From e8bbd534870a304ab0a88c84a41e93dc3d15e717 Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Mon, 18 Sep 2023 09:31:33 +0000 Subject: [PATCH] build based on c893c1d --- dev/.documenter-siteinfo.json | 1 + dev/assets/documenter.js | 737 ++++++++++++++++--- dev/assets/search.js | 267 ------- dev/assets/themes/documenter-dark.css | 4 +- dev/assets/themes/documenter-light.css | 4 +- dev/assets/themeswap.js | 82 ++- dev/assets/warner.js | 87 +-- dev/custom/custom-addons/index.html | 4 +- dev/custom/custom-functional-form/index.html | 4 +- dev/extra/contributing/index.html | 2 +- dev/extra/extensions/index.html | 2 +- dev/index.html | 2 +- dev/lib/algebra/common/index.html | 2 +- dev/lib/helpers/index.html | 6 +- dev/lib/message/index.html | 6 +- dev/lib/methods/index.html | 4 +- dev/lib/nodes/flow/index.html | 4 +- dev/lib/nodes/nodes/index.html | 10 +- dev/lib/prod/index.html | 4 +- dev/lib/rules/rules/index.html | 8 +- dev/search/index.html | 2 - 21 files changed, 769 insertions(+), 473 deletions(-) create mode 100644 dev/.documenter-siteinfo.json delete mode 100644 dev/assets/search.js delete mode 100644 dev/search/index.html diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json new file mode 100644 index 000000000..e38230018 --- /dev/null +++ b/dev/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.9.3","generation_timestamp":"2023-09-18T09:31:20","documenter_version":"1.0.1"}} \ No newline at end of file diff --git a/dev/assets/documenter.js b/dev/assets/documenter.js index 6adfbbbf4..7002e2519 100644 --- a/dev/assets/documenter.js +++ b/dev/assets/documenter.js @@ -1,15 +1,16 @@ // Generated by Documenter.jl requirejs.config({ paths: { - 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min', + '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/1.12.1/jquery-ui.min', - 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'minisearch': 'https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.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/0.13.24/katex.min', - 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min', - 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia-repl.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": { @@ -70,13 +71,75 @@ $(document).ready(function() { hljs.highlightAll(); }) +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +var isExpanded = true; + +$(document).on("click", ".docstring header", function () { + let articleToggleTitle = "Expand docstring"; + + if ($(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 () { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + + 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(); + } 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(); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); +}); + }) //////////////////////////////////////////////////////////////////////////////// require([], function() { function addCopyButtonCallbacks() { for (const el of document.getElementsByTagName("pre")) { const button = document.createElement("button"); - button.classList.add("copy-button", "fas", "fa-copy"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + el.appendChild(button); const success = function () { @@ -85,7 +148,7 @@ function addCopyButtonCallbacks() { }; const failure = function () { - button.classList.add("error", "fa-times"); + button.classList.add("error", "fa-xmark"); button.classList.remove("fa-copy"); }; @@ -94,7 +157,7 @@ function addCopyButtonCallbacks() { setTimeout(function () { button.classList.add("fa-copy"); - button.classList.remove("success", "fa-check", "fa-times"); + button.classList.remove("success", "fa-check", "fa-xmark"); }, 5000); }); } @@ -138,29 +201,418 @@ require(['jquery', 'headroom', 'headroom-jquery'], function($, 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() { - $('#documenter .docs-navbar').headroom({ - "tolerance": {"up": 10, "down": 10}, +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, }); +}); + }) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'minisearch'], function($, minisearch) { + +// In general, most search related things will have "search" as a prefix. +// To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +let results = []; +let timer = undefined; + +let data = documenterSearchIndex["docs"].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 search 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@!]+$/, ""); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + boost: { title: 100 }, + fuzzy: 2, + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + tokenize: (string) => string.split(/[\s\-\.]+/), + }, +}); + +index.addAll(data); + +let filters = [...new Set(data.map((x) => x.category))]; +var modal_filters = make_modal_body_filters(filters); +var filter_results = []; + +$(document).on("keyup", ".documenter-search-input", function (event) { + // Adding a debounce to prevent disruptions from super-speed typing! + debounce(() => update_search(filter_results), 300); +}); + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + $(this).removeClass("search-filter-selected"); + } else { + $(this).addClass("search-filter-selected"); + } + + // Adding a debounce to prevent disruptions from crazy clicking! + debounce(() => get_filters(), 300); +}); + +/** + * A debounce function, takes a function and an optional timeout in milliseconds + * + * @function callback + * @param {number} timeout + */ +function debounce(callback, timeout = 300) { + clearTimeout(timer); + timer = setTimeout(callback, timeout); +} + +/** + * Make/Update the search component + * + * @param {string[]} selected_filters + */ +function update_search(selected_filters = []) { + let initial_search_body = ` +
Type something to get started!
+ `; + + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + results = index.search(querystring, { + filter: (result) => { + // Filtering results + if (selected_filters.length === 0) { + return result.score >= 1; + } else { + return ( + result.score >= 1 && selected_filters.includes(result.category) + ); + } + }, + }); + + let search_result_container = ``; + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + results.forEach(function (result) { + if (result.location) { + // Checking for duplication of results for the same page + if (!links.includes(result.location)) { + search_results += make_search_result(result, querystring); + count++; + } + + links.push(result.location); + } + }); + + let result_count = `
${count} result(s)
`; + + 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"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + filter_results = []; + modal_filters = make_modal_body_filters(filters, filter_results); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(initial_search_body); + } +} + +/** + * Make the modal filter html + * + * @param {string[]} filters + * @param {string[]} selected_filters + * @returns string + */ +function make_modal_body_filters(filters, selected_filters = []) { + let str = ``; + + filters.forEach((val) => { + if (selected_filters.includes(val)) { + str += `${val}`; + } else { + str += `${val}`; + } + }); + + let filter_html = ` +
+ Filters: + ${str} +
+ `; + + return filter_html; +} + +/** + * Make the result component given a minisearch result data object and the value of the search input as queryString. + * To view the result object structure, refer: https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ +function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + + let textindex = new RegExp(`\\b${querystring}\\b`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`\\b${querystring}\\b`, "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 = ` + +
+
${result.title}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; +} + +/** + * Get selected filters, remake the filter html and lastly update the search modal + */ +function get_filters() { + let ele = $(".search-filters .search-filter-selected").get(); + filter_results = ele.map((x) => $(x).text().toLowerCase()); + modal_filters = make_modal_body_filters(filters, filter_results); + update_search(filter_results); +} }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { // Modal settings dialog -$(document).ready(function() { - var settings = $('#documenter-settings'); - $('#documenter-settings-button').click(function(){ - settings.toggleClass('is-active'); +$(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'); + $("#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'); + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); }); }); @@ -168,151 +620,242 @@ $(document).ready(function() { //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { +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. -$(document).ready(function() { +$(document).ready(function () { var sidebar = $("#documenter > .docs-sidebar"); - var sidebar_button = $("#documenter-sidebar-button") - sidebar_button.click(function(ev) { + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { ev.preventDefault(); - sidebar.toggleClass('visible'); - if (sidebar.hasClass('visible')) { + 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) { + $("#documenter > .docs-main").bind("click", function (ev) { if ($(ev.target).is(sidebar_button)) { return; } - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); + 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 -$(document).ready(function() { +$(document).ready(function () { e = $("#documenter .docs-autofit"); function resize() { - var L = parseInt(e.css('max-width'), 10); + 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); + 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); + $(window).on("orientationchange", resize); }); // Scroll the navigation bar to the currently selected menu item -$(document).ready(function() { +$(document).ready(function () { var sidebar = $("#documenter .docs-menu").get(0); var active = $("#documenter .docs-menu .is-active").get(0); - if(typeof active !== 'undefined') { + if (typeof active !== "undefined") { sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; } -}) +}); }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { -function set_theme(theme) { - var active = null; - var disabled = []; - for (var i = 0; i < document.styleSheets.length; i++) { - var ss = document.styleSheets[i]; - var themename = ss.ownerNode.getAttribute("data-theme-name"); - if(themename === null) continue; // ignore non-theme stylesheets - // Find the active theme - if(themename === theme) active = ss; - else disabled.push(ss); - } - if(active !== null) { - active.disabled = false; - if(active.ownerNode.getAttribute("data-theme-primary") === null) { - document.getElementsByTagName('html')[0].className = "theme--" + theme; - } else { - document.getElementsByTagName('html')[0].className = ""; - } - disabled.forEach(function(ss){ - ss.disabled = true; - }); - } - - // Store the theme in localStorage - if(typeof(window.localStorage) !== "undefined") { - window.localStorage.setItem("documenter-theme", theme); - } else { - console.error("Browser does not support window.localStorage"); - } -} - // Theme picker setup -$(document).ready(function() { +$(document).ready(function () { // onchange callback - $('#documenter-themepicker').change(function themepick_callback(ev){ - var themename = $('#documenter-themepicker option:selected').attr('value'); - set_theme(themename); + $("#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); - }) - } else { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = $("html").hasClass(`theme--${e.value}`); - }) + 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 -$(document).ready(function() { +$(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) { + 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; + 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 = $(""); + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); version_selector_select.append(option); } - if (typeof DOC_VERSIONS !== 'undefined') { + 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_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 = $(""); + var option = $( + "" + ); version_selector_select.append(option); } else { var option = existing_versions[existing_id]; @@ -326,6 +869,6 @@ $(document).ready(function() { if (version_selector_select.children("option").length > 0) { version_selector.toggleClass("visible"); } -}) +}); }) diff --git a/dev/assets/search.js b/dev/assets/search.js deleted file mode 100644 index c133f7410..000000000 --- a/dev/assets/search.js +++ /dev/null @@ -1,267 +0,0 @@ -// Generated by Documenter.jl -requirejs.config({ - paths: { - 'lunr': 'https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min', - 'lodash': 'https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', - } -}); -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'lunr', 'lodash'], function($, lunr, _) { - -$(document).ready(function() { - // parseUri 1.2.2 - // (c) Steven Levithan - // MIT License - function parseUri (str) { - var o = parseUri.options, - m = o.parser[o.strictMode ? "strict" : "loose"].exec(str), - uri = {}, - i = 14; - - while (i--) uri[o.key[i]] = m[i] || ""; - - uri[o.q.name] = {}; - uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) { - if ($1) uri[o.q.name][$1] = $2; - }); - - return uri; - }; - parseUri.options = { - strictMode: false, - key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"], - q: { - name: "queryKey", - parser: /(?:^|&)([^&=]*)=?