPRK42\nSSPRK53_2N1\nSSPRK53_2N2\nSSPRK53_H\nSSPRK63\nSSPRK73\nSSPRK83\nSSPRK43\nSSPRK432\nSSPRKMSVS43\nSSPRKMSVS32\nSSPRK932\nSSPRK54\nSSPRK104","category":"page"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.KYK2014DGSSPRK_3S2","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqLowStorageRK.KYK2014DGSSPRK_3S2","text":"KYK2014DGSSPRK_3S2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. TBD\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK22","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK22","text":"SSPRK22(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A second-order, two-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nShu, Chi-Wang, and Stanley Osher. Efficient implementation of essentially non-oscillatory shock-capturing schemes. Journal of Computational Physics 77.2 (1988): 439-471. https://doi.org/10.1016/0021-9991(88)90177-5\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK33","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK33","text":"SSPRK33(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, three-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nShu, Chi-Wang, and Stanley Osher. Efficient implementation of essentially non-oscillatory shock-capturing schemes. Journal of Computational Physics 77.2 (1988): 439-471. https://doi.org/10.1016/0021-9991(88)90177-5\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53","text":"SSPRK53(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRuuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.KYKSSPRK42","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.KYKSSPRK42","text":"KYKSSPRK42(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. TBD\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_2N1","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_2N1","text":"SSPRK53_2N1(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) low-storage method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nHigueras and T. Roldán. New third order low-storage SSP explicit Runge–Kutta methods arXiv:1809.04807v1.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_2N2","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_2N2","text":"SSPRK53_2N2(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) low-storage method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nHigueras and T. Roldán. New third order low-storage SSP explicit Runge–Kutta methods arXiv:1809.04807v1.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_H","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK53_H","text":"SSPRK53_H(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, five-stage explicit strong stability preserving (SSP) low-storage method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nHigueras and T. Roldán. New third order low-storage SSP explicit Runge–Kutta methods arXiv:1809.04807v1.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK63","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK63","text":"SSPRK63(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, six-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRuuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK73","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK73","text":"SSPRK73(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, seven-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRuuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK83","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK83","text":"SSPRK83(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, eight-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRuuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK43","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK43","text":"SSPRK43(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, four-stage explicit strong stability preserving (SSP) method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nOptimal third-order explicit SSP method with four stages discovered by\n\nJ. F. B. M. Kraaijevanger. \"Contractivity of Runge-Kutta methods.\" In: BIT Numerical Mathematics 31.3 (1991), pp. 482–528. DOI: 10.1007/BF01933264.\n\nEmbedded method constructed by\n\nSidafa Conde, Imre Fekete, John N. Shadid. \"Embedded error estimation and adaptive step-size control for optimal explicit strong stability preserving Runge–Kutta methods.\" arXiv: 1806.08693\n\nEfficient implementation (and optimized controller) developed by\n\nHendrik Ranocha, Lisandro Dalcin, Matteo Parsani, David I. Ketcheson (2021) Optimized Runge-Kutta Methods with Automatic Step Size Control for Compressible Computational Fluid Dynamics arXiv:2104.06836\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK432","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK432","text":"SSPRK432(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, four-stage explicit strong stability preserving (SSP) method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nGottlieb, Sigal, David I. Ketcheson, and Chi-Wang Shu. Strong stability preserving Runge-Kutta and multistep time discretizations. World Scientific, 2011. Example 6.1\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRKMSVS43","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRKMSVS43","text":"SSPRKMSVS43(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, four-step explicit strong stability preserving (SSP) linear multistep method. This method does not come with an error estimator and requires a fixed time step size.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nShu, Chi-Wang. Total-variation-diminishing time discretizations. SIAM Journal on Scientific and Statistical Computing 9, no. 6 (1988): 1073-1084. DOI: 10.1137/0909073\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRKMSVS32","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRKMSVS32","text":"SSPRKMSVS32(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A second-order, three-step explicit strong stability preserving (SSP) linear multistep method. This method does not come with an error estimator and requires a fixed time step size.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nShu, Chi-Wang. Total-variation-diminishing time discretizations. SIAM Journal on Scientific and Statistical Computing 9, no. 6 (1988): 1073-1084. DOI: 10.1137/0909073\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK932","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK932","text":"SSPRK932(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A third-order, nine-stage explicit strong stability preserving (SSP) method.\n\nConsider using SSPRK43 instead, which uses the same main method and an improved embedded method.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nGottlieb, Sigal, David I. Ketcheson, and Chi-Wang Shu. Strong stability preserving Runge-Kutta and multistep time discretizations. World Scientific, 2011.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK54","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK54","text":"SSPRK54(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fourth-order, five-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nRuuth, Steven. Global optimization of explicit strong-stability-preserving Runge-Kutta methods. Mathematics of Computation 75.253 (2006): 183-207.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/lowstorage_ssprk/#OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK104","page":"PDE-Specialized Explicit Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSSPRK.SSPRK104","text":"SSPRK104(; stage_limiter! = OrdinaryDiffEq.trivial_limiter!,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nExplicit Runge-Kutta Method. A fourth-order, ten-stage explicit strong stability preserving (SSP) method. Fixed timestep only.\n\nKeyword Arguments\n\nstage_limiter!: function of the form limiter!(u, integrator, p, t)\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nKetcheson, David I. Highly efficient strong stability-preserving Runge–Kutta methods with low-storage implementations. SIAM Journal on Scientific Computing 30.4 (2008): 2113-2136.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#Multistep-Methods-for-Non-Stiff-Equations","page":"Multistep Methods for Non-Stiff Equations","title":"Multistep Methods for Non-Stiff Equations","text":"","category":"section"},{"location":"nonstiff/nonstiff_multistep/#Explicit-Multistep-Methods","page":"Multistep Methods for Non-Stiff Equations","title":"Explicit Multistep Methods","text":"","category":"section"},{"location":"nonstiff/nonstiff_multistep/","page":"Multistep Methods for Non-Stiff Equations","title":"Multistep Methods for Non-Stiff Equations","text":"AB3\nAB4\nAB5\nAN5","category":"page"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.AB3","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.AB3","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nAB3: Adams-Bashforth Explicit Method The 3-step third order multistep method. Ralston's Second Order Method is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.AB4","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.AB4","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nAB4: Adams-Bashforth Explicit Method The 4-step fourth order multistep method. Runge-Kutta method of order 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.AB5","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.AB5","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nAB5: Adams-Bashforth Explicit Method The 3-step third order multistep method. Ralston's Second Order Method is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.AN5","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.AN5","text":"AN5: Adaptive step size Adams explicit Method An adaptive 5th order fixed-leading coefficient Adams method in Nordsieck form.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#Predictor-Corrector-Methods","page":"Multistep Methods for Non-Stiff Equations","title":"Predictor-Corrector Methods","text":"","category":"section"},{"location":"nonstiff/nonstiff_multistep/","page":"Multistep Methods for Non-Stiff Equations","title":"Multistep Methods for Non-Stiff Equations","text":"ABM32\nABM43\nABM54\nVCAB3\nVCAB4\nVCAB5\nVCABM3\nVCABM4\nVCABM5\nVCABM\n","category":"page"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.ABM32","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.ABM32","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nABM32: Adams-Bashforth Explicit Method It is third order method. In ABM32, AB3 works as predictor and Adams Moulton 2-steps method works as Corrector. Ralston's Second Order Method is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.ABM43","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.ABM43","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nABM43: Adams-Bashforth Explicit Method It is fourth order method. In ABM43, AB4 works as predictor and Adams Moulton 3-steps method works as Corrector. Runge-Kutta method of order 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.ABM54","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.ABM54","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nABM54: Adams-Bashforth Explicit Method It is fifth order method. In ABM54, AB5 works as predictor and Adams Moulton 4-steps method works as Corrector. Runge-Kutta method of order 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCAB3","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCAB3","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCAB3: Adaptive step size Adams explicit Method The 3rd order Adams method. Bogacki-Shampine 3/2 method is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCAB4","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCAB4","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCAB4: Adaptive step size Adams explicit Method The 4th order Adams method. Runge-Kutta 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCAB5","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCAB5","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCAB5: Adaptive step size Adams explicit Method The 5th order Adams method. Runge-Kutta 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCABM3","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCABM3","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCABM3: Adaptive step size Adams explicit Method The 3rd order Adams-Moulton method. Bogacki-Shampine 3/2 method is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCABM4","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCABM4","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCABM4: Adaptive step size Adams explicit Method The 4th order Adams-Moulton method. Runge-Kutta 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCABM5","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCABM5","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCABM5: Adaptive step size Adams explicit Method The 5th order Adams-Moulton method. Runge-Kutta 4 is used to calculate starting values.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/nonstiff_multistep/#OrdinaryDiffEq.VCABM","page":"Multistep Methods for Non-Stiff Equations","title":"OrdinaryDiffEq.VCABM","text":"E. Hairer, S. P. Norsett, G. Wanner, Solving Ordinary Differential Equations I, Nonstiff Problems. Computational Mathematics (2nd revised ed.), Springer (1996) doi: https://doi.org/10.1007/978-3-540-78862-1\n\nVCABM: Adaptive step size Adams explicit Method An adaptive order adaptive time Adams Moulton method. It uses an order adaptivity algorithm is derived from Shampine's DDEABM.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#Rosenbrock-Methods","page":"Rosenbrock Methods","title":"Rosenbrock Methods","text":"","category":"section"},{"location":"stiff/rosenbrock/#Standard-Rosenbrock-Methods","page":"Rosenbrock Methods","title":"Standard Rosenbrock Methods","text":"","category":"section"},{"location":"stiff/rosenbrock/","page":"Rosenbrock Methods","title":"Rosenbrock Methods","text":"ROS2\nROS3\nROS2PR\nROS3PR\nScholz4_7\nROS3PRL\nROS3PRL2\nROS3P\nRodas3\nRodas3P\nRosShamp4\nVeldd4\nVelds4\nGRK4T\nGRK4A\nRos4LStab\nRodas4\nRodas42\nRodas4P\nRodas4P2\nRodas5\nRodas5P","category":"page"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS2","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS2","text":"ROS2(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. A 2nd order L-stable Rosenbrock method with 2 internal stages.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nJ. G. Verwer et al. (1999): A second-order Rosenbrock method applied to photochemical dispersion problems https://doi.org/10.1137/S1064827597326651\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS3","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS3","text":"ROS3(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. 3rd order L-stable Rosenbrock method with 3 internal stages with an embedded strongly A-stable 2nd order method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nE. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS2PR","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS2PR","text":"ROS2PR(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. 2nd order stiffly accurate Rosenbrock method with 3 internal stages with (Rinf=0). For problems with medium stiffness the convergence behaviour is very poor and it is recommended to use ROS2S instead.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nRang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS3PR","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS3PR","text":"ROS3PR(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. 3nd order stiffly accurate Rosenbrock method with 3 internal stages with B_PR consistent of order 3, which is strongly A-stable with Rinf~=-0.73.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nRang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Scholz4_7","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Scholz4_7","text":"Scholz4_7(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. 3nd order stiffly accurate Rosenbrock method with 3 internal stages with B_PR consistent of order 3, which is strongly A-stable with Rinf~=-0.73. Convergence with order 4 for the stiff case, but has a poor accuracy.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nRang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS3PRL","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS3PRL","text":"ROS3PRL(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. 3rd order stiffly accurate Rosenbrock method with 4 internal stages, B_PR consistent of order 2 with Rinf=0. The order of convergence decreases if medium stiff problems are considered, but it has good results for very stiff cases.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nRang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS3PRL2","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS3PRL2","text":"ROS3PRL2(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. 3rd order stiffly accurate Rosenbrock method with 4 internal stages, B_PR consistent of order 3. The order of convergence does NOT decreases if medium stiff problems are considered as it does for ROS3PRL.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nRang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS3P","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS3P","text":"ROS3P(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. 3rd order A-stable and stiffly stable Rosenbrock method. Keeps high accuracy on discretizations of nonlinear parabolic PDEs.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nLang, J. & Verwer, ROS3P—An Accurate Third-Order Rosenbrock Solver Designed for Parabolic Problems J. BIT Numerical Mathematics (2001) 41: 731. doi:10.1023/A:1021900219772\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas3","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas3","text":"Rodas3(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. 3rd order A-stable and stiffly stable Rosenbrock method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nSteinebach G. Construction of Rosenbrock–Wanner method Rodas5P and numerical benchmarks within the Julia Differential Equations package. In: BIT Numerical Mathematics, 63(2), 2023\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas3P","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas3P","text":"Rodas3P(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. 3rd order A-stable and stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant and additional error test for interpolation. Keeps accuracy on discretizations of linear parabolic PDEs.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nSteinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.RosShamp4","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.RosShamp4","text":"RosShamp4(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock Method. An A-stable 4th order Rosenbrock method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nL. F. Shampine, Implementation of Rosenbrock Methods, ACM Transactions on Mathematical Software (TOMS), 8: 2, 93-113. doi:10.1145/355993.355994\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Veldd4","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Veldd4","text":"Veldd4(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 4th order D-stable Rosenbrock method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nvan Veldhuizen, D-stability and Kaps-Rentrop-methods, M. Computing (1984) 32: 229. doi:10.1007/BF02243574\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Velds4","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Velds4","text":"Velds4(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 4th order A-stable Rosenbrock method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nvan Veldhuizen, D-stability and Kaps-Rentrop-methods, M. Computing (1984) 32: 229. doi:10.1007/BF02243574\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.GRK4T","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.GRK4T","text":"GRK4T(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. An efficient 4th order Rosenbrock method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nKaps, P. & Rentrop, Generalized Runge-Kutta methods of order four with stepsize control for stiff ordinary differential equations. P. Numer. Math. (1979) 33: 55. doi:10.1007/BF01396495\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.GRK4A","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.GRK4A","text":"GRK4A(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. An A-stable 4th order Rosenbrock method. Essentially \"anti-L-stable\" but efficient.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nKaps, P. & Rentrop, Generalized Runge-Kutta methods of order four with stepsize control for stiff ordinary differential equations. P. Numer. Math. (1979) 33: 55. doi:10.1007/BF01396495\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Ros4LStab","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Ros4LStab","text":"Ros4LStab(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 4th order A-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nE. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas4","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas4","text":"Rodas4(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 4th order L-stable Rosenbrock method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nE. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas42","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas42","text":"Rodas42(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 4th order A-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nE. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas4P","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas4P","text":"Rodas4P(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock-Wanner Method. 4th order A-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant. 4th order on linear parabolic problems and 3rd order accurate on nonlinear parabolic problems (as opposed to lower if not corrected).\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nSteinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas4P2","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas4P2","text":"Rodas4P2(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock-Wanner Method. A 4th order L-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant. 4th order on linear parabolic problems and 3rd order accurate on nonlinear parabolic problems. It is an improvement of Roadas4P and in case of inexact Jacobians a second order W method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nSteinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas5","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas5","text":"Rodas5(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 5th order A-stable stiffly stable Rosenbrock method with a stiff-aware 4th order interpolant.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nDi Marzo G. RODAS5(4) – Méthodes de Rosenbrock d’ordre 5(4) adaptées aux problemes différentiels-algébriques. MSc mathematics thesis, Faculty of Science, University of Geneva, Switzerland.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas5P","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas5P","text":"Rodas5P(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock Method. A 5th order A-stable stiffly stable Rosenbrock method with a stiff-aware 4th order interpolant. Has improved stability in the adaptive time stepping embedding.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nSteinebach G. Construction of Rosenbrock–Wanner method Rodas5P and numerical benchmarks within the Julia Differential Equations package. In: BIT Numerical Mathematics, 63(2), 2023\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#Rosenbrock-W-Methods","page":"Rosenbrock Methods","title":"Rosenbrock W-Methods","text":"","category":"section"},{"location":"stiff/rosenbrock/","page":"Rosenbrock Methods","title":"Rosenbrock Methods","text":"Rosenbrock23\nRosenbrock32\nRodas23W\nROS34PW1a\nROS34PW1b\nROS34PW2\nROS34PW3\nROS34PRw\nROK4a\nROS2S\nRosenbrockW6S4OS","category":"page"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rosenbrock23","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rosenbrock23","text":"Rosenbrock23(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock-Wanner Method. An Order 2/3 L-Stable Rosenbrock-W method which is good for very stiff equations with oscillations at low tolerances. 2nd order stiff-aware interpolation.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nShampine L.F. and Reichelt M., (1997) The MATLAB ODE Suite, SIAM Journal of\n\nScientific Computing, 18 (1), pp. 1-22.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rosenbrock32","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rosenbrock32","text":"Rosenbrock32(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock-Wanner Method. An Order 3/2 A-Stable Rosenbrock-W method which is good for mildly stiff equations without oscillations at low tolerances. Note that this method is prone to instability in the presence of oscillations, so use with caution. 2nd order stiff-aware interpolation.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nShampine L.F. and Reichelt M., (1997) The MATLAB ODE Suite, SIAM Journal of\n\nScientific Computing, 18 (1), pp. 1-22.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.Rodas23W","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.Rodas23W","text":"Rodas23W(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS,\n step_limiter! = OrdinaryDiffEq.trivial_limiter!)\n\nRosenbrock-Wanner Method. An Order 2/3 L-Stable Rosenbrock-W method for stiff ODEs and DAEs in mass matrix form. 2nd order stiff-aware interpolation and additional error test for interpolation.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\nstep_limiter!: function of the form limiter!(u, integrator, p, t)\n\nReferences\n\nSteinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS34PW1a","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS34PW1a","text":"ROS34PW1a(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. A 4th order L-stable Rosenbrock-W method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS34PW1b","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS34PW1b","text":"ROS34PW1b(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. A 4th order L-stable Rosenbrock-W method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS34PW2","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS34PW2","text":"ROS34PW2(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. A 4th order stiffy accurate Rosenbrock-W method for PDAEs.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS34PW3","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS34PW3","text":"ROS34PW3(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. A 4th order strongly A-stable (Rinf~0.63) Rosenbrock-W method.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS34PRw","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS34PRw","text":"ROS34PRw(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. 3rd order stiffly accurate Rosenbrock-Wanner W-method with 4 internal stages, B_PR consistent of order 2. The order of convergence decreases if medium stiff problems are considered.\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nJoachim Rang, Improved traditional Rosenbrock–Wanner methods for stiff ODEs and DAEs, Journal of Computational and Applied Mathematics, https://doi.org/10.1016/j.cam.2015.03.010\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROK4a","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROK4a","text":"ROK4a(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. 