([^&]*)/g - }, - parser: { - strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/, - loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/ - } - }; - - $("#search-form").submit(function(e) { - e.preventDefault() - }) - - // list below is the lunr 2.1.3 list minus the intersect with names(Base) - // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) - // ideally we'd just filter the original list but it's not available as a variable - lunr.stopWordFilter = lunr.generateStopWordFilter([ - 'a', - 'able', - 'about', - 'across', - 'after', - 'almost', - 'also', - 'am', - 'among', - 'an', - 'and', - 'are', - 'as', - 'at', - 'be', - 'because', - 'been', - 'but', - 'by', - 'can', - 'cannot', - 'could', - 'dear', - 'did', - 'does', - 'either', - 'ever', - 'every', - 'from', - 'got', - 'had', - 'has', - 'have', - 'he', - 'her', - 'hers', - 'him', - 'his', - 'how', - 'however', - 'i', - 'if', - 'into', - 'it', - 'its', - 'just', - 'least', - 'like', - 'likely', - 'may', - 'me', - 'might', - 'most', - 'must', - 'my', - 'neither', - 'no', - 'nor', - 'not', - 'of', - 'off', - 'often', - 'on', - 'or', - 'other', - 'our', - 'own', - 'rather', - 'said', - 'say', - 'says', - 'she', - 'should', - 'since', - 'so', - 'some', - 'than', - 'that', - 'the', - 'their', - 'them', - 'then', - 'there', - 'these', - 'they', - 'this', - 'tis', - 'to', - 'too', - 'twas', - 'us', - 'wants', - 'was', - 'we', - 'were', - 'what', - 'when', - 'who', - 'whom', - 'why', - 'will', - 'would', - 'yet', - 'you', - 'your' - ]) - - // add . as a separator, because otherwise "title": "Documenter.Anchors.add!" - // would not find anything if searching for "add!", only for the entire qualification - lunr.tokenizer.separator = /[\s\-\.]+/ - - // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names - lunr.trimmer = function (token) { - return token.update(function (s) { - return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '') - }) - } - - lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter') - lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer') - - var index = lunr(function () { - this.ref('location') - this.field('title',{boost: 100}) - this.field('text') - documenterSearchIndex['docs'].forEach(function(e) { - this.add(e) - }, this) - }) - var store = {} - - documenterSearchIndex['docs'].forEach(function(e) { - store[e.location] = {title: e.title, category: e.category, page: e.page} - }) - - $(function(){ - searchresults = $('#documenter-search-results'); - searchinfo = $('#documenter-search-info'); - searchbox = $('#documenter-search-query'); - searchform = $('.docs-search'); - sidebar = $('.docs-sidebar'); - function update_search(querystring) { - tokens = lunr.tokenizer(querystring) - results = index.query(function (q) { - tokens.forEach(function (t) { - q.term(t.toString(), { - fields: ["title"], - boost: 100, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["title"], - boost: 10, - usePipeline: true, - editDistance: 2, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["text"], - boost: 1, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - }) - }) - searchinfo.text("Number of results: " + results.length) - searchresults.empty() - results.forEach(function(result) { - data = store[result.ref] - link = $(''+data.title+'') - link.attr('href', documenterBaseURL+'/'+result.ref) - if (data.category != "page"){ - cat = $('('+data.category+', '+data.page+')') - } else { - cat = $('('+data.category+')') - } - li = $('
  • ').append(link).append(" ").append(cat) - searchresults.append(li) - }) - } - - function update_search_box() { - querystring = searchbox.val() - update_search(querystring) - } - - searchbox.keyup(_.debounce(update_search_box, 250)) - searchbox.change(update_search_box) - - // Disable enter-key form submission for the searchbox on the search page - // and just re-run search rather than refresh the whole page. - searchform.keypress( - function(event){ - if (event.which == '13') { - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); - } - update_search_box(); - event.preventDefault(); - } - } - ); - - search_query_uri = parseUri(window.location).queryKey["q"] - if(search_query_uri !== undefined) { - search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20')) - searchbox.val(search_query) - } - update_search_box(); - }) -}) - -}) diff --git a/dev/assets/themes/documenter-dark.css b/dev/assets/themes/documenter-dark.css index c94a294dc..691b83abd 100644 --- a/dev/assets/themes/documenter-dark.css +++ b/dev/assets/themes/documenter-dark.css @@ -1,7 +1,7 @@ -@keyframes spinAround{from{transform:rotate(0deg)}to{transform:rotate(359deg)}}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable,html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" ";display:block;height:0.625em;margin-top:-0.4375em;pointer-events:none;position:absolute;top:50%;transform:rotate(-45deg);transform-origin:center;width:0.625em}html.theme--documenter-dark .admonition:not(:last-child),html.theme--documenter-dark .tabs:not(:last-child),html.theme--documenter-dark .message:not(:last-child),html.theme--documenter-dark .list:not(:last-child),html.theme--documenter-dark .level:not(:last-child),html.theme--documenter-dark .breadcrumb:not(:last-child),html.theme--documenter-dark .highlight:not(:last-child),html.theme--documenter-dark .block:not(:last-child),html.theme--documenter-dark .title:not(:last-child),html.theme--documenter-dark .subtitle:not(:last-child),html.theme--documenter-dark .table-container:not(:last-child),html.theme--documenter-dark .table:not(:last-child),html.theme--documenter-dark .progress:not(:last-child),html.theme--documenter-dark .notification:not(:last-child),html.theme--documenter-dark 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.is-medium.delete{height:24px;max-height:24px;max-width:24px;min-height:24px;min-width:24px;width:24px}html.theme--documenter-dark .is-large.modal-close,html.theme--documenter-dark .is-large.delete{height:32px;max-height:32px;max-width:32px;min-height:32px;min-width:32px;width:32px}html.theme--documenter-dark .control.is-loading::after,html.theme--documenter-dark .select.is-loading::after,html.theme--documenter-dark .loader,html.theme--documenter-dark .button.is-loading::after{animation:spinAround 500ms infinite linear;border:2px solid #dbdee0;border-radius:290486px;border-right-color:transparent;border-top-color:transparent;content:"";display:block;height:1em;position:relative;width:1em}html.theme--documenter-dark .hero-video,html.theme--documenter-dark .modal-background,html.theme--documenter-dark .modal,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 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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 #ecf0f1 #ecf0f1 !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 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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:left}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 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.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 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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 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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 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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 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.button.is-warning.is-active{background-color:#946e00;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-warning[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning{background-color:#ad8100;border-color:#ad8100;box-shadow:none}html.theme--documenter-dark .button.is-warning.is-inverted{background-color:#fff;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-inverted:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark 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.button.is-danger.is-light{background-color:#fdeeec;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#fce3e0;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#fcd8d5;border-color:transparent;color:#ec311d}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 + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons 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Gets put into the tag.. function set_theme_from_local_storage() { - // Intialize the theme to null, which means default + // Initialize the theme to null, which means default var theme = null; // If the browser supports the localstorage and is not disabled then try to get the // documenter theme - if(window.localStorage != null) { + if (window.localStorage != null) { // Get the user-picked theme from localStorage. May be `null`, which means the default // theme. - theme = window.localStorage.getItem("documenter-theme"); + theme = window.localStorage.getItem("documenter-theme"); } - // Check if the browser supports user color preference - var darkPreference = false; // Check if the users preference is for dark color scheme - if(window.matchMedia('(prefers-color-scheme: dark)').matches === true) { - darkPreference = true; - } + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; // Initialize a few variables for the loop: // // - active: will contain the index of the theme that should be active. Note that there @@ -24,43 +21,64 @@ function set_theme_from_local_storage() { // // - disabled: style sheets that should be disabled (i.e. all the theme style sheets // that are not the currently active theme) - var active = null; var disabled = []; var darkTheme = null; + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; for (var i = 0; i < document.styleSheets.length; i++) { var ss = document.styleSheets[i]; // The tag of each style sheet is expected to have a data-theme-name attribute // which must contain the name of the theme. The names in localStorage much match this. var themename = ss.ownerNode.getAttribute("data-theme-name"); // attribute not set => non-theme stylesheet => ignore - if(themename === null) continue; + if (themename === null) continue; // To distinguish the default (primary) theme, it needs to have the data-theme-primary // attribute set. - var isprimary = (ss.ownerNode.getAttribute("data-theme-primary") !== null); - // Check if the theme is primary dark theme - var isDarkTheme = (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null); - // If ss is for dark theme then set the value of darkTheme to the name of the theme - if(isDarkTheme) darkTheme = themename; + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } // If we find a matching theme (and it's not the default), we'll set active to non-null - if(themename === theme) active = i; + if (themename === theme) active = i; // Store the style sheets of inactive themes so that we could disable them - if(themename !== theme) disabled.push(ss); + if (themename !== theme) disabled.push(ss); } - if(active !== null) { + var activeTheme = null; + if (active !== null) { // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + theme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - ss.disabled = true; - }); + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } } - else if(darkTheme !== null && darkPreference === true) { - // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + darkTheme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - if (ss.ownerNode.getAttribute("data-theme-name") !== darkTheme) { - ss.disabled = true; - } - }); + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); } } set_theme_from_local_storage(); diff --git a/dev/assets/warner.js b/dev/assets/warner.js index 5531c8851..3f6f5d008 100644 --- a/dev/assets/warner.js +++ b/dev/assets/warner.js @@ -1,49 +1,52 @@ -function maybeAddWarning () { - // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE - // in siteinfo.js. - // If either of these are undefined something went horribly wrong, so we abort. - if ( - window.DOCUMENTER_NEWEST === undefined || - window.DOCUMENTER_CURRENT_VERSION === undefined || - window.DOCUMENTER_STABLE === undefined - ) { - return - }; +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } - // Current version is not a version number, so we can't tell if it's the newest version. 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    Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} -if (document.readyState === 'loading') { - document.addEventListener('DOMContentLoaded', maybeAddWarning); +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); } else { - maybeAddWarning(); -}; + maybeAddWarning(); +} diff --git a/dev/custom/custom-addons/index.html b/dev/custom/custom-addons/index.html index 5d9a3bf50..5a0b9cb5f 100644 --- a/dev/custom/custom-addons/index.html +++ b/dev/custom/custom-addons/index.html @@ -1,5 +1,5 @@ -Custom addons · ReactiveMP.jl
    Edit on GitHub