4rd order L-stable Rosenbrock-Krylov method with 4 internal stages, with a 3rd order embedded method which is strongly A-stable with Rinf~=0.55. (when using exact Jacobians)\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nTranquilli, Paul and Sandu, Adrian (2014): Rosenbrock–Krylov Methods for Large Systems of Differential Equations https://doi.org/10.1137/130923336\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.ROS2S","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.ROS2S","text":"ROS2S(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. 2nd order stiffly accurate Rosenbrock-Wanner W-method with 3 internal stages with B_PR consistent of order 2 with (Rinf=0).\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nRang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0\n\n\n\n\n\n","category":"type"},{"location":"stiff/rosenbrock/#OrdinaryDiffEq.RosenbrockW6S4OS","page":"Rosenbrock Methods","title":"OrdinaryDiffEq.RosenbrockW6S4OS","text":"RosenbrockW6S4OS(; autodiff = Val{true}(),\n concrete_jac = nothing,\n linsolve = nothing,\n precs = DEFAULT_PRECS)\n\nRosenbrock-Wanner Method. A 4th order L-stable Rosenbrock-W method (fixed step only).\n\nKeyword Arguments\n\nautodiff: boolean to control if the Jacobian should be computed via AD or not\nconcrete_jac: function of the form jac!(J, u, p, t)\nlinsolve: custom solver for the inner linear systems\nprecs: custom preconditioner for the inner linear solver\n\nReferences\n\nhttps://doi.org/10.1016/j.cam.2009.09.017\n\n\n\n\n\n","category":"type"},{"location":"dynamical/symplectic/#Symplectic-Runge-Kutta-Methods","page":"Symplectic Runge-Kutta Methods","title":"Symplectic Runge-Kutta Methods","text":"","category":"section"},{"location":"dynamical/symplectic/","page":"Symplectic Runge-Kutta Methods","title":"Symplectic Runge-Kutta Methods","text":"SymplecticEuler\nVelocityVerlet\nVerletLeapfrog\nPseudoVerletLeapfrog\nMcAte2\nRuth3\nMcAte3\nCandyRoz4\nMcAte4\nCalvoSanz4\nMcAte42\nMcAte5\nYoshida6\nKahanLi6\nMcAte8\nKahanLi8\nSofSpa10","category":"page"},{"location":"dynamical/symplectic/#OrdinaryDiffEq.OrdinaryDiffEqSymplecticRK.SofSpa10","page":"Symplectic Runge-Kutta Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSymplecticRK.SofSpa10","text":"@article{sofroniou2005derivation, title={Derivation of symmetric composition constants for symmetric integrators}, author={Sofroniou, Mark and Spaletta, Giulia}, journal={Optimization Methods and Software}, volume={20}, number={4-5}, pages={597–613}, year={2005}, publisher={Taylor \\& Francis} }\n\n\n\n\n\n","category":"type"},{"location":"misc/","page":"-","title":"-","text":"LinearExponential\nSplitEuler\nCompositeAlgorithm\nPDIRK44","category":"page"},{"location":"misc/#OrdinaryDiffEq.PDIRK44","page":"-","title":"OrdinaryDiffEq.PDIRK44","text":"PDIRK44: Parallel Diagonally Implicit Runge-Kutta Method A 2 processor 4th order diagonally non-adaptive implicit method.\n\n\n\n\n\n","category":"type"},{"location":"stiff/firk/#Fully-Implicit-Runge-Kutta-(FIRK)-Methods","page":"Fully Implicit Runge-Kutta (FIRK) Methods","title":"Fully Implicit Runge-Kutta (FIRK) Methods","text":"","category":"section"},{"location":"stiff/firk/","page":"Fully Implicit Runge-Kutta (FIRK) Methods","title":"Fully Implicit Runge-Kutta (FIRK) Methods","text":"RadauIIA3\nRadauIIA5","category":"page"},{"location":"stiff/firk/#OrdinaryDiffEq.OrdinaryDiffEqFIRK.RadauIIA3","page":"Fully Implicit Runge-Kutta (FIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqFIRK.RadauIIA3","text":"@article{hairer1999stiff, title={Stiff differential equations solved by Radau methods}, author={Hairer, Ernst and Wanner, Gerhard}, journal={Journal of Computational and Applied Mathematics}, volume={111}, number={1-2}, pages={93–111}, year={1999}, publisher={Elsevier} }\n\nRadauIIA3: Fully-Implicit Runge-Kutta Method An A-B-L stable fully implicit Runge-Kutta method with internal tableau complex basis transform for efficiency.\n\n\n\n\n\n","category":"type"},{"location":"stiff/firk/#OrdinaryDiffEq.OrdinaryDiffEqFIRK.RadauIIA5","page":"Fully Implicit Runge-Kutta (FIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqFIRK.RadauIIA5","text":"@article{hairer1999stiff, title={Stiff differential equations solved by Radau methods}, author={Hairer, Ernst and Wanner, Gerhard}, journal={Journal of Computational and Applied Mathematics}, volume={111}, number={1-2}, pages={93–111}, year={1999}, publisher={Elsevier} }\n\nRadauIIA5: Fully-Implicit Runge-Kutta Method An A-B-L stable fully implicit Runge-Kutta method with internal tableau complex basis transform for efficiency.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicit_extrapolation/#Explicit-Extrapolation-Methods","page":"Explicit Extrapolation Methods","title":"Explicit Extrapolation Methods","text":"","category":"section"},{"location":"nonstiff/explicit_extrapolation/","page":"Explicit Extrapolation Methods","title":"Explicit Extrapolation Methods","text":"AitkenNeville\nExtrapolationMidpointDeuflhard\nExtrapolationMidpointHairerWanner","category":"page"},{"location":"nonstiff/explicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.AitkenNeville","page":"Explicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.AitkenNeville","text":"AitkenNeville: Parallelized Explicit Extrapolation Method Euler extrapolation using Aitken-Neville with the Romberg Sequence.\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ExtrapolationMidpointDeuflhard","page":"Explicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ExtrapolationMidpointDeuflhard","text":"ExtrapolationMidpointDeuflhard: Parallelized Explicit Extrapolation Method Midpoint extrapolation using Barycentric coordinates\n\n\n\n\n\n","category":"type"},{"location":"nonstiff/explicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ExtrapolationMidpointHairerWanner","page":"Explicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ExtrapolationMidpointHairerWanner","text":"ExtrapolationMidpointHairerWanner: Parallelized Explicit Extrapolation Method Midpoint extrapolation using Barycentric coordinates, following Hairer's ODEX in the adaptivity behavior.\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_multistep/#IMEX-Multistep-Methods","page":"IMEX Multistep Methods","title":"IMEX Multistep Methods","text":"","category":"section"},{"location":"imex/imex_multistep/","page":"IMEX Multistep Methods","title":"IMEX Multistep Methods","text":"CNAB2\nCNLF2\nSBDF\nSBDF2\nSBDF3\nSBDF4","category":"page"},{"location":"imex/imex_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF2","page":"IMEX Multistep Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF2","text":"SBDF2(;kwargs...)\n\nThe two-step version of the IMEX multistep methods of\n\nUri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037\n\nSee also SBDF.\n\n\n\n\n\n","category":"function"},{"location":"imex/imex_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF3","page":"IMEX Multistep Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF3","text":"SBDF3(;kwargs...)\n\nThe three-step version of the IMEX multistep methods of\n\nUri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037\n\nSee also SBDF.\n\n\n\n\n\n","category":"function"},{"location":"imex/imex_multistep/#OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF4","page":"IMEX Multistep Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.SBDF4","text":"SBDF4(;kwargs...)\n\nThe four-step version of the IMEX multistep methods of\n\nUri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037\n\nSee also SBDF.\n\n\n\n\n\n","category":"function"},{"location":"semilinear/exponential_rk/#Exponential-Runge-Kutta-Integrators","page":"Exponential Runge-Kutta Integrators","title":"Exponential Runge-Kutta Integrators","text":"","category":"section"},{"location":"semilinear/exponential_rk/","page":"Exponential Runge-Kutta Integrators","title":"Exponential Runge-Kutta Integrators","text":"LawsonEuler\nNorsettEuler\nETD2\nETDRK2\nETDRK3\nETDRK4\nHochOst4\nExp4\nEPIRK4s3A\nEPIRK4s3B\nEPIRK5s3\nEXPRB53s3\nEPIRK5P1\nEPIRK5P2","category":"page"},{"location":"semilinear/exponential_rk/#OrdinaryDiffEq.ETD2","page":"Exponential Runge-Kutta Integrators","title":"OrdinaryDiffEq.ETD2","text":"ETD2: Exponential Runge-Kutta Method Second order Exponential Time Differencing method (in development).\n\n\n\n\n\n","category":"type"},{"location":"usage/#Usage","page":"Usage","title":"Usage","text":"","category":"section"},{"location":"usage/","page":"Usage","title":"Usage","text":"OrdinaryDiffEq.jl is part of the SciML common interface, but can be used independently of DifferentialEquations.jl. The only requirement is that the user passes an OrdinaryDiffEq.jl algorithm to solve. For example, we can solve the ODE tutorial from the docs using the Tsit5() algorithm:","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"using OrdinaryDiffEq\nf(u, p, t) = 1.01 * u\nu0 = 1 / 2\ntspan = (0.0, 1.0)\nprob = ODEProblem(f, u0, tspan)\nsol = solve(prob, Tsit5(), reltol = 1e-8, abstol = 1e-8)\nusing Plots\nplot(sol, linewidth = 5, title = \"Solution to the linear ODE with a thick line\",\n xaxis = \"Time (t)\", yaxis = \"u(t) (in μm)\", label = \"My Thick Line!\") # legend=false\nplot!(sol.t, t -> 0.5 * exp(1.01t), lw = 3, ls = :dash, label = \"True Solution!\")","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"That example uses the out-of-place syntax f(u,p,t), while the inplace syntax (more efficient for systems of equations) is shown in the Lorenz example:","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"using OrdinaryDiffEq\nfunction lorenz(du, u, p, t)\n du[1] = 10.0(u[2] - u[1])\n du[2] = u[1] * (28.0 - u[3]) - u[2]\n du[3] = u[1] * u[2] - (8 / 3) * u[3]\nend\nu0 = [1.0; 0.0; 0.0]\ntspan = (0.0, 100.0)\nprob = ODEProblem(lorenz, u0, tspan)\nsol = solve(prob, Tsit5())\nusing Plots;\nplot(sol, vars = (1, 2, 3));","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"Very fast static array versions can be specifically compiled to the size of your model. For example:","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"using OrdinaryDiffEq, StaticArrays\nfunction lorenz(u, p, t)\n SA[10.0(u[2] - u[1]), u[1] * (28.0 - u[3]) - u[2], u[1] * u[2] - (8 / 3) * u[3]]\nend\nu0 = SA[1.0; 0.0; 0.0]\ntspan = (0.0, 100.0)\nprob = ODEProblem(lorenz, u0, tspan)\nsol = solve(prob, Tsit5())","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"For “refined ODEs”, like dynamical equations and SecondOrderODEProblems, refer to the DiffEqDocs. For example, in DiffEqTutorials.jl we show how to solve equations of motion using symplectic methods:","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"function HH_acceleration(dv, v, u, p, t)\n x, y = u\n dx, dy = dv\n dv[1] = -x - 2x * y\n dv[2] = y^2 - y - x^2\nend\ninitial_positions = [0.0, 0.1]\ninitial_velocities = [0.5, 0.0]\nprob = SecondOrderODEProblem(HH_acceleration, initial_velocities, initial_positions, tspan)\nsol2 = solve(prob, KahanLi8(), dt = 1 / 10);","category":"page"},{"location":"usage/","page":"Usage","title":"Usage","text":"Other refined forms are IMEX and semi-linear ODEs (for exponential integrators).","category":"page"},{"location":"usage/#Available-Solvers","page":"Usage","title":"Available Solvers","text":"","category":"section"},{"location":"usage/","page":"Usage","title":"Usage","text":"For the list of available solvers, please refer to the DifferentialEquations.jl ODE Solvers, Dynamical ODE Solvers, and the Split ODE Solvers pages.","category":"page"},{"location":"stiff/stabilized_rk/#Stabilized-Runge-Kutta-Methods-(Runge-Kutta-Chebyshev)","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","text":"","category":"section"},{"location":"stiff/stabilized_rk/#Explicit-Stabilized-Runge-Kutta-Methods","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Explicit Stabilized Runge-Kutta Methods","text":"","category":"section"},{"location":"stiff/stabilized_rk/","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","text":"Explicit stabilized methods utilize an upper bound on the spectral radius of the Jacobian. Users can supply an upper bound by specifying the keyword argument eigen_est, for example","category":"page"},{"location":"stiff/stabilized_rk/","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","text":"`eigen_est = (integrator) -> integrator.eigen_est = upper_bound`","category":"page"},{"location":"stiff/stabilized_rk/","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","text":"The methods ROCK2 and ROCK4 also include keyword arguments min_stages and max_stages, which specify upper and lower bounds on the adaptively chosen number of stages for stability.","category":"page"},{"location":"stiff/stabilized_rk/","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","text":"ROCK2\nROCK4\nSERK2\nESERK4\nESERK5\nRKC","category":"page"},{"location":"stiff/stabilized_rk/#OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ROCK2","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ROCK2","text":"Assyr Abdulle, Alexei A. Medovikov. Second Order Chebyshev Methods based on Orthogonal Polynomials. Numerische Mathematik, 90 (1), pp 1-18, 2001. doi: https://dx.doi.org/10.1007/s002110100292\n\nROCK2: Stabilized Explicit Method. Second order stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.\n\nThis method takes optional keyword arguments min_stages, max_stages, and eigen_est. The function eigen_est should be of the form\n\neigen_est = (integrator) -> integrator.eigen_est = upper_bound,\n\nwhere upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stabilized_rk/#OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ROCK4","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ROCK4","text":"ROCK4(; min_stages = 0, max_stages = 152, eigen_est = nothing)\n\nAssyr Abdulle. Fourth Order Chebyshev Methods With Recurrence Relation. 2002 Society for Industrial and Applied Mathematics Journal on Scientific Computing, 23(6), pp 2041-2054, 2001. doi: https://doi.org/10.1137/S1064827500379549\n\nROCK4: Stabilized Explicit Method. Fourth order stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.\n\nThis method takes optional keyword arguments min_stages, max_stages, and eigen_est. The function eigen_est should be of the form\n\neigen_est = (integrator) -> integrator.eigen_est = upper_bound,\n\nwhere upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stabilized_rk/#OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ESERK4","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ESERK4","text":"ESERK4(; eigen_est = nothing)\n\nJ. Martín-Vaquero, B. Kleefeld. Extrapolated stabilized explicit Runge-Kutta methods, Journal of Computational Physics, 326, pp 141-155, 2016. doi: https://doi.org/10.1016/j.jcp.2016.08.042.\n\nESERK4: Stabilized Explicit Method. Fourth order extrapolated stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.\n\nThis method takes the keyword argument eigen_est of the form\n\neigen_est = (integrator) -> integrator.eigen_est = upper_bound,\n\nwhere upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stabilized_rk/#OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ESERK5","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ESERK5","text":"ESERK5(; eigen_est = nothing)\n\nJ. Martín-Vaquero, A. Kleefeld. ESERK5: A fifth-order extrapolated stabilized explicit Runge-Kutta method, Journal of Computational and Applied Mathematics, 356, pp 22-36, 2019. doi: https://doi.org/10.1016/j.cam.2019.01.040.\n\nESERK5: Stabilized Explicit Method. Fifth order extrapolated stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.\n\nThis method takes the keyword argument eigen_est of the form\n\neigen_est = (integrator) -> integrator.eigen_est = upper_bound,\n\nwhere upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stabilized_rk/#OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.RKC","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.RKC","text":"RKC(; eigen_est = nothing)\n\nB. P. Sommeijer, L. F. Shampine, J. G. Verwer. RKC: An Explicit Solver for Parabolic PDEs, Journal of Computational and Applied Mathematics, 88(2), pp 315-326, 1998. doi: https://doi.org/10.1016/S0377-0427(97)00219-7\n\nRKC: Stabilized Explicit Method. Second order stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues.\n\nThis method takes the keyword argument eigen_est of the form\n\neigen_est = (integrator) -> integrator.eigen_est = upper_bound,\n\nwhere upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.\n\n\n\n\n\n","category":"type"},{"location":"stiff/stabilized_rk/#Implicit-Stabilized-Runge-Kutta-Methods","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Implicit Stabilized Runge-Kutta Methods","text":"","category":"section"},{"location":"stiff/stabilized_rk/","page":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","title":"Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)","text":"IRKC","category":"page"},{"location":"dynamical/nystrom/#Runge-Kutta-Nystrom-Methods","page":"Runge-Kutta Nystrom Methods","title":"Runge-Kutta Nystrom Methods","text":"","category":"section"},{"location":"dynamical/nystrom/","page":"Runge-Kutta Nystrom Methods","title":"Runge-Kutta Nystrom Methods","text":"IRKN3\nIRKN4\nNystrom4\nNystrom4VelocityIndependent\nNystrom5VelocityIndependent\nFineRKN4\nFineRKN5\nDPRKN6\nDPRKN6FM\nDPRKN8\nDPRKN12\nERKN4\nERKN5\nERKN7","category":"page"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.IRKN3","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.IRKN3","text":"IRKN3\n\nImproved Runge-Kutta-Nyström method of order three, which minimizes the amount of evaluated functions in each step. Fixed time steps only.\n\nSecond order ODE should not depend on the first derivative.\n\nReferences\n\n@article{rabiei2012numerical, title={Numerical Solution of Second-Order Ordinary Differential Equations by Improved Runge-Kutta Nystrom Method}, author={Rabiei, Faranak and Ismail, Fudziah and Norazak, S and Emadi, Saeid}, publisher={Citeseer} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.IRKN4","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.IRKN4","text":"IRKN4\n\nImproves Runge-Kutta-Nyström method of order four, which minimizes the amount of evaluated functions in each step. Fixed time steps only.\n\nSecond order ODE should not be dependent on the first derivative.\n\nRecommended for smooth problems with expensive functions to evaluate.\n\nReferences\n\n@article{rabiei2012numerical, title={Numerical Solution of Second-Order Ordinary Differential Equations by Improved Runge-Kutta Nystrom Method}, author={Rabiei, Faranak and Ismail, Fudziah and Norazak, S and Emadi, Saeid}, publisher={Citeseer} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom4","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom4","text":"Nystrom4\n\nA 4th order explicit Runge-Kutta-Nyström method which can be applied directly on second order ODEs. Can only be used with fixed time steps.\n\nIn case the ODE Problem is not dependent on the first derivative consider using Nystrom4VelocityIndependent to increase performance.\n\nReferences\n\nE. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom4VelocityIndependent","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom4VelocityIndependent","text":"Nystrom4VelocityIdependent\n\nA 4th order explicit Runkge-Kutta-Nyström method. Used directly on second order ODEs, where the acceleration is independent from velocity (ODE Problem is not dependent on the first derivative).\n\nMore efficient then Nystrom4 on velocity independent problems, since less evaluations are needed.\n\nFixed time steps only.\n\nReferences\n\nE. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom5VelocityIndependent","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.Nystrom5VelocityIndependent","text":"Nystrom5VelocityIndependent\n\nA 5th order explicit Runkge-Kutta-Nyström method. Used directly on second order ODEs, where the acceleration is independent from velocity (ODE Problem is not dependent on the first derivative). Fixed time steps only.\n\nReferences\n\nE. Hairer, S.P. Norsett, G. Wanner, (1993) Solving Ordinary Differential Equations I. Nonstiff Problems. 2nd Edition. Springer Series in Computational Mathematics, Springer-Verlag.\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.FineRKN4","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.FineRKN4","text":"FineRKN4()\n\nA 4th order explicit Runge-Kutta-Nyström method which can be applied directly to second order ODEs. In particular, this method allows the acceleration equation to depend on the velocity.\n\nReferences\n\n@article{fine1987low,\n title={Low order practical {R}unge-{K}utta-{N}ystr{\"o}m methods},\n author={Fine, Jerry Michael},\n journal={Computing},\n volume={38},\n number={4},\n pages={281--297},\n year={1987},\n publisher={Springer}\n}\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.FineRKN5","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.FineRKN5","text":"FineRKN5()\n\nA 5th order explicit Runge-Kutta-Nyström method which can be applied directly to second order ODEs. In particular, this method allows the acceleration equation to depend on the velocity.\n\nReferences\n\n@article{fine1987low,\n title={Low order practical {R}unge-{K}utta-{N}ystr{\"o}m methods},\n author={Fine, Jerry Michael},\n journal={Computing},\n volume={38},\n number={4},\n pages={281--297},\n year={1987},\n publisher={Springer}\n}\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN6","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN6","text":"DPRKN6\n\n6th order explicit Runge-Kutta-Nyström method. The second order ODE should not depend on the first derivative. Free 6th order interpolant.\n\nReferences\n\n@article{dormand1987runge, title={Runge-kutta-nystrom triples}, author={Dormand, JR and Prince, PJ}, journal={Computers \\& Mathematics with Applications}, volume={13}, number={12}, pages={937–949}, year={1987}, publisher={Elsevier} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN6FM","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN6FM","text":"DPRKN6FM\n\n6th order explicit Runge-Kutta-Nyström method. The second order ODE should not depend on the first derivative.\n\nCompared to DPRKN6, this method has smaller truncation error coefficients which leads to performance gain when only the main solution points are considered.\n\nReferences\n\n@article{Dormand1987FamiliesOR, title={Families of Runge-Kutta-Nystrom Formulae}, author={J. R. Dormand and Moawwad E. A. El-Mikkawy and P. J. Prince}, journal={Ima Journal of Numerical Analysis}, year={1987}, volume={7}, pages={235-250} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN8","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN8","text":"DPRKN8\n\n8th order explicit Runge-Kutta-Nyström method. The second order ODE should not depend on the first derivative.\n\nNot as efficient as DPRKN12 when high accuracy is needed, however this solver is competitive with DPRKN6 at lax tolerances and, depending on the problem, might be a good option between performance and accuracy.\n\nReferences\n\n@article{dormand1987high, title={High-order embedded Runge-Kutta-Nystrom formulae}, author={Dormand, JR and El-Mikkawy, MEA and Prince, PJ}, journal={IMA Journal of Numerical Analysis}, volume={7}, number={4}, pages={423–430}, year={1987}, publisher={Oxford University Press} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN12","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.DPRKN12","text":"DPRKN12\n\n12th order explicit Rugne-Kutta-Nyström method. The second order ODE should not depend on the first derivative.\n\nMost efficient when high accuracy is needed.\n\nReferences\n\n@article{dormand1987high, title={High-order embedded Runge-Kutta-Nystrom formulae}, author={Dormand, JR and El-Mikkawy, MEA and Prince, PJ}, journal={IMA Journal of Numerical Analysis}, volume={7}, number={4}, pages={423–430}, year={1987}, publisher={Oxford University Press} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN4","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN4","text":"ERKN4\n\nEmbedded 4(3) pair of explicit Runge-Kutta-Nyström methods. Integrates the periodic properties of the harmonic oscillator exactly.\n\nThe second order ODE should not depend on the first derivative.\n\nUses adaptive step size control. This method is extra efficient on periodic problems.\n\nReferences\n\n@article{demba2017embedded, title={An Embedded 4 (3) Pair of Explicit Trigonometrically-Fitted Runge-Kutta-Nystr{\"o}m Method for Solving Periodic Initial Value Problems}, author={Demba, MA and Senu, N and Ismail, F}, journal={Applied Mathematical Sciences}, volume={11}, number={17}, pages={819–838}, year={2017} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN5","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN5","text":"ERKN5\n\nEmbedded 5(4) pair of explicit Runge-Kutta-Nyström methods. Integrates the periodic properties of the harmonic oscillator exactly.\n\nThe second order ODE should not depend on the first derivative.\n\nUses adaptive step size control. This method is extra efficient on periodic problems.\n\nReferences\n\n@article{demba20165, title={A 5 (4) Embedded Pair of Explicit Trigonometrically-Fitted Runge–Kutta–Nystr{\"o}m Methods for the Numerical Solution of Oscillatory Initial Value Problems}, author={Demba, Musa A and Senu, Norazak and Ismail, Fudziah}, journal={Mathematical and Computational Applications}, volume={21}, number={4}, pages={46}, year={2016}, publisher={Multidisciplinary Digital Publishing Institute} }\n\n\n\n\n\n","category":"type"},{"location":"dynamical/nystrom/#OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN7","page":"Runge-Kutta Nystrom Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqRKN.ERKN7","text":"ERKN7\n\nEmbedded pair of explicit Runge-Kutta-Nyström methods. Integrates the periodic properties of the harmonic oscillator exactly.\n\nThe second order ODE should not depend on the first derivative.\n\nUses adaptive step size control. This method is extra efficient on periodic Problems.\n\nReferences\n\n@article{SimosOnHO, title={On high order Runge-Kutta-Nystr{\"o}m pairs}, author={Theodore E. Simos and Ch. Tsitouras}, journal={J. Comput. Appl. Math.}, volume={400}, pages={113753} }\n\n\n\n\n\n","category":"type"},{"location":"stiff/implicit_extrapolation/#Implicit-Extrapolation-Methods","page":"Implicit Extrapolation Methods","title":"Implicit Extrapolation Methods","text":"","category":"section"},{"location":"stiff/implicit_extrapolation/","page":"Implicit Extrapolation Methods","title":"Implicit Extrapolation Methods","text":"ImplicitEulerExtrapolation\nImplicitDeuflhardExtrapolation\nImplicitHairerWannerExtrapolation\nImplicitEulerBarycentricExtrapolation","category":"page"},{"location":"stiff/implicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitEulerExtrapolation","page":"Implicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitEulerExtrapolation","text":"ImplicitEulerExtrapolation: Parallelized Implicit Extrapolation Method Extrapolation of implicit Euler method with Romberg sequence. Similar to Hairer's SEULEX.\n\n\n\n\n\n","category":"type"},{"location":"stiff/implicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitDeuflhardExtrapolation","page":"Implicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitDeuflhardExtrapolation","text":"ImplicitDeuflhardExtrapolation: Parallelized Implicit Extrapolation Method Midpoint extrapolation using Barycentric coordinates\n\n\n\n\n\n","category":"type"},{"location":"stiff/implicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitHairerWannerExtrapolation","page":"Implicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitHairerWannerExtrapolation","text":"ImplicitHairerWannerExtrapolation: Parallelized Implicit Extrapolation Method Midpoint extrapolation using Barycentric coordinates, following Hairer's SODEX in the adaptivity behavior.