    Custom Addons

    Standard message passing schemes only pass along distributions to other nodes. However, for more advanced usage, there might be a need for passing along additional information in messages and/or marginals. One can for example think of passing along the scaling of the distribution or some information that specifies how the message or marginal was computed, i.e. which messages were used for its computation and which node was preceding it. Another use cases is saving extra debugging information inside messages themselves, e.g. what arguments have been used to compute a message.

    Addons provide a solution here. Basically, addons are structures that contain extra information that are passed along the graph with messages and marginals in a tuple. These addons can be extracted using the getaddons(message/marginal) function. Its usage and operations can differ significantly for each application, yet below gives a concise overview on how to implement them on your own.

    Example

    Suppose that we wish to create an addon that counts the number of computations that preceded some message or marginal. This addon can be created by adding the file src/addons/count.jl and by including it in the ReactiveMP.jl file.

    Step 1: Creating the addon structure

    Let's start by defining our new addon structure. This might seem daunting, but basically only requires us to specify the information that we would like to collect. Just make sure that it is specified as a subtype of AbstractAddon. In our example this becomes:

    struct AddonCount{T} <: AbstractAddon
+Custom addons · ReactiveMP.jl
    GitHub
    Custom Addons
    Standard message passing schemes only pass along distributions to other nodes. However, for more advanced usage, there might be a need for passing along additional information in messages and/or marginals. One can for example think of passing along the scaling of the distribution or some information that specifies how the message or marginal was computed, i.e. which messages were used for its computation and which node was preceding it. Another use cases is saving extra debugging information inside messages themselves, e.g. what arguments have been used to compute a message.
    Addons provide a solution here. Basically, addons are structures that contain extra information that are passed along the graph with messages and marginals in a tuple. These addons can be extracted using the getaddons(message/marginal) function. Its usage and operations can differ significantly for each application, yet below gives a concise overview on how to implement them on your own.
    Example
    Suppose that we wish to create an addon that counts the number of computations that preceded some message or marginal. This addon can be created by adding the file src/addons/count.jl and by including it in the ReactiveMP.jl file.
    Step 1: Creating the addon structure
    Let's start by defining our new addon structure. This might seem daunting, but basically only requires us to specify the information that we would like to collect. Just make sure that it is specified as a subtype of AbstractAddon. In our example this becomes:
    struct AddonCount{T} <: AbstractAddon
     count :: T
 end
    You can add additional fields or functions for improved handling, such as get_count() or show() functions.
    Step 2: Compute addon value after computing a message
    As a second step we need to specify how the addon behaves when a new message is computed in a factor node.  For this purpose we need to implement a specialized version of the message_mapping_addon() function. This function accepts the mapping variables of the factor node and updates the addons by extending the tuple.
    In our example we could write
    # This specification assumes that the default value for addon is `AddonCount(nothing)`
 function message_mapping_addon(::AddonCount{Nothing}, mapping, messages, marginals, result, addons)
@@ -21,4 +21,4 @@
 end
 
    Step 3: Computing products
    The goal is to update the AddonCount structure when we multiply 2 messages. As a result, we need to write a function that allows us to define this behaviour. This function is called multiply_addons and accepts 5 arguments. In our example this becomes
    function multiply_addons(left_addon::AddonCount, right_addon::AddonCount, new_dist, left_dist, right_dist)
     return AddonCount(left_addon.count + right_addon.count + 1)
-end
    here we add the number of operations from the addons that are being multiplied and we add one (for the current operation). we are aware that this is likely not valid for iterative message passing schemes, but it still serves as a nice example. the left_addon and right_addon argument specify the addoncount objects that are being multiplied. corresponding to these addons, there are the distributions left_dist and right_dist, which might contain information for computing the product. the new distribution new_dist ∝ left_dist * right_dist is also passed along for potentially reusing the result of earlier computations.
    More information
    For more advanced information check the implementation of the log-scale or memory addons.
    
+end

    here we add the number of operations from the addons that are being multiplied and we add one (for the current operation). we are aware that this is likely not valid for iterative message passing schemes, but it still serves as a nice example. the left_addon and right_addon argument specify the addoncount objects that are being multiplied. corresponding to these addons, there are the distributions left_dist and right_dist, which might contain information for computing the product. the new distribution new_dist ∝ left_dist * right_dist is also passed along for potentially reusing the result of earlier computations.

    More information

    For more advanced information check the implementation of the log-scale or memory addons.

    diff --git a/dev/custom/custom-functional-form/index.html b/dev/custom/custom-functional-form/index.html index ba7f87c42..513562e33 100644 --- a/dev/custom/custom-functional-form/index.html +++ b/dev/custom/custom-functional-form/index.html @@ -1,5 +1,5 @@ -Custom functional form · ReactiveMP.jl
    Edit on GitHub

    Custom Functional Form Specification

    In a nutshell, functional form constraints defines a function that approximates the product of colliding messages and computes posterior marginal that can be used later on during the inference procedure. An important part of the functional forms constraint implementation is the prod function. More information about prod function is present in the Prod Implementation section. For example, if we refer to our CustomFunctionalForm as to f we can see the whole functional form constraints pipeline as:

    \[q(x) = f\left(\frac{\overrightarrow{\mu}(x)\overleftarrow{\mu}(x)}{\int \overrightarrow{\mu}(x)\overleftarrow{\mu}(x) \mathrm{d}x}\right)\]

    Interface

    ReactiveMP.jl, however, uses some extra utility functions to define functional form constraint behaviour. Here we briefly describe all utility function. If you are only interested in the concrete example, you may directly head to the Custom Functional Form example at the end of this section.

    Abstract super type

    ReactiveMP.AbstractFormConstraint — Type
    AbstractFormConstraint

    Every functional form constraint is a subtype of AbstractFormConstraint abstract type.