\n\n\n\n\n\n","category":"type"},{"location":"stiff/implicit_extrapolation/#OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitEulerBarycentricExtrapolation","page":"Implicit Extrapolation Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqExtrapolation.ImplicitEulerBarycentricExtrapolation","text":"ImplicitEulerBarycentricExtrapolation: Parallelized Implicit Extrapolation Method Euler extrapolation using Barycentric coordinates, following Hairer's SODEX in the adaptivity behavior.\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#IMEX-SDIRK-Methods","page":"IMEX SDIRK Methods","title":"IMEX SDIRK Methods","text":"","category":"section"},{"location":"imex/imex_sdirk/","page":"IMEX SDIRK Methods","title":"IMEX SDIRK Methods","text":"IMEXEuler\nIMEXEulerARK\nKenCarp3\nKenCarp4\nKenCarp47\nKenCarp5\nKenCarp58\nESDIRK54I8L2SA\nESDIRK436L2SA2\nESDIRK437L2SA\nESDIRK547L2SA2\nESDIRK659L2SA","category":"page"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqBDF.IMEXEuler","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.IMEXEuler","text":"IMEXEuler(;kwargs...)\n\nThe one-step version of the IMEX multistep methods of\n\nUri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037\n\nWhen applied to a SplitODEProblem of the form\n\nu'(t) = f1(u) + f2(u)\n\nThe default IMEXEuler() method uses an update of the form\n\nunew = uold + dt * (f1(unew) + f2(uold))\n\nSee also SBDF, IMEXEulerARK.\n\n\n\n\n\n","category":"function"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqBDF.IMEXEulerARK","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqBDF.IMEXEulerARK","text":"IMEXEulerARK(;kwargs...)\n\nThe one-step version of the IMEX multistep methods of\n\nUri M. Ascher, Steven J. Ruuth, Brian T. R. Wetton. Implicit-Explicit Methods for Time-Dependent Partial Differential Equations. Society for Industrial and Applied Mathematics. Journal on Numerical Analysis, 32(3), pp 797-823, 1995. doi: https://doi.org/10.1137/0732037\n\nWhen applied to a SplitODEProblem of the form\n\nu'(t) = f1(u) + f2(u)\n\nA classical additive Runge-Kutta method in the sense of Araújo, Murua, Sanz-Serna (1997) consisting of the implicit and the explicit Euler method given by\n\ny1 = uold + dt * f1(y1)\nunew = uold + dt * (f1(unew) + f2(y1))\n\nSee also SBDF, IMEXEuler.\n\n\n\n\n\n","category":"function"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp3","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp3","text":"@book{kennedy2001additive, title={Additive Runge-Kutta schemes for convection-diffusion-reaction equations}, author={Kennedy, Christopher Alan}, year={2001}, publisher={National Aeronautics and Space Administration, Langley Research Center} }\n\nKenCarp3: SDIRK Method An A-L stable stiffly-accurate 3rd order ESDIRK method with splitting\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp4","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp4","text":"@book{kennedy2001additive, title={Additive Runge-Kutta schemes for convection-diffusion-reaction equations}, author={Kennedy, Christopher Alan}, year={2001}, publisher={National Aeronautics and Space Administration, Langley Research Center} }\n\nKenCarp4: SDIRK Method An A-L stable stiffly-accurate 4th order ESDIRK method with splitting\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp47","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp47","text":"@article{kennedy2019higher, title={Higher-order additive Runge–Kutta schemes for ordinary differential equations}, author={Kennedy, Christopher A and Carpenter, Mark H}, journal={Applied Numerical Mathematics}, volume={136}, pages={183–205}, year={2019}, publisher={Elsevier} }\n\nKenCarp47: SDIRK Method An A-L stable stiffly-accurate 4th order seven-stage ESDIRK method with splitting\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp5","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp5","text":"@book{kennedy2001additive, title={Additive Runge-Kutta schemes for convection-diffusion-reaction equations}, author={Kennedy, Christopher Alan}, year={2001}, publisher={National Aeronautics and Space Administration, Langley Research Center} }\n\nKenCarp5: SDIRK Method An A-L stable stiffly-accurate 5th order ESDIRK method with splitting\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp58","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.KenCarp58","text":"@article{kennedy2019higher, title={Higher-order additive Runge–Kutta schemes for ordinary differential equations}, author={Kennedy, Christopher A and Carpenter, Mark H}, journal={Applied Numerical Mathematics}, volume={136}, pages={183–205}, year={2019}, publisher={Elsevier} }\n\nKenCarp58: SDIRK Method An A-L stable stiffly-accurate 5th order eight-stage ESDIRK method with splitting\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK436L2SA2","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK436L2SA2","text":"@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244} }\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK437L2SA","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK437L2SA","text":"@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244} }\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK547L2SA2","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK547L2SA2","text":"@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244} }\n\n\n\n\n\n","category":"type"},{"location":"imex/imex_sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK659L2SA","page":"IMEX SDIRK Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ESDIRK659L2SA","text":"@article{Kennedy2019DiagonallyIR, title={Diagonally implicit Runge–Kutta methods for stiff ODEs}, author={Christopher A. Kennedy and Mark H. Carpenter}, journal={Applied Numerical Mathematics}, year={2019}, volume={146}, pages={221-244}\n\nCurrently has STABILITY ISSUES, causing it to fail the adaptive tests. Check issue https://github.com/SciML/OrdinaryDiffEq.jl/issues/1933 for more details. }\n\n\n\n\n\n","category":"type"},{"location":"#OrdinaryDiffEq.jl","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl","text":"","category":"section"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"OrdinaryDiffEq.jl is a component package in the DifferentialEquations ecosystem. It holds the ordinary differential equation solvers and utilities. While completely independent and usable on its own, users interested in using this functionality should check out DifferentialEquations.jl.","category":"page"},{"location":"#Installation","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"Installation","text":"","category":"section"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"Assuming that you already have Julia correctly installed, it suffices to import OrdinaryDiffEq.jl in the standard way:","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"import Pkg;\nPkg.add(\"OrdinaryDiffEq\");","category":"page"},{"location":"#Reproducibility","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"Reproducibility","text":"","category":"section"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"
The documentation of this SciML package was built using these direct dependencies,","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"using Pkg # hide\nPkg.status() # hide","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"
","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"
and using this machine and Julia version.","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"using InteractiveUtils # hide\nversioninfo() # hide","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"
","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"
A more complete overview of all dependencies and their versions is also provided.","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"using Pkg # hide\nPkg.status(; mode = PKGMODE_MANIFEST) # hide","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"
","category":"page"},{"location":"","page":"OrdinaryDiffEq.jl: ODE solvers and utilities","title":"OrdinaryDiffEq.jl: ODE solvers and utilities","text":"You can also download the \nmanifest file and the\nproject file.","category":"page"},{"location":"stiff/sdirk/#Singly-Diagonally-Implicit-Runge-Kutta-(SDIRK)-Methods","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","text":"","category":"section"},{"location":"stiff/sdirk/","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","text":"ImplicitEuler\nImplicitMidpoint\nTrapezoid\nTRBDF2\nSDIRK2\nSDIRK22\nSSPSDIRK2\nKvaerno3\nCFNLIRK3\nCash4\nSFSDIRK4\nSFSDIRK5\nSFSDIRK6\nSFSDIRK7\nSFSDIRK8\nHairer4\nHairer42\nKvaerno4\nKvaerno5","category":"page"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ImplicitEuler","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ImplicitEuler","text":"ImplicitEuler: SDIRK Method A 1st order implicit solver. A-B-L-stable. Adaptive timestepping through a divided differences estimate via memory. Strong-stability preserving (SSP).\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ImplicitMidpoint","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.ImplicitMidpoint","text":"ImplicitMidpoint: SDIRK Method A second order A-stable symplectic and symmetric implicit solver. Good for highly stiff equations which need symplectic integration.\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Trapezoid","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Trapezoid","text":"Andre Vladimirescu. 1994. The Spice Book. John Wiley & Sons, Inc., New York, NY, USA.\n\nTrapezoid: SDIRK Method A second order A-stable symmetric ESDIRK method. \"Almost symplectic\" without numerical dampening. Also known as Crank-Nicolson when applied to PDEs. Adaptive timestepping via divided differences approximation to the second derivative terms in the local truncation error estimate (the SPICE approximation strategy).\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.TRBDF2","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.TRBDF2","text":"@article{hosea1996analysis, title={Analysis and implementation of TR-BDF2}, author={Hosea, ME and Shampine, LF}, journal={Applied Numerical Mathematics}, volume={20}, number={1-2}, pages={21–37}, year={1996}, publisher={Elsevier} }\n\nTRBDF2: SDIRK Method A second order A-B-L-S-stable one-step ESDIRK method. Includes stiffness-robust error estimates for accurate adaptive timestepping, smoothed derivatives for highly stiff and oscillatory problems.\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.SDIRK2","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.SDIRK2","text":"@article{hindmarsh2005sundials, title={{SUNDIALS}: Suite of nonlinear and differential/algebraic equation solvers}, author={Hindmarsh, Alan C and Brown, Peter N and Grant, Keith E and Lee, Steven L and Serban, Radu and Shumaker, Dan E and Woodward, Carol S}, journal={ACM Transactions on Mathematical Software (TOMS)}, volume={31}, number={3}, pages={363–396}, year={2005}, publisher={ACM} }\n\nSDIRK2: SDIRK Method An A-B-L stable 2nd order SDIRK method\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno3","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno3","text":"@article{kvaerno2004singly, title={Singly diagonally implicit Runge–Kutta methods with an explicit first stage}, author={Kv{\\ae}rn{\\o}, Anne}, journal={BIT Numerical Mathematics}, volume={44}, number={3}, pages={489–502}, year={2004}, publisher={Springer} }\n\nKvaerno3: SDIRK Method An A-L stable stiffly-accurate 3rd order ESDIRK method\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Cash4","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Cash4","text":"@article{hindmarsh2005sundials, title={{SUNDIALS}: Suite of nonlinear and differential/algebraic equation solvers}, author={Hindmarsh, Alan C and Brown, Peter N and Grant, Keith E and Lee, Steven L and Serban, Radu and Shumaker, Dan E and Woodward, Carol S}, journal={ACM Transactions on Mathematical Software (TOMS)}, volume={31}, number={3}, pages={363–396}, year={2005}, publisher={ACM} }\n\nCash4: SDIRK Method An A-L stable 4th order SDIRK method\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Hairer4","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Hairer4","text":"E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)\n\nHairer4: SDIRK Method An A-L stable 4th order SDIRK method\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Hairer42","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Hairer42","text":"E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)\n\nHairer42: SDIRK Method An A-L stable 4th order SDIRK method\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno4","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno4","text":"@article{kvaerno2004singly, title={Singly diagonally implicit Runge–Kutta methods with an explicit first stage}, author={Kv{\\ae}rn{\\o}, Anne}, journal={BIT Numerical Mathematics}, volume={44}, number={3}, pages={489–502}, year={2004}, publisher={Springer} }\n\nKvaerno4: SDIRK Method An A-L stable stiffly-accurate 4th order ESDIRK method.\n\n\n\n\n\n","category":"type"},{"location":"stiff/sdirk/#OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno5","page":"Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods","title":"OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno5","text":"@article{kvaerno2004singly, title={Singly diagonally implicit Runge–Kutta methods with an explicit first stage}, author={Kv{\\ae}rn{\\o}, Anne}, journal={BIT Numerical Mathematics}, volume={44}, number={3}, pages={489–502}, year={2004}, publisher={Springer} }\n\nKvaerno5: SDIRK Method An A-L stable stiffly-accurate 5th order ESDIRK method\n\n\n\n\n\n","category":"type"}] +} diff --git a/previews/PR2302/semilinear/exponential_rk/index.html b/previews/PR2302/semilinear/exponential_rk/index.html new file mode 100644 index 0000000000..6751d52a44 --- /dev/null +++ b/previews/PR2302/semilinear/exponential_rk/index.html @@ -0,0 +1,6 @@ + +Exponential Runge-Kutta Integrators · OrdinaryDiffEq.jl