    Note: this is not strictly necessary, but it makes automatic dispatch easier and compatible with the CompositeFormConstraint.

    See also: CompositeFormConstraint

    source
    ReactiveMP.CompositeFormConstraint — Type
    CompositeFormConstraint

    Creates a composite form constraint that applies form constraints in order. The composed form constraints must be compatible and have the exact same form_check_strategy. Any functional form constraint that defines is_point_mass_form_constraint() = true may be used only as the last element of the composition.

    source

    Form check strategy

    Every custom functional form must implement a new method for the default_form_check_strategy function that returns either FormConstraintCheckEach or FormConstraintCheckLast.

    • FormConstraintCheckLast: q(x) = f(μ1(x) * μ2(x) * μ3(x))
    • FormConstraintCheckEach: q(x) = f(f(μ1(x) * μ2(x)) * μ3(x))
    ReactiveMP.FormConstraintCheckEach — Type
    FormConstraintCheckEach

    This form constraint check strategy checks functional form of the messages product after each product in an equality chain. Usually if a variable has been connected to multiple nodes we want to perform multiple prod to obtain a posterior marginal. With this form check strategy constrain_form function will be executed after each subsequent prod function.

    See also: FormConstraintCheckLast, default_form_check_strategy, constrain_form

    source
    ReactiveMP.FormConstraintCheckLast — Type
    FormConstraintCheckEach

    This form constraint check strategy checks functional form of the last messages product in the equality chain. Usually if a variable has been connected to multiple nodes we want to perform multiple prod to obtain a posterior marginal. With this form check strategy constrain_form function will be executed only once after all subsequenct prod functions have been executed.

    See also: FormConstraintCheckLast, default_form_check_strategy, constrain_form

    source

    Prod constraint

    Every custom functional form must implement a new method for the default_prod_constraint function that returns a proper prod_constraint object.

    Constrain form, a.k.a f

    The main function that a custom functional form must implement, which we referred to as f in the beginning of this section, is the constrain_form function.

    Is point mass form constraint (optional)

    Every custom functional form may implement a new method for the is_point_mass_form_constraint function that returns either true or false. This is an utility function that simplifes computation of the Bethe Free Energy and is not strictly necessary.

    Compatibility with @constraints macro (optional)

    To make custom functional form constraint compatible with the @constraints macro, it must implement a new method for the make_form_constraint function.

    ReactiveMP.make_form_constraint — Function
    make_form_constraint(::Type, args...; kwargs...)

    Creates form constraint object based on passed type with given args and kwargs. Used to simplify form constraint specification.

    As an example:

    make_form_constraint(PointMass)

    creates an instance of PointMassFormConstraint and 

    make_form_constraint(SampleList, 5000, LeftProposal())

    should create an instance of SampleListFormConstraint.

    See also: AbstractFormConstraint

    source

    Custom Functional Form Example

    In this demo we show how to build a custom functional form constraint that is compatible with the ReactiveMP.jl inference backend. An important part of the functional forms constraint implementation is the prod function. More information about prod function is present in the Prod Implementation section. We show a relatively simple use-case, which might not be very useful in practice, but serves as a simple step-by-step guide. Assume that we want a specific posterior marginal of some random variable in our model to have a specific Gaussian parametrisation, for example mean-precision. We can use built-in NormalMeanPrecision distribution, but we still need to define our custom functional form constraint:

    using ReactiveMP
+Custom functional form · ReactiveMP.jl
    GitHub
    Custom Functional Form Specification
    In a nutshell, functional form constraints defines a function that approximates the product of colliding messages and computes posterior marginal that can be used later on during the inference procedure. An important part of the functional forms constraint implementation is the prod function. More information about prod function is present in the Prod Implementation section. For example, if we refer to our CustomFunctionalForm as to f we can see the whole functional form constraints pipeline as:
    \[q(x) = f\left(\frac{\overrightarrow{\mu}(x)\overleftarrow{\mu}(x)}{\int \overrightarrow{\mu}(x)\overleftarrow{\mu}(x) \mathrm{d}x}\right)\]
    Interface
    ReactiveMP.jl, however, uses some extra utility functions to define functional form constraint behaviour. Here we briefly describe all utility function. If you are only interested in the concrete example, you may directly head to the Custom Functional Form example at the end of this section.
    Abstract super type
    ReactiveMP.AbstractFormConstraint — Type
    AbstractFormConstraint
    Every functional form constraint is a subtype of AbstractFormConstraint abstract type.
    Note: this is not strictly necessary, but it makes automatic dispatch easier and compatible with the CompositeFormConstraint.
    See also: CompositeFormConstraint
    source
    ReactiveMP.CompositeFormConstraint — Type
    CompositeFormConstraint
    Creates a composite form constraint that applies form constraints in order. The composed form constraints must be compatible and have the exact same form_check_strategy.  Any functional form constraint that defines is_point_mass_form_constraint() = true may be used only as the last element of the composition.
    source
    Form check strategy
    Every custom functional form must implement a new method for the default_form_check_strategy function that returns either FormConstraintCheckEach or FormConstraintCheckLast.
    • FormConstraintCheckLast: q(x) = f(μ1(x) * μ2(x) * μ3(x))
    • FormConstraintCheckEach: q(x) = f(f(μ1(x) * μ2(x)) * μ3(x))
    ReactiveMP.FormConstraintCheckEach — Type
    FormConstraintCheckEach
    This form constraint check strategy checks functional form of the messages product after each product in an equality chain.  Usually if a variable has been connected to multiple nodes we want to perform multiple prod to obtain a posterior marginal. With this form check strategy constrain_form function will be executed after each subsequent prod function.
    See also: FormConstraintCheckLast, default_form_check_strategy, constrain_form
    source
    ReactiveMP.FormConstraintCheckLast — Type
    FormConstraintCheckEach
    This form constraint check strategy checks functional form of the last messages product in the equality chain.  Usually if a variable has been connected to multiple nodes we want to perform multiple prod to obtain a posterior marginal. With this form check strategy constrain_form function will be executed only once after all subsequenct prod functions have been executed.
    See also: FormConstraintCheckLast, default_form_check_strategy, constrain_form
    source
    Prod constraint
    Every custom functional form must implement a new method for the default_prod_constraint function that returns a proper prod_constraint object.
    Constrain form, a.k.a f
    The main function that a custom functional form must implement, which we referred to as f in the beginning of this section, is the constrain_form function.
    Is point mass form constraint (optional)
    Every custom functional form may implement a new method for the is_point_mass_form_constraint function that returns either true or false. This is an utility function that simplifes computation of the Bethe Free Energy and is not strictly necessary.
    Compatibility with @constraints macro (optional)
    To make custom functional form constraint compatible with the @constraints macro, it must implement a new method for the make_form_constraint function.
    ReactiveMP.make_form_constraint — Function
    make_form_constraint(::Type, args...; kwargs...)
    Creates form constraint object based on passed type with given args and kwargs. Used to simplify form constraint specification.
    As an example:
    make_form_constraint(PointMass)
    creates an instance of PointMassFormConstraint and 
    make_form_constraint(SampleList, 5000, LeftProposal())
    should create an instance of SampleListFormConstraint.
    See also: AbstractFormConstraint
    source
    Custom Functional Form Example
    In this demo we show how to build a custom functional form constraint that is compatible with the ReactiveMP.jl inference backend. An important part of the functional forms constraint implementation is the prod function. More information about prod function is present in the Prod Implementation section. We show a relatively simple use-case, which might not be very useful in practice, but serves as a simple step-by-step guide. Assume that we want a specific posterior marginal of some random variable in our model to have a specific Gaussian parametrisation, for example mean-precision. We can use built-in NormalMeanPrecision distribution, but we still need to define our custom functional form constraint:
    using ReactiveMP
 
 # First we define our functional form structure with no fields
 struct MeanPrecisionFormConstraint <: AbstractFormConstraint end
    Next we define the behaviour of our functional form constraint:
    ReactiveMP.is_point_mass_form_constraint(::MeanPrecisionFormConstraint) = false
@@ -17,4 +17,4 @@
 function ReactiveMP.constrain_form(::MeanPrecisionFormConstraint, distribution::DistProduct)
     # DistProduct is the special case, read about this type more in the corresponding documentation section
     # ...
-end
    
+end
    diff --git a/dev/extra/contributing/index.html b/dev/extra/contributing/index.html index 290b05f26..69d590675 100644 --- a/dev/extra/contributing/index.html +++ b/dev/extra/contributing/index.html @@ -1,2 +1,2 @@ -Contributing · ReactiveMP.jl
    Edit on GitHub

    Contribution guidelines

    We welcome all possible contributors. This page details the some of the guidelines that should be followed when contributing to this package.