Exponential Runge-Kutta Integrators

Missing docstring.

Missing docstring for LawsonEuler. Check Documenter's build log for details.

Missing docstring.

Missing docstring for NorsettEuler. Check Documenter's build log for details.

OrdinaryDiffEq.ETD2Type

ETD2: Exponential Runge-Kutta Method Second order Exponential Time Differencing method (in development).

source
Missing docstring.

Missing docstring for ETDRK2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for ETDRK3. Check Documenter's build log for details.

Missing docstring.

Missing docstring for ETDRK4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for HochOst4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for Exp4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for EPIRK4s3A. Check Documenter's build log for details.

Missing docstring.

Missing docstring for EPIRK4s3B. Check Documenter's build log for details.

Missing docstring.

Missing docstring for EPIRK5s3. Check Documenter's build log for details.

Missing docstring.

Missing docstring for EXPRB53s3. Check Documenter's build log for details.

Missing docstring.

Missing docstring for EPIRK5P1. Check Documenter's build log for details.

Missing docstring.

Missing docstring for EPIRK5P2. Check Documenter's build log for details.

diff --git a/previews/PR2302/semilinear/magnus/index.html b/previews/PR2302/semilinear/magnus/index.html new file mode 100644 index 0000000000..f6abe55569 --- /dev/null +++ b/previews/PR2302/semilinear/magnus/index.html @@ -0,0 +1,6 @@ + +Magnus and Lie Group Integrators · OrdinaryDiffEq.jl

Magnus and Lie Group Integrators

Missing docstring.

Missing docstring for MagnusMidpoint. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusLeapfrog. Check Documenter's build log for details.

Missing docstring.

Missing docstring for LieEuler. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusGauss4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusNC6. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusGL6. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusGL8. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusNC8. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusGL4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for RKMK2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for RKMK4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for LieRK4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CG2. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CG3. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CG4a. Check Documenter's build log for details.

Missing docstring.

Missing docstring for MagnusAdapt4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for CayleyEuler. Check Documenter's build log for details.

diff --git a/previews/PR2302/siteinfo.js b/previews/PR2302/siteinfo.js new file mode 100644 index 0000000000..eb2bf42272 --- /dev/null +++ b/previews/PR2302/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR2302"; diff --git a/previews/PR2302/stiff/firk/index.html b/previews/PR2302/stiff/firk/index.html new file mode 100644 index 0000000000..255a81f04f --- /dev/null +++ b/previews/PR2302/stiff/firk/index.html @@ -0,0 +1,6 @@ + +Fully Implicit Runge-Kutta (FIRK) Methods · OrdinaryDiffEq.jl

Fully Implicit Runge-Kutta (FIRK) Methods

OrdinaryDiffEq.OrdinaryDiffEqFIRK.RadauIIA3Type

@article{hairer1999stiff, title={Stiff differential equations solved by Radau methods}, author={Hairer, Ernst and Wanner, Gerhard}, journal={Journal of Computational and Applied Mathematics}, volume={111}, number={1-2}, pages={93–111}, year={1999}, publisher={Elsevier} }

RadauIIA3: Fully-Implicit Runge-Kutta Method An A-B-L stable fully implicit Runge-Kutta method with internal tableau complex basis transform for efficiency.

source
OrdinaryDiffEq.OrdinaryDiffEqFIRK.RadauIIA5Type

@article{hairer1999stiff, title={Stiff differential equations solved by Radau methods}, author={Hairer, Ernst and Wanner, Gerhard}, journal={Journal of Computational and Applied Mathematics}, volume={111}, number={1-2}, pages={93–111}, year={1999}, publisher={Elsevier} }

RadauIIA5: Fully-Implicit Runge-Kutta Method An A-B-L stable fully implicit Runge-Kutta method with internal tableau complex basis transform for efficiency.

source
diff --git a/previews/PR2302/stiff/implicit_extrapolation/index.html b/previews/PR2302/stiff/implicit_extrapolation/index.html new file mode 100644 index 0000000000..10205f6815 --- /dev/null +++ b/previews/PR2302/stiff/implicit_extrapolation/index.html @@ -0,0 +1,6 @@ + +Implicit Extrapolation Methods · OrdinaryDiffEq.jl

Implicit Extrapolation Methods

diff --git a/previews/PR2302/stiff/rosenbrock/index.html b/previews/PR2302/stiff/rosenbrock/index.html new file mode 100644 index 0000000000..a1647667f5 --- /dev/null +++ b/previews/PR2302/stiff/rosenbrock/index.html @@ -0,0 +1,122 @@ + +Rosenbrock Methods · OrdinaryDiffEq.jl

Rosenbrock Methods

Standard Rosenbrock Methods

OrdinaryDiffEq.ROS2Type
ROS2(; autodiff = Val{true}(),
+       concrete_jac = nothing,
+       linsolve = nothing,
+       precs = DEFAULT_PRECS)

Rosenbrock Method. A 2nd order L-stable Rosenbrock method with 2 internal stages.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • J. G. Verwer et al. (1999): A second-order Rosenbrock method applied to photochemical dispersion problems https://doi.org/10.1137/S1064827597326651
source
OrdinaryDiffEq.ROS3Type
ROS3(; autodiff = Val{true}(),
+       concrete_jac = nothing,
+       linsolve = nothing,
+       precs = DEFAULT_PRECS)

Rosenbrock Method. 3rd order L-stable Rosenbrock method with 3 internal stages with an embedded strongly A-stable 2nd order method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)
source
OrdinaryDiffEq.ROS2PRType
ROS2PR(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS)

Rosenbrock Method. 2nd order stiffly accurate Rosenbrock method with 3 internal stages with (Rinf=0). For problems with medium stiffness the convergence behaviour is very poor and it is recommended to use ROS2S instead.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Rang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0
source
OrdinaryDiffEq.ROS3PRType
ROS3PR(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS)

Rosenbrock Method. 3nd order stiffly accurate Rosenbrock method with 3 internal stages with B_PR consistent of order 3, which is strongly A-stable with Rinf~=-0.73.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Rang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0
source
OrdinaryDiffEq.Scholz4_7Type
Scholz4_7(; autodiff = Val{true}(),
+            concrete_jac = nothing,
+            linsolve = nothing,
+            precs = DEFAULT_PRECS)

Rosenbrock Method. 3nd order stiffly accurate Rosenbrock method with 3 internal stages with B_PR consistent of order 3, which is strongly A-stable with Rinf~=-0.73. Convergence with order 4 for the stiff case, but has a poor accuracy.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Rang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0
source
OrdinaryDiffEq.ROS3PRLType
ROS3PRL(; autodiff = Val{true}(),
+          concrete_jac = nothing,
+          linsolve = nothing,
+          precs = DEFAULT_PRECS)

Rosenbrock Method. 3rd order stiffly accurate Rosenbrock method with 4 internal stages, B_PR consistent of order 2 with Rinf=0. The order of convergence decreases if medium stiff problems are considered, but it has good results for very stiff cases.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Rang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0
source
OrdinaryDiffEq.ROS3PRL2Type
ROS3PRL2(; autodiff = Val{true}(),
+           concrete_jac = nothing,
+           linsolve = nothing,
+           precs = DEFAULT_PRECS)

Rosenbrock Method. 3rd order stiffly accurate Rosenbrock method with 4 internal stages, B_PR consistent of order 3. The order of convergence does NOT decreases if medium stiff problems are considered as it does for ROS3PRL.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Rang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0
source
OrdinaryDiffEq.ROS3PType
ROS3P(; autodiff = Val{true}(),
+        concrete_jac = nothing,
+        linsolve = nothing,
+        precs = DEFAULT_PRECS,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. 3rd order A-stable and stiffly stable Rosenbrock method. Keeps high accuracy on discretizations of nonlinear parabolic PDEs.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Lang, J. & Verwer, ROS3P—An Accurate Third-Order Rosenbrock Solver Designed for Parabolic Problems J. BIT Numerical Mathematics (2001) 41: 731. doi:10.1023/A:1021900219772
source
OrdinaryDiffEq.Rodas3Type
Rodas3(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. 3rd order A-stable and stiffly stable Rosenbrock method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Steinebach G. Construction of Rosenbrock–Wanner method Rodas5P and numerical benchmarks within the Julia Differential Equations package. In: BIT Numerical Mathematics, 63(2), 2023
source
OrdinaryDiffEq.Rodas3PType
Rodas3P(; autodiff = Val{true}(),
+          concrete_jac = nothing,
+          linsolve = nothing,
+          precs = DEFAULT_PRECS,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. 3rd order A-stable and stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant and additional error test for interpolation. Keeps accuracy on discretizations of linear parabolic PDEs.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Steinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.
source
OrdinaryDiffEq.RosShamp4Type
RosShamp4(; autodiff = Val{true}(),
+            concrete_jac = nothing,
+            linsolve = nothing,
+            precs = DEFAULT_PRECS)

Rosenbrock Method. An A-stable 4th order Rosenbrock method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • L. F. Shampine, Implementation of Rosenbrock Methods, ACM Transactions on Mathematical Software (TOMS), 8: 2, 93-113. doi:10.1145/355993.355994
source
OrdinaryDiffEq.Veldd4Type
Veldd4(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 4th order D-stable Rosenbrock method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • van Veldhuizen, D-stability and Kaps-Rentrop-methods, M. Computing (1984) 32: 229. doi:10.1007/BF02243574
source
OrdinaryDiffEq.Velds4Type
Velds4(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 4th order A-stable Rosenbrock method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • van Veldhuizen, D-stability and Kaps-Rentrop-methods, M. Computing (1984) 32: 229. doi:10.1007/BF02243574
source
OrdinaryDiffEq.GRK4TType
GRK4T(; autodiff = Val{true}(),
+        concrete_jac = nothing,
+        linsolve = nothing,
+        precs = DEFAULT_PRECS,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. An efficient 4th order Rosenbrock method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Kaps, P. & Rentrop, Generalized Runge-Kutta methods of order four with stepsize control for stiff ordinary differential equations. P. Numer. Math. (1979) 33: 55. doi:10.1007/BF01396495
source
OrdinaryDiffEq.GRK4AType
GRK4A(; autodiff = Val{true}(),
+        concrete_jac = nothing,
+        linsolve = nothing,
+        precs = DEFAULT_PRECS,
+        step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. An A-stable 4th order Rosenbrock method. Essentially "anti-L-stable" but efficient.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Kaps, P. & Rentrop, Generalized Runge-Kutta methods of order four with stepsize control for stiff ordinary differential equations. P. Numer. Math. (1979) 33: 55. doi:10.1007/BF01396495
source
OrdinaryDiffEq.Ros4LStabType
Ros4LStab(; autodiff = Val{true}(),
+            concrete_jac = nothing,
+            linsolve = nothing,
+            precs = DEFAULT_PRECS,
+            step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 4th order A-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)
source
OrdinaryDiffEq.Rodas4Type
Rodas4(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 4th order L-stable Rosenbrock method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)
source
OrdinaryDiffEq.Rodas42Type
Rodas42(; autodiff = Val{true}(),
+          concrete_jac = nothing,
+          linsolve = nothing,
+          precs = DEFAULT_PRECS,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 4th order A-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)
source
OrdinaryDiffEq.Rodas4PType
Rodas4P(; autodiff = Val{true}(),
+          concrete_jac = nothing,
+          linsolve = nothing,
+          precs = DEFAULT_PRECS,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock-Wanner Method. 4th order A-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant. 4th order on linear parabolic problems and 3rd order accurate on nonlinear parabolic problems (as opposed to lower if not corrected).