    Reporting bugs

    We track bugs using GitHub issues. We encourage you to write complete, specific, reproducible bug reports. Mention the versions of Julia and ReactiveMP for which you observe unexpected behavior. Please provide a concise description of the problem and complement it with code snippets, test cases, screenshots, tracebacks or any other information that you consider relevant. This will help us to replicate the problem and narrow the search space for solutions.

    Suggesting features

    We welcome new feature proposals. However, before submitting a feature request, consider a few things:

    • Does the feature require changes in the core ReactiveMP.jl code? If it doesn't (for example, you would like to add a factor node for a particular application), you can add local extensions in your script/notebook or consider making a separate repository for your extensions.
    • If you would like to add an implementation of a feature that changes a lot in the core ReactiveMP.jl code, please open an issue on GitHub and describe your proposal first. This will allow us to discuss your proposal with you before you invest your time in implementing something that may be difficult to merge later on.

    Contributing code

    Installing ReactiveMP

    We suggest that you use the dev command from the new Julia package manager to install ReactiveMP.jl for development purposes. To work on your fork of ReactiveMP.jl, use your fork's URL address in the dev command, for example:

    ] dev git@github.com:your_username/ReactiveMP.jl.git

    The dev command clones ReactiveMP.jl to ~/.julia/dev/ReactiveMP. All local changes to ReactiveMP code will be reflected in imported code.

    Note

    It is also might be useful to install Revise.jl package as it allows you to modify code and use the changes without restarting Julia.

    Committing code

    We use the standard GitHub Flow workflow where all contributions are added through pull requests. In order to contribute, first fork the repository, then commit your contributions to your fork, and then create a pull request on the master branch of the ReactiveMP.jl repository.

    Before opening a pull request, please make sure that all tests pass without failing! All demos (can be found in /demo/ directory) and benchmarks (can be found in /benchmark/ directory) have to run without errors as well.

    Style conventions

    Note

    ReactiveMP.jl repository contains scripts to automatically format code according to our guidelines. Use make format command to fix code style. This command overwrites files.

    We use default Julia style guide. We list here a few important points and our modifications to the Julia style guide:

    • Use 4 spaces for indentation
    • Type names use UpperCamelCase. For example: AbstractFactorNode, RandomVariable, etc..
    • Function names are lowercase with underscores, when necessary. For example: activate!, randomvar, as_variable, etc..
    • Variable names and function arguments use snake_case
    • The name of a method that modifies its argument(s) must end in !

    Unit tests

    We use the test-driven development (TDD) methodology for ReactiveMP.jl development. The test coverage should be as complete as possible. Please make sure that you write tests for each piece of code that you want to add.

    All unit tests are located in the /test/ directory. The /test/ directory follows the structure of the /src/ directory. Each test file should have following filename format: test_*.jl. Some tests are also present in jldoctest docs annotations directly in the source code. See Julia's documentation about doctests.

    The tests can be evaluated by running following command in the Julia REPL:

    ] test ReactiveMP

    In addition tests can be evaluated by running following command in the ReactiveMP root directory:

    make test

    Fixes to external libraries

    If a bug has been discovered in an external dependencies of the ReactiveMP.jl it is the best to open an issue directly in the dependency's github repository. You use can use the fixes.jl file for hot-fixes before a new release of the broken dependecy is available.

    Makefile

    ReactiveMP.jl uses Makefile for most common operations:

    • make help: Shows help snippet
    • make test: Run tests, supports extra arguments
      • make test test_args="distributions:normal_mean_variance" would run tests only from distributions/test_normal_mean_variance.jl
      • make test test_args="distributions:normal_mean_variance models:lgssm" would run tests both from distributions/test_normal_mean_variance.jl and models/test_lgssm.jl
    • make docs: Compile documentation
    • make benchmark: Run simple benchmark
    • make lint: Check codestyle
    • make format: Check and fix codestyle
    +Contributing · ReactiveMP.jl
    GitHub

    Contribution guidelines

    We welcome all possible contributors. This page details the some of the guidelines that should be followed when contributing to this package.

    Reporting bugs

    We track bugs using GitHub issues. We encourage you to write complete, specific, reproducible bug reports. Mention the versions of Julia and ReactiveMP for which you observe unexpected behavior. Please provide a concise description of the problem and complement it with code snippets, test cases, screenshots, tracebacks or any other information that you consider relevant. This will help us to replicate the problem and narrow the search space for solutions.

    Suggesting features

    We welcome new feature proposals. However, before submitting a feature request, consider a few things:

    • Does the feature require changes in the core ReactiveMP.jl code? If it doesn't (for example, you would like to add a factor node for a particular application), you can add local extensions in your script/notebook or consider making a separate repository for your extensions.
    • If you would like to add an implementation of a feature that changes a lot in the core ReactiveMP.jl code, please open an issue on GitHub and describe your proposal first. This will allow us to discuss your proposal with you before you invest your time in implementing something that may be difficult to merge later on.

    Contributing code

    Installing ReactiveMP

    We suggest that you use the dev command from the new Julia package manager to install ReactiveMP.jl for development purposes. To work on your fork of ReactiveMP.jl, use your fork's URL address in the dev command, for example:

    ] dev git@github.com:your_username/ReactiveMP.jl.git

    The dev command clones ReactiveMP.jl to ~/.julia/dev/ReactiveMP. All local changes to ReactiveMP code will be reflected in imported code.

    Note

    It is also might be useful to install Revise.jl package as it allows you to modify code and use the changes without restarting Julia.

    Committing code

    We use the standard GitHub Flow workflow where all contributions are added through pull requests. In order to contribute, first fork the repository, then commit your contributions to your fork, and then create a pull request on the master branch of the ReactiveMP.jl repository.

    Before opening a pull request, please make sure that all tests pass without failing! All demos (can be found in /demo/ directory) and benchmarks (can be found in /benchmark/ directory) have to run without errors as well.

    Style conventions

    Note

    ReactiveMP.jl repository contains scripts to automatically format code according to our guidelines. Use make format command to fix code style. This command overwrites files.

    We use default Julia style guide. We list here a few important points and our modifications to the Julia style guide:

    • Use 4 spaces for indentation
    • Type names use UpperCamelCase. For example: AbstractFactorNode, RandomVariable, etc..
    • Function names are lowercase with underscores, when necessary. For example: activate!, randomvar, as_variable, etc..
    • Variable names and function arguments use snake_case
    • The name of a method that modifies its argument(s) must end in !

    Unit tests

    We use the test-driven development (TDD) methodology for ReactiveMP.jl development. The test coverage should be as complete as possible. Please make sure that you write tests for each piece of code that you want to add.

    All unit tests are located in the /test/ directory. The /test/ directory follows the structure of the /src/ directory. Each test file should have following filename format: test_*.jl. Some tests are also present in jldoctest docs annotations directly in the source code. See Julia's documentation about doctests.

    The tests can be evaluated by running following command in the Julia REPL:

    ] test ReactiveMP

    In addition tests can be evaluated by running following command in the ReactiveMP root directory:

    make test

    Fixes to external libraries

    If a bug has been discovered in an external dependencies of the ReactiveMP.jl it is the best to open an issue directly in the dependency's github repository. You use can use the fixes.jl file for hot-fixes before a new release of the broken dependecy is available.

    Makefile

    ReactiveMP.jl uses Makefile for most common operations:

    • make help: Shows help snippet
    • make test: Run tests, supports extra arguments
      • make test test_args="distributions:normal_mean_variance" would run tests only from distributions/test_normal_mean_variance.jl
      • make test test_args="distributions:normal_mean_variance models:lgssm" would run tests both from distributions/test_normal_mean_variance.jl and models/test_lgssm.jl
    • make docs: Compile documentation
    • make benchmark: Run simple benchmark
    • make lint: Check codestyle
    • make format: Check and fix codestyle
    diff --git a/dev/extra/extensions/index.html b/dev/extra/extensions/index.html index 24b260f21..a85863acc 100644 --- a/dev/extra/extensions/index.html +++ b/dev/extra/extensions/index.html @@ -1,2 +1,2 @@ -Extensions and interaction with the Julia ecosystem · ReactiveMP.jl
    Edit on GitHub

    Extensions and interaction with the Julia ecosystem

    ReactiveMP.jl exports extra functionality if other Julia packages are loaded in the same environment.

    Optimisers.jl

    The Optimizers.jl package defines many standard gradient-based optimisation rules, and tools for applying them to deeply nested models. The optimizers defined in the Optimziers.jl are compatible with the CVI approximation method.

    Zygote.jl

    The Zygote.jl package provides source-to-source automatic differentiation (AD) in Julia. If loaded in the current Julia session, the ZygoteGrad option becomes available with the CVI approximation method.

    DiffResults.jl (loaded automatically with the ForwardDiff.jl)

    The DiffResults.jl provides the DiffResult type, which can be passed to in-place differentiation methods instead of an output buffer. If loaded in the current Julia session enables faster derivatives with the ForwardDiffGrad option in the CVI approximation method (in the Gaussian case).

    +Extensions and interaction with the Julia ecosystem · ReactiveMP.jl
    GitHub

    Extensions and interaction with the Julia ecosystem

    ReactiveMP.jl exports extra functionality if other Julia packages are loaded in the same environment.

    Optimisers.jl

    The Optimizers.jl package defines many standard gradient-based optimisation rules, and tools for applying them to deeply nested models. The optimizers defined in the Optimziers.jl are compatible with the CVI approximation method.

    Zygote.jl

    The Zygote.jl package provides source-to-source automatic differentiation (AD) in Julia. If loaded in the current Julia session, the ZygoteGrad option becomes available with the CVI approximation method.

    DiffResults.jl (loaded automatically with the ForwardDiff.jl)

    The DiffResults.jl provides the DiffResult type, which can be passed to in-place differentiation methods instead of an output buffer. If loaded in the current Julia session enables faster derivatives with the ForwardDiffGrad option in the CVI approximation method (in the Gaussian case).

    diff --git a/dev/index.html b/dev/index.html index 9a16073c5..0c25466e8 100644 --- a/dev/index.html +++ b/dev/index.html @@ -1,2 +1,2 @@ -Introduction · ReactiveMP.jl
    Edit on GitHub

    ReactiveMP.jl

    Julia package for reactive message passing Bayesian inference engine on a factor graph.

    Note

    This package exports only an inference engine, for the full ecosystem with convenient model and constraints specification we refer user to the RxInfer.jl package and its documentation.

    Examples and tutorials

    Tutorials and examples are available in the RxInfer documentation.

    Table of Contents

    Index

    +Introduction · ReactiveMP.jl
    GitHub

    ReactiveMP.jl

    Julia package for reactive message passing Bayesian inference engine on a factor graph.

    Note

    This package exports only an inference engine, for the full ecosystem with convenient model and constraints specification we refer user to the RxInfer.jl package and its documentation.

    Examples and tutorials

    Tutorials and examples are available in the RxInfer documentation.

    Table of Contents

    Index

    diff --git a/dev/lib/algebra/common/index.html b/dev/lib/algebra/common/index.html index 3b57dbec2..a6ce3cbe4 100644 --- a/dev/lib/algebra/common/index.html +++ b/dev/lib/algebra/common/index.html @@ -1,2 +1,2 @@ -Algebra utils · ReactiveMP.jl
    Edit on GitHub

    Algebra common utilities

    diageye

    ReactiveMP.diageye — Function
    diageye(::Type{T}, n::Int)

    An alias for the Matrix{T}(I, n, n). Returns a matrix of size n x n with ones (of type T) on the diagonal and zeros everywhere else.

    source
    diageye(n::Int)

    An alias for the Matrix{Float64}(I, n, n). Returns a matrix of size n x n with ones (of type Float64) on the diagonal and zeros everywhere else.

    source
    +Algebra utils · ReactiveMP.jl
    GitHub

    Algebra common utilities

    diageye

    ReactiveMP.diageye — Function
    diageye(::Type{T}, n::Int)

    An alias for the Matrix{T}(I, n, n). Returns a matrix of size n x n with ones (of type T) on the diagonal and zeros everywhere else.

    source
    diageye(n::Int)

    An alias for the Matrix{Float64}(I, n, n). Returns a matrix of size n x n with ones (of type Float64) on the diagonal and zeros everywhere else.

    source
    diff --git a/dev/lib/helpers/index.html b/dev/lib/helpers/index.html index 5f4928c72..49600124c 100644 --- a/dev/lib/helpers/index.html +++ b/dev/lib/helpers/index.html @@ -1,5 +1,5 @@ -Helper utils · ReactiveMP.jl
    Edit on GitHub

    Helper utilities

    ReactiveMP implements various structures/functions/methods as "helper" structures that might be useful in various contexts.

    SkipIndexIterator

    ReactiveMP.SkipIndexIterator — Type
    SkipIndexIterator

    A special type of iterator that simply iterates over internal iterator, but skips index skip.

    Arguments

    • iterator: internal iterator
    • skip: index to skip (integer)

    See also: skipindex

    source
    ReactiveMP.skipindex — Function
    skipindex(iterator, skip)

    Creation operator for SkipIndexIterator.

    julia> s = ReactiveMP.skipindex(1:3, 2)
+Helper utils · ReactiveMP.jl
    GitHub
    Helper utilities
    ReactiveMP implements various structures/functions/methods as "helper" structures that might be useful in various contexts.
    SkipIndexIterator
    ReactiveMP.SkipIndexIterator — Type
    SkipIndexIterator
    A special type of iterator that simply iterates over internal iterator, but skips index skip.
    Arguments
    • iterator: internal iterator
    • skip: index to skip (integer)
    See also: skipindex
    source
    ReactiveMP.skipindex — Function
    skipindex(iterator, skip)
    Creation operator for SkipIndexIterator.
    julia> s = ReactiveMP.skipindex(1:3, 2)
 2-element ReactiveMP.SkipIndexIterator{Int64, UnitRange{Int64}}:
  1
  3
@@ -7,8 +7,8 @@
 julia> collect(s)
 2-element Vector{Int64}:
  1
- 3
    See also: SkipIndexIterator
    source
    deep_eltype
    deep_eltype
    ReactiveMP.deep_eltype — Function
    deep_eltype
    Returns the eltype of the first container in the nested hierarchy.
    julia> ReactiveMP.deep_eltype([ [1, 2], [2, 3] ])
 Int64
 
 julia> ReactiveMP.deep_eltype([[[ 1.0, 2.0 ], [ 3.0, 4.0 ]], [[ 5.0, 6.0 ], [ 7.0, 8.0 ]]])
-Float64
    source
    FunctionalIndex
    ReactiveMP.FunctionalIndex — Type
    FunctionalIndex
    A special type of an index that represents a function that can be used only in pair with a collection.  An example of a FunctionalIndex can be firstindex or lastindex, but more complex use cases are possible too,  e.g. firstindex + 1. Important part of the implementation is that the resulting structure is isbitstype(...) = true, that allows to store it in parametric type as valtype.
    One use case for this structure is to dispatch on and to replace begin or end (or more complex use cases, e.g. begin + 1) markers in constraints specification language.
    source
    
+Float64
    source

    FunctionalIndex

    ReactiveMP.FunctionalIndex — Type
    FunctionalIndex

    A special type of an index that represents a function that can be used only in pair with a collection. An example of a FunctionalIndex can be firstindex or lastindex, but more complex use cases are possible too, e.g. firstindex + 1. Important part of the implementation is that the resulting structure is isbitstype(...) = true, that allows to store it in parametric type as valtype.

    One use case for this structure is to dispatch on and to replace begin or end (or more complex use cases, e.g. begin + 1) markers in constraints specification language.

    source
    diff --git a/dev/lib/message/index.html b/dev/lib/message/index.html index 17cf905fe..3296f9237 100644 --- a/dev/lib/message/index.html +++ b/dev/lib/message/index.html @@ -1,5 +1,5 @@ -Messages · ReactiveMP.jl
    Edit on GitHub

    Messages implementation

    In our message passing framework one of the most important concepts is the message (wow!). Messages flow along edges of a factor graph and hold information about the part of the graph that it originates from. Usually this information is in a form of a probability distribution. Two common messages are belief propagation messages and variational messages, with are computed differently as shown below.

    Abstract message type

    Both belief propagation and variational messages are subtypes of a AbstractMessage supertype.

    Belief-Propagation (or Sum-Product) message

    message Belief propagation message

    Variational message

    message Variational message with structured factorisation q(x, y)q(z) assumption

    Message type

    All messages are encoded with the type Message.

    ReactiveMP.Message — Type
    Message{D, A} <: AbstractMessage

    Message structure encodes a Belief Propagation message, which holds some data that usually a probability distribution, but can also be an arbitrary object. Message acts as a proxy structure to data object and proxies most of the statistical functions, e.g. mean, mode, cov etc.