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Steinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.
source
OrdinaryDiffEq.Rodas4P2Type
Rodas4P2(; autodiff = Val{true}(),
+           concrete_jac = nothing,
+           linsolve = nothing,
+           precs = DEFAULT_PRECS,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock-Wanner Method. A 4th order L-stable stiffly stable Rosenbrock method with a stiff-aware 3rd order interpolant. 4th order on linear parabolic problems and 3rd order accurate on nonlinear parabolic problems. It is an improvement of Roadas4P and in case of inexact Jacobians a second order W method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Steinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.
source
OrdinaryDiffEq.Rodas5Type
Rodas5(; autodiff = Val{true}(),
+         concrete_jac = nothing,
+         linsolve = nothing,
+         precs = DEFAULT_PRECS,
+         step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 5th order A-stable stiffly stable Rosenbrock method with a stiff-aware 4th order interpolant.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Di Marzo G. RODAS5(4) – Méthodes de Rosenbrock d’ordre 5(4) adaptées aux problemes différentiels-algébriques. MSc mathematics thesis, Faculty of Science, University of Geneva, Switzerland.
source
OrdinaryDiffEq.Rodas5PType
Rodas5P(; autodiff = Val{true}(),
+          concrete_jac = nothing,
+          linsolve = nothing,
+          precs = DEFAULT_PRECS,
+          step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock Method. A 5th order A-stable stiffly stable Rosenbrock method with a stiff-aware 4th order interpolant. Has improved stability in the adaptive time stepping embedding.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Steinebach G. Construction of Rosenbrock–Wanner method Rodas5P and numerical benchmarks within the Julia Differential Equations package. In: BIT Numerical Mathematics, 63(2), 2023
source

Rosenbrock W-Methods

OrdinaryDiffEq.Rosenbrock23Type
Rosenbrock23(; autodiff = Val{true}(),
+               concrete_jac = nothing,
+               linsolve = nothing,
+               precs = DEFAULT_PRECS,
+               step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock-Wanner Method. An Order 2/3 L-Stable Rosenbrock-W method which is good for very stiff equations with oscillations at low tolerances. 2nd order stiff-aware interpolation.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Shampine L.F. and Reichelt M., (1997) The MATLAB ODE Suite, SIAM Journal of

Scientific Computing, 18 (1), pp. 1-22.

source
OrdinaryDiffEq.Rosenbrock32Type
Rosenbrock32(; autodiff = Val{true}(),
+               concrete_jac = nothing,
+               linsolve = nothing,
+               precs = DEFAULT_PRECS,
+               step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock-Wanner Method. An Order 3/2 A-Stable Rosenbrock-W method which is good for mildly stiff equations without oscillations at low tolerances. Note that this method is prone to instability in the presence of oscillations, so use with caution. 2nd order stiff-aware interpolation.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Shampine L.F. and Reichelt M., (1997) The MATLAB ODE Suite, SIAM Journal of

Scientific Computing, 18 (1), pp. 1-22.

source
OrdinaryDiffEq.Rodas23WType
Rodas23W(; autodiff = Val{true}(),
+           concrete_jac = nothing,
+           linsolve = nothing,
+           precs = DEFAULT_PRECS,
+           step_limiter! = OrdinaryDiffEq.trivial_limiter!)

Rosenbrock-Wanner Method. An Order 2/3 L-Stable Rosenbrock-W method for stiff ODEs and DAEs in mass matrix form. 2nd order stiff-aware interpolation and additional error test for interpolation.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver
  • step_limiter!: function of the form limiter!(u, integrator, p, t)

References

  • Steinebach G., Rodas23W / Rodas32P - a Rosenbrock-type method for DAEs with additional error estimate for dense output and Julia implementation, In progress.
source
OrdinaryDiffEq.ROS34PW1aType
ROS34PW1a(; autodiff = Val{true}(),
+            concrete_jac = nothing,
+            linsolve = nothing,
+            precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. A 4th order L-stable Rosenbrock-W method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

source
OrdinaryDiffEq.ROS34PW1bType
ROS34PW1b(; autodiff = Val{true}(),
+            concrete_jac = nothing,
+            linsolve = nothing,
+            precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. A 4th order L-stable Rosenbrock-W method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

source
OrdinaryDiffEq.ROS34PW2Type
ROS34PW2(; autodiff = Val{true}(),
+           concrete_jac = nothing,
+           linsolve = nothing,
+           precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. A 4th order stiffy accurate Rosenbrock-W method for PDAEs.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

source
OrdinaryDiffEq.ROS34PW3Type
ROS34PW3(; autodiff = Val{true}(),
+           concrete_jac = nothing,
+           linsolve = nothing,
+           precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. A 4th order strongly A-stable (Rinf~0.63) Rosenbrock-W method.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

source
OrdinaryDiffEq.ROS34PRwType
ROS34PRw(; autodiff = Val{true}(),
+           concrete_jac = nothing,
+           linsolve = nothing,
+           precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. 3rd order stiffly accurate Rosenbrock-Wanner W-method with 4 internal stages, B_PR consistent of order 2. The order of convergence decreases if medium stiff problems are considered.

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Joachim Rang, Improved traditional Rosenbrock–Wanner methods for stiff ODEs and DAEs, Journal of Computational and Applied Mathematics, https://doi.org/10.1016/j.cam.2015.03.010
source
OrdinaryDiffEq.ROK4aType
ROK4a(; autodiff = Val{true}(),
+        concrete_jac = nothing,
+        linsolve = nothing,
+        precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. 4rd order L-stable Rosenbrock-Krylov method with 4 internal stages, with a 3rd order embedded method which is strongly A-stable with Rinf~=0.55. (when using exact Jacobians)

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Tranquilli, Paul and Sandu, Adrian (2014): Rosenbrock–Krylov Methods for Large Systems of Differential Equations https://doi.org/10.1137/130923336
source
OrdinaryDiffEq.ROS2SType
ROS2S(; autodiff = Val{true}(),
+        concrete_jac = nothing,
+        linsolve = nothing,
+        precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. 2nd order stiffly accurate Rosenbrock-Wanner W-method with 3 internal stages with B_PR consistent of order 2 with (Rinf=0).

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

  • Rang, Joachim (2014): The Prothero and Robinson example: Convergence studies for Runge-Kutta and Rosenbrock-Wanner methods. https://doi.org/10.24355/dbbs.084-201408121139-0
source
OrdinaryDiffEq.RosenbrockW6S4OSType
RosenbrockW6S4OS(; autodiff = Val{true}(),
+                   concrete_jac = nothing,
+                   linsolve = nothing,
+                   precs = DEFAULT_PRECS)

Rosenbrock-Wanner Method. A 4th order L-stable Rosenbrock-W method (fixed step only).

Keyword Arguments

  • autodiff: boolean to control if the Jacobian should be computed via AD or not
  • concrete_jac: function of the form jac!(J, u, p, t)
  • linsolve: custom solver for the inner linear systems
  • precs: custom preconditioner for the inner linear solver

References

https://doi.org/10.1016/j.cam.2009.09.017

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diff --git a/previews/PR2302/stiff/sdirk/index.html b/previews/PR2302/stiff/sdirk/index.html new file mode 100644 index 0000000000..837014e306 --- /dev/null +++ b/previews/PR2302/stiff/sdirk/index.html @@ -0,0 +1,6 @@ + +Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods · OrdinaryDiffEq.jl

Singly-Diagonally Implicit Runge-Kutta (SDIRK) Methods

OrdinaryDiffEq.OrdinaryDiffEqSDIRK.TrapezoidType

Andre Vladimirescu. 1994. The Spice Book. John Wiley & Sons, Inc., New York, NY, USA.

Trapezoid: SDIRK Method A second order A-stable symmetric ESDIRK method. "Almost symplectic" without numerical dampening. Also known as Crank-Nicolson when applied to PDEs. Adaptive timestepping via divided differences approximation to the second derivative terms in the local truncation error estimate (the SPICE approximation strategy).

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OrdinaryDiffEq.OrdinaryDiffEqSDIRK.TRBDF2Type

@article{hosea1996analysis, title={Analysis and implementation of TR-BDF2}, author={Hosea, ME and Shampine, LF}, journal={Applied Numerical Mathematics}, volume={20}, number={1-2}, pages={21–37}, year={1996}, publisher={Elsevier} }

TRBDF2: SDIRK Method A second order A-B-L-S-stable one-step ESDIRK method. Includes stiffness-robust error estimates for accurate adaptive timestepping, smoothed derivatives for highly stiff and oscillatory problems.

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OrdinaryDiffEq.OrdinaryDiffEqSDIRK.SDIRK2Type

@article{hindmarsh2005sundials, title={{SUNDIALS}: Suite of nonlinear and differential/algebraic equation solvers}, author={Hindmarsh, Alan C and Brown, Peter N and Grant, Keith E and Lee, Steven L and Serban, Radu and Shumaker, Dan E and Woodward, Carol S}, journal={ACM Transactions on Mathematical Software (TOMS)}, volume={31}, number={3}, pages={363–396}, year={2005}, publisher={ACM} }

SDIRK2: SDIRK Method An A-B-L stable 2nd order SDIRK method

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Missing docstring.

Missing docstring for SDIRK22. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SSPSDIRK2. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno3Type

@article{kvaerno2004singly, title={Singly diagonally implicit Runge–Kutta methods with an explicit first stage}, author={Kv{\ae}rn{\o}, Anne}, journal={BIT Numerical Mathematics}, volume={44}, number={3}, pages={489–502}, year={2004}, publisher={Springer} }

Kvaerno3: SDIRK Method An A-L stable stiffly-accurate 3rd order ESDIRK method

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Missing docstring.

Missing docstring for CFNLIRK3. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Cash4Type

@article{hindmarsh2005sundials, title={{SUNDIALS}: Suite of nonlinear and differential/algebraic equation solvers}, author={Hindmarsh, Alan C and Brown, Peter N and Grant, Keith E and Lee, Steven L and Serban, Radu and Shumaker, Dan E and Woodward, Carol S}, journal={ACM Transactions on Mathematical Software (TOMS)}, volume={31}, number={3}, pages={363–396}, year={2005}, publisher={ACM} }

Cash4: SDIRK Method An A-L stable 4th order SDIRK method

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Missing docstring.