    Arguments

    • data::D: message always holds some data object associated with it
    • is_clamped::Bool, specifies if this message is clamped
    • is_initial::Bool, specifies if this message is initial
    • addons::A, specifies the addons of the message

    Example

    julia> distribution = Gamma(10.0, 2.0)
+Messages · ReactiveMP.jl
    GitHub
    Messages implementation
    In our message passing framework one of the most important concepts is the message (wow!). Messages flow along edges of a factor graph and hold information about the part of the graph that it originates from. Usually this information is in a form of a probability distribution. Two common messages are belief propagation messages and variational messages, with are computed differently as shown below.
    Abstract message type
    Both belief propagation and variational messages are subtypes of a AbstractMessage supertype.
    Belief-Propagation (or Sum-Product) message
    message Belief propagation message
    Variational message
    message Variational message with structured factorisation q(x, y)q(z) assumption
    Message type
    All messages are encoded with the type Message. 
    ReactiveMP.Message — Type
    Message{D, A} <: AbstractMessage
    Message structure encodes a Belief Propagation message, which holds some data that usually a probability distribution, but can also be an arbitrary object. Message acts as a proxy structure to data object and proxies most of the statistical functions, e.g. mean, mode, cov etc.
    Arguments
    • data::D: message always holds some data object associated with it
    • is_clamped::Bool, specifies if this message is clamped
    • is_initial::Bool, specifies if this message is initial
    • addons::A, specifies the addons of the message
    Example
    julia> distribution = Gamma(10.0, 2.0)
 Gamma{Float64}(α=10.0, θ=2.0)
 
 julia> message = Message(distribution, false, true, nothing)
@@ -16,5 +16,5 @@
 
 julia> is_initial(message)
 true
-
    See also: AbstractMessage, ReactiveMP.materialize!
    source
    From an implementation point a view the Message structure does nothing but hold some data object and redirects most of the statistical related functions to that data object.  However, this object is used extensively in Julia's multiple dispatch.  Our implementation also uses extra is_initial and is_clamped fields to determine if product of two messages results in is_initial or is_clamped posterior marginal. The final field contains the addons. These contain additional information on top of the functional form of the distribution, such as its scaling or computation history.
    distribution = NormalMeanPrecision(0.0, 1.0)
-message      = Message(distribution, false, true, nothing)
    Message(NormalMeanPrecision{Float64}(μ=0.0, w=1.0))
    mean(message), precision(message)
    (0.0, 1.0)
    logpdf(message, 1.0)
    -1.4189385332046727
    is_clamped(message), is_initial(message)
    (false, true)
    The user should not really interact with Message structure while working with ReactiveMP unless doing some advanced inference procedures that involve prediction.
    
+

    See also: AbstractMessage, ReactiveMP.materialize!

    source

    From an implementation point a view the Message structure does nothing but hold some data object and redirects most of the statistical related functions to that data object. However, this object is used extensively in Julia's multiple dispatch. Our implementation also uses extra is_initial and is_clamped fields to determine if product of two messages results in is_initial or is_clamped posterior marginal. The final field contains the addons. These contain additional information on top of the functional form of the distribution, such as its scaling or computation history.

    distribution = NormalMeanPrecision(0.0, 1.0)
+message      = Message(distribution, false, true, nothing)
    Message(NormalMeanPrecision{Float64}(μ=0.0, w=1.0))
    mean(message), precision(message)
    (0.0, 1.0)
    logpdf(message, 1.0)
    -1.4189385332046727
    is_clamped(message), is_initial(message)
    (false, true)

    The user should not really interact with Message structure while working with ReactiveMP unless doing some advanced inference procedures that involve prediction.

    diff --git a/dev/lib/methods/index.html b/dev/lib/methods/index.html index c36980b6f..baa9cfbc3 100644 --- a/dev/lib/methods/index.html +++ b/dev/lib/methods/index.html @@ -1,5 +1,5 @@ -Exported methods · ReactiveMP.jl
    Edit on GitHub

    Using methods from ReactiveMP

    In the Julia programming language (in contrast to Python for example) the most common way of loading a module is:

    using ReactiveMP

    A nice explanation about how modules/packages work in Julia can be found in the official documentation.

    In a nutshell, Julia automatically resolves all name collisions and there is no a lot of benefit of importing specific names, e.g.:

    import ReactiveMP: mean

    One of the reasons for that is that Julia uses multiple-dispatch capabilities to merge names automatically and will indicate (with a warning) if something went wrong or names have unresolvable collisions on types. As a small example of this feature consider the following small import example:

    import ReactiveMP: mean as mean_from_reactivemp
+Exported methods · ReactiveMP.jl
    GitHub
    Using methods from ReactiveMP
    In the Julia programming language (in contrast to Python for example) the most common way of loading a module is:
    using ReactiveMP
    A nice explanation about how modules/packages work in Julia can be found in the official documentation.
    In a nutshell, Julia automatically resolves all name collisions and there is no a lot of benefit of importing specific names, e.g.:
    import ReactiveMP: mean
    One of the reasons for that is that Julia uses multiple-dispatch capabilities to merge names automatically and will indicate (with a warning) if something went wrong or names have unresolvable collisions on types. As a small example of this feature consider the following small import example:
    import ReactiveMP: mean as mean_from_reactivemp
 import Distributions: mean as mean_from_distributions
 
 mean_from_reactivemp === mean_from_distributions
    true
    Even though we import mean function from two different packages they actually refer to the same object. Worth noting that this is not always the case - Julia will print a warning in case it finds unresolvable conflicts and usage of such functions will be disallowed unless user import them specifically. Read more about this in the section of the Julia's documentation.
    # It is easier to let Julia resolve names automatically
@@ -294,4 +294,4 @@
 weightedmean_precision
 weightedmean_std
 weightedmean_var
-weights
    
+weights
    diff --git a/dev/lib/nodes/flow/index.html b/dev/lib/nodes/flow/index.html index f6a1cc8eb..5a79d89a9 100644 --- a/dev/lib/nodes/flow/index.html +++ b/dev/lib/nodes/flow/index.html @@ -1,9 +1,9 @@ -Flow · ReactiveMP.jl
    Edit on GitHub

    Flow node

    See also Flow tutorial for a comprehensive guide on using flows in ReactiveMP.

    ReactiveMP.PlanarFlow — Type

    The PlanarFlow function is defined as

    \[f({\bf{x}}) = {\bf{x}} + {\bf{u}} \tanh({\bf{w}}^\top {\bf{x}} + b)\]

    with input and output dimension $D$. Here ${\bf{x}}\in \mathbb{R}^D$ represents the input of the function. Furthermore ${\bf{u}}\in \mathbb{R}^D$, ${\bf{w}}\in \mathbb{R}^D$ and $b\in\mathbb{R}$ represent the parameters of the function. The function contracts and expands the input space.

    This function has been introduced in:

    Rezende, Danilo, and Shakir Mohamed. "Variational inference with normalizing flows." International conference on machine learning. PMLR, 2015.

    source
    ReactiveMP.RadialFlow — Type

    The RadialFlow function is defined as

    \[f({\bf{x}}) = {\bf{x}} + \frac{\beta({bf{z}} - {\bf{z}}_0)}{\alpha + |{\bf{z}} - {\bf{z}}_0|}\]

    with input and output dimension $D$. Here ${\bf{x}}\in \mathbb{R}^D$ represents the input of the function. Furthermore ${\bf{z}}_0\in \mathbb{R}^D$, $\alpha\in \mathbb{R}$ and $\beta\in\mathbb{R}$ represent the parameters of the function. The function contracts and expands the input space.

    This function has been introduced in:

    Rezende, Danilo, and Shakir Mohamed. "Variational inference with normalizing flows." International conference on machine learning. PMLR, 2015.

    source
    ReactiveMP.FlowModel — Type

    The FlowModel structure is the most generic type of Flow model, in which the layers are not constrained to be of a specific type. The FlowModel structure contains the input dimensionality and a tuple of layers and can be constructed as FlowModel( dim, (layer1, layer2, ...) ).

    Note: this model can be specialized by constraining the types of layers. This potentially allows for more efficient specialized methods that can deal with specifics of these layers, such as triangular jacobian matrices.

    source
    ReactiveMP.CompiledFlowModel — Type

    The CompiledFlowModel structure is the most generic type of compiled Flow model, in which the layers are not constrained to be of a specific type. The FlowModel structure contains the input dimension and a tuple of compiled layers. Do not manually create a CompiledFlowModel! Instead create a FlowModel first and compile it with compile(model::FlowModel). This will make sure that all layers/mappings are configured with the proper dimensionality and with randomly sampled parameters. Alternatively, if you would like to pass your own parameters, call compile(model::FlowModel, params::Vector).

    Note: this model can be specialized by constraining the types of layers. This potentially allows for more efficient specialized methods that can deal with specifics of these layers, such as triangular jacobian matrices.

    source
    ReactiveMP.compile — Function

    compile() compiles a model by setting its parameters. It randomly sets parameter values in the layers and flows such that inference in the model can be obtained.

    Input arguments

    • model::FlowModel - a model of which the dimensionality of its layers/flows has been initialized, but its parameters have not been set.

    Return arguments

    • ::CompiledFlowModel - a compiled model with set parameters, such that it can be used for processing data.
    source

    compile(model::FlowModel, params::Vector) lets you initialize a model model with a vector of parameters params.

    Input arguments

    • model::FlowModel - a model of which the dimensionality of its layers/flows has been initialized, but its parameters have not been set.
    • params::Vector - a vector of parameters with which the model should be compiled.

    Return arguments

    • ::CompiledFlowModel - a compiled model with set parameters, such that it can be used for processing data.
    source
    ReactiveMP.AdditiveCouplingLayer — Type

    The additive coupling layer specifies an invertible function ${\bf{y}} = g({\bf{x}})$ following the specific structure (for the mapping $g: \mathbb{R}^2 \rightarrow \mathbb{R}^2$):

    \[ \begin{align} +Flow · ReactiveMP.jl

    GitHub

    Flow node

    See also Flow tutorial for a comprehensive guide on using flows in ReactiveMP.

    ReactiveMP.PlanarFlow — Type

    The PlanarFlow function is defined as

    \[f({\bf{x}}) = {\bf{x}} + {\bf{u}} \tanh({\bf{w}}^\top {\bf{x}} + b)\]

    with input and output dimension $D$. Here ${\bf{x}}\in \mathbb{R}^D$ represents the input of the function. Furthermore ${\bf{u}}\in \mathbb{R}^D$, ${\bf{w}}\in \mathbb{R}^D$ and $b\in\mathbb{R}$ represent the parameters of the function. The function contracts and expands the input space.

    This function has been introduced in:

    Rezende, Danilo, and Shakir Mohamed. "Variational inference with normalizing flows." International conference on machine learning. PMLR, 2015.

    source
    ReactiveMP.RadialFlow — Type

    The RadialFlow function is defined as

    \[f({\bf{x}}) = {\bf{x}} + \frac{\beta({bf{z}} - {\bf{z}}_0)}{\alpha + |{\bf{z}} - {\bf{z}}_0|}\]

    with input and output dimension $D$. Here ${\bf{x}}\in \mathbb{R}^D$ represents the input of the function. Furthermore ${\bf{z}}_0\in \mathbb{R}^D$, $\alpha\in \mathbb{R}$ and $\beta\in\mathbb{R}$ represent the parameters of the function. The function contracts and expands the input space.

    This function has been introduced in:

    Rezende, Danilo, and Shakir Mohamed. "Variational inference with normalizing flows." International conference on machine learning. PMLR, 2015.

    source
    ReactiveMP.FlowModel — Type

    The FlowModel structure is the most generic type of Flow model, in which the layers are not constrained to be of a specific type. The FlowModel structure contains the input dimensionality and a tuple of layers and can be constructed as FlowModel( dim, (layer1, layer2, ...) ).

    Note: this model can be specialized by constraining the types of layers. This potentially allows for more efficient specialized methods that can deal with specifics of these layers, such as triangular jacobian matrices.

    source
    ReactiveMP.CompiledFlowModel — Type

    The CompiledFlowModel structure is the most generic type of compiled Flow model, in which the layers are not constrained to be of a specific type. The FlowModel structure contains the input dimension and a tuple of compiled layers. Do not manually create a CompiledFlowModel! Instead create a FlowModel first and compile it with compile(model::FlowModel). This will make sure that all layers/mappings are configured with the proper dimensionality and with randomly sampled parameters. Alternatively, if you would like to pass your own parameters, call compile(model::FlowModel, params::Vector).

    Note: this model can be specialized by constraining the types of layers. This potentially allows for more efficient specialized methods that can deal with specifics of these layers, such as triangular jacobian matrices.

    source
    ReactiveMP.compile — Function

    compile() compiles a model by setting its parameters. It randomly sets parameter values in the layers and flows such that inference in the model can be obtained.

    Input arguments

    • model::FlowModel - a model of which the dimensionality of its layers/flows has been initialized, but its parameters have not been set.

    Return arguments

    • ::CompiledFlowModel - a compiled model with set parameters, such that it can be used for processing data.
    source

    compile(model::FlowModel, params::Vector) lets you initialize a model model with a vector of parameters params.

    Input arguments

    • model::FlowModel - a model of which the dimensionality of its layers/flows has been initialized, but its parameters have not been set.
    • params::Vector - a vector of parameters with which the model should be compiled.

    Return arguments

    • ::CompiledFlowModel - a compiled model with set parameters, such that it can be used for processing data.
    source
    ReactiveMP.AdditiveCouplingLayer — Type

    The additive coupling layer specifies an invertible function ${\bf{y}} = g({\bf{x}})$ following the specific structure (for the mapping $g: \mathbb{R}^2 \rightarrow \mathbb{R}^2$):

    \[ \begin{align} y_1 &= x_1 \\ y_2 &= x_2 + f(x_1) \end{align}\]

    where $f(\cdot)$ denotes an arbitrary function with mapping $f: \mathbb{R} \rightarrow \mathbb{R}$. This function can be chosen arbitrarily complex. Non-linear functions (neural networks) are often chosen to model complex relationships. From the definition of the model, invertibility can be easily achieved as

    \[ \begin{align} x_1 &= y_1 \\ x_2 &= y_2 - f(y_1) \end{align}\]

    The current implementation only allows for the mapping $g: \mathbb{R}^2 \rightarrow \mathbb{R}^2$, although this layer can be generalized for arbitrary input dimensions.

    AdditiveCouplingLayer(f <: AbstractCouplingFlow) creates the layer structure with function f.

    Example

    f = PlanarFlow()
-layer = AdditiveCouplingLayer(f)

    This layer structure has been introduced in:

    Dinh, Laurent, David Krueger, and Yoshua Bengio. "Nice: Non-linear independent components estimation." arXiv preprint arXiv:1410.8516 (2014).

    source
    ReactiveMP.PermutationLayer — Type

    The permutation layer specifies an invertible mapping ${\bf{y}} = g({\bf{x}}) = P{\bf{x}}$ where $P$ is a permutation matrix.

    source
    ReactiveMP.FlowMeta — Type

    The FlowMeta structure contains the meta data of the Flow factor node. More specifically, it contains the model of the Flow factor node. The FlowMeta structure can be constructed as FlowMeta(model). Make sure that the flow model has been compiled.

    The FlowMeta structure is required for the Flow factor node and can be included with the Flow node as: y ~ Flow(x) where { meta = FlowMeta(...) }

    source
    +layer = AdditiveCouplingLayer(f)

    This layer structure has been introduced in:

    Dinh, Laurent, David Krueger, and Yoshua Bengio. "Nice: Non-linear independent components estimation." arXiv preprint arXiv:1410.8516 (2014).

    source
    ReactiveMP.PermutationLayer — Type

    The permutation layer specifies an invertible mapping ${\bf{y}} = g({\bf{x}}) = P{\bf{x}}$ where $P$ is a permutation matrix.

    source
    ReactiveMP.FlowMeta — Type

    The FlowMeta structure contains the meta data of the Flow factor node. More specifically, it contains the model of the Flow factor node. The FlowMeta structure can be constructed as FlowMeta(model). Make sure that the flow model has been compiled.

    The FlowMeta structure is required for the Flow factor node and can be included with the Flow node as: y ~ Flow(x) where { meta = FlowMeta(...) }

    source
    diff --git a/dev/lib/nodes/nodes/index.html b/dev/lib/nodes/nodes/index.html index b24d5c4b1..8b0bebd19 100644 --- a/dev/lib/nodes/nodes/index.html +++ b/dev/lib/nodes/nodes/index.html @@ -1,12 +1,12 @@ -Overview · ReactiveMP.jl
    Edit on GitHub

    Nodes implementation

    In the message passing framework, one of the most important concepts is a factor node. A factor node represents a local function in a factorised representation of a generative model.

    Note

    To quickly check the list of all available factor nodes that can be used in the model specification language, call ?make_node or Base.doc(make_node).

    Adding a custom node

    ReactiveMP.jl exports the @node macro that allows for quick definition of a factor node with a fixed number of edges. The interface is the following:

    struct MyNewCustomNode end
+Overview · ReactiveMP.jl
    GitHub
    Nodes implementation
    In the message passing framework, one of the most important concepts is a factor node. A factor node represents a local function in a factorised representation of a generative model.
    Note
    To quickly check the list of all available factor nodes that can be used in the model specification language, call ?make_node or Base.doc(make_node).
    Adding a custom node
    ReactiveMP.jl exports the @node macro that allows for quick definition of a factor node with a fixed number of edges. The interface is the following:
    struct MyNewCustomNode end
 
 @node MyNewCustomNode   Stochastic         [ x, y, z ]
 #     ^^^^^^^^^^^^^^^   ^^^^^^^^^^^^^      ^^^^^^^^^^^
 #     Node's tag/name   Node's type        A fixed set of edges
 #                       Another possible   The very first edge (in this example `x`) is considered
 #                       value is           to be the output of the node
-#                       `Deterministic`
    This expression registers a new node that can be used with the inference engine. Note howeve, that the @node macro does not generate any message passing update rules. These must be defined using the @rule macro.
    Node types
    We distinguish different types of factor nodes in order to have better control over Bethe Free Energy computation. Each factor node has either the Deterministic or Stochastic functional form type.
    For example the + node has the Deterministic type:
    plus_node = make_node(+)
+#                       `Deterministic`
    This expression registers a new node that can be used with the inference engine. Note howeve, that the @node macro does not generate any message passing update rules. These must be defined using the @rule macro.
    Node types
    We distinguish different types of factor nodes in order to have better control over Bethe Free Energy computation. Each factor