Missing docstring for SFSDIRK4. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SFSDIRK5. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SFSDIRK6. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SFSDIRK7. Check Documenter's build log for details.

Missing docstring.

Missing docstring for SFSDIRK8. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Hairer4Type

E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)

Hairer4: SDIRK Method An A-L stable 4th order SDIRK method

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OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Hairer42Type

E. Hairer, G. Wanner, Solving ordinary differential equations II, stiff and differential-algebraic problems. Computational mathematics (2nd revised ed.), Springer (1996)

Hairer42: SDIRK Method An A-L stable 4th order SDIRK method

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OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno4Type

@article{kvaerno2004singly, title={Singly diagonally implicit Runge–Kutta methods with an explicit first stage}, author={Kv{\ae}rn{\o}, Anne}, journal={BIT Numerical Mathematics}, volume={44}, number={3}, pages={489–502}, year={2004}, publisher={Springer} }

Kvaerno4: SDIRK Method An A-L stable stiffly-accurate 4th order ESDIRK method.

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OrdinaryDiffEq.OrdinaryDiffEqSDIRK.Kvaerno5Type

@article{kvaerno2004singly, title={Singly diagonally implicit Runge–Kutta methods with an explicit first stage}, author={Kv{\ae}rn{\o}, Anne}, journal={BIT Numerical Mathematics}, volume={44}, number={3}, pages={489–502}, year={2004}, publisher={Springer} }

Kvaerno5: SDIRK Method An A-L stable stiffly-accurate 5th order ESDIRK method

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diff --git a/previews/PR2302/stiff/stabilized_rk/index.html b/previews/PR2302/stiff/stabilized_rk/index.html new file mode 100644 index 0000000000..7c7904c6b7 --- /dev/null +++ b/previews/PR2302/stiff/stabilized_rk/index.html @@ -0,0 +1,6 @@ + +Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev) · OrdinaryDiffEq.jl

Stabilized Runge-Kutta Methods (Runge-Kutta-Chebyshev)

Explicit Stabilized Runge-Kutta Methods

Explicit stabilized methods utilize an upper bound on the spectral radius of the Jacobian. Users can supply an upper bound by specifying the keyword argument eigen_est, for example

`eigen_est = (integrator) -> integrator.eigen_est = upper_bound`

The methods ROCK2 and ROCK4 also include keyword arguments min_stages and max_stages, which specify upper and lower bounds on the adaptively chosen number of stages for stability.

OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ROCK2Type

Assyr Abdulle, Alexei A. Medovikov. Second Order Chebyshev Methods based on Orthogonal Polynomials. Numerische Mathematik, 90 (1), pp 1-18, 2001. doi: https://dx.doi.org/10.1007/s002110100292

ROCK2: Stabilized Explicit Method. Second order stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.

This method takes optional keyword arguments min_stages, max_stages, and eigen_est. The function eigen_est should be of the form

eigen_est = (integrator) -> integrator.eigen_est = upper_bound,

where upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.

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OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ROCK4Type
ROCK4(; min_stages = 0, max_stages = 152, eigen_est = nothing)

Assyr Abdulle. Fourth Order Chebyshev Methods With Recurrence Relation. 2002 Society for Industrial and Applied Mathematics Journal on Scientific Computing, 23(6), pp 2041-2054, 2001. doi: https://doi.org/10.1137/S1064827500379549

ROCK4: Stabilized Explicit Method. Fourth order stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.

This method takes optional keyword arguments min_stages, max_stages, and eigen_est. The function eigen_est should be of the form

eigen_est = (integrator) -> integrator.eigen_est = upper_bound,

where upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.

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Missing docstring.

Missing docstring for SERK2. Check Documenter's build log for details.

OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ESERK4Type
ESERK4(; eigen_est = nothing)

J. Martín-Vaquero, B. Kleefeld. Extrapolated stabilized explicit Runge-Kutta methods, Journal of Computational Physics, 326, pp 141-155, 2016. doi: https://doi.org/10.1016/j.jcp.2016.08.042.

ESERK4: Stabilized Explicit Method. Fourth order extrapolated stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.

This method takes the keyword argument eigen_est of the form

eigen_est = (integrator) -> integrator.eigen_est = upper_bound,

where upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.

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OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.ESERK5Type
ESERK5(; eigen_est = nothing)

J. Martín-Vaquero, A. Kleefeld. ESERK5: A fifth-order extrapolated stabilized explicit Runge-Kutta method, Journal of Computational and Applied Mathematics, 356, pp 22-36, 2019. doi: https://doi.org/10.1016/j.cam.2019.01.040.

ESERK5: Stabilized Explicit Method. Fifth order extrapolated stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues and is smoothened to allow for moderate sized complex eigenvalues.

This method takes the keyword argument eigen_est of the form

eigen_est = (integrator) -> integrator.eigen_est = upper_bound,

where upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.

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OrdinaryDiffEq.OrdinaryDiffEqStabilizedRK.RKCType
RKC(; eigen_est = nothing)

B. P. Sommeijer, L. F. Shampine, J. G. Verwer. RKC: An Explicit Solver for Parabolic PDEs, Journal of Computational and Applied Mathematics, 88(2), pp 315-326, 1998. doi: https://doi.org/10.1016/S0377-0427(97)00219-7

RKC: Stabilized Explicit Method. Second order stabilized Runge-Kutta method. Exhibits high stability for real eigenvalues.

This method takes the keyword argument eigen_est of the form

eigen_est = (integrator) -> integrator.eigen_est = upper_bound,

where upper_bound is an estimated upper bound on the spectral radius of the Jacobian matrix. If eigen_est is not provided, upper_bound will be estimated using the power iteration.

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Implicit Stabilized Runge-Kutta Methods

Missing docstring.

Missing docstring for IRKC. Check Documenter's build log for details.

diff --git a/previews/PR2302/stiff/stiff_multistep/index.html b/previews/PR2302/stiff/stiff_multistep/index.html new file mode 100644 index 0000000000..cdf0ec19f1 --- /dev/null +++ b/previews/PR2302/stiff/stiff_multistep/index.html @@ -0,0 +1,6 @@ + +Multistep Methods for Stiff Equations · OrdinaryDiffEq.jl

Multistep Methods for Stiff Equations

OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDF1Type

QNDF1: Multistep Method An adaptive order 1 quasi-constant timestep L-stable numerical differentiation function (NDF) method. Optional parameter kappa defaults to Shampine's accuracy-optimal -0.1850.

See also QNDF.

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OrdinaryDiffEq.OrdinaryDiffEqBDF.ABDF2Type

E. Alberdi Celayaa, J. J. Anza Aguirrezabalab, P. Chatzipantelidisc. Implementation of an Adaptive BDF2 Formula and Comparison with The MATLAB Ode15s. Procedia Computer Science, 29, pp 1014-1026, 2014. doi: https://doi.org/10.1016/j.procs.2014.05.091

ABDF2: Multistep Method An adaptive order 2 L-stable fixed leading coefficient multistep BDF method.

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OrdinaryDiffEq.OrdinaryDiffEqBDF.QNDFType

QNDF: Multistep Method An adaptive order quasi-constant timestep NDF method. Utilizes Shampine's accuracy-optimal kappa values as defaults (has a keyword argument for a tuple of kappa coefficients).

@article{shampine1997matlab, title={The matlab ode suite}, author={Shampine, Lawrence F and Reichelt, Mark W}, journal={SIAM journal on scientific computing}, volume={18}, number={1}, pages={1–22}, year={1997}, publisher={SIAM} }

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OrdinaryDiffEq.OrdinaryDiffEqBDF.FBDFType

FBDF: Fixed leading coefficient BDF

An adaptive order quasi-constant timestep NDF method. Utilizes Shampine's accuracy-optimal kappa values as defaults (has a keyword argument for a tuple of kappa coefficients).

@article{shampine2002solving, title={Solving 0= F (t, y (t), y′(t)) in Matlab}, author={Shampine, Lawrence F}, year={2002}, publisher={Walter de Gruyter GmbH \& Co. KG} }

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diff --git a/previews/PR2302/usage/index.html b/previews/PR2302/usage/index.html new file mode 100644 index 0000000000..6e06ca781d --- /dev/null +++ b/previews/PR2302/usage/index.html @@ -0,0 +1,42 @@ + +Usage · OrdinaryDiffEq.jl

Usage

OrdinaryDiffEq.jl is part of the SciML common interface, but can be used independently of DifferentialEquations.jl. The only requirement is that the user passes an OrdinaryDiffEq.jl algorithm to solve. For example, we can solve the ODE tutorial from the docs using the Tsit5() algorithm:

using OrdinaryDiffEq
+f(u, p, t) = 1.01 * u
+u0 = 1 / 2
+tspan = (0.0, 1.0)
+prob = ODEProblem(f, u0, tspan)
+sol = solve(prob, Tsit5(), reltol = 1e-8, abstol = 1e-8)
+using Plots
+plot(sol, linewidth = 5, title = "Solution to the linear ODE with a thick line",
+    xaxis = "Time (t)", yaxis = "u(t) (in μm)", label = "My Thick Line!") # legend=false
+plot!(sol.t, t -> 0.5 * exp(1.01t), lw = 3, ls = :dash, label = "True Solution!")

That example uses the out-of-place syntax f(u,p,t), while the inplace syntax (more efficient for systems of equations) is shown in the Lorenz example:

using OrdinaryDiffEq
+function lorenz(du, u, p, t)
+    du[1] = 10.0(u[2] - u[1])
+    du[2] = u[1] * (28.0 - u[3]) - u[2]
+    du[3] = u[1] * u[2] - (8 / 3) * u[3]
+end
+u0 = [1.0; 0.0; 0.0]
+tspan = (0.0, 100.0)
+prob = ODEProblem(lorenz, u0, tspan)
+sol = solve(prob, Tsit5())
+using Plots;
+plot(sol, vars = (1, 2, 3));

Very fast static array versions can be specifically compiled to the size of your model. For example:

using OrdinaryDiffEq, StaticArrays
+function lorenz(u, p, t)
+    SA[10.0(u[2] - u[1]), u[1] * (28.0 - u[3]) - u[2], u[1] * u[2] - (8 / 3) * u[3]]
+end
+u0 = SA[1.0; 0.0; 0.0]
+tspan = (0.0, 100.0)
+prob = ODEProblem(lorenz, u0, tspan)
+sol = solve(prob, Tsit5())

For “refined ODEs”, like dynamical equations and SecondOrderODEProblems, refer to the DiffEqDocs. For example, in DiffEqTutorials.jl we show how to solve equations of motion using symplectic methods:

function HH_acceleration(dv, v, u, p, t)
+    x, y = u
+    dx, dy = dv
+    dv[1] = -x - 2x * y
+    dv[2] = y^2 - y - x^2
+end
+initial_positions = [0.0, 0.1]
+initial_velocities = [0.5, 0.0]
+prob = SecondOrderODEProblem(HH_acceleration, initial_velocities, initial_positions, tspan)
+sol2 = solve(prob, KahanLi8(), dt = 1 / 10);

Other refined forms are IMEX and semi-linear ODEs (for exponential integrators).

Available Solvers

For the list of available solvers, please refer to the DifferentialEquations.jl ODE Solvers, Dynamical ODE Solvers, and the Split ODE Solvers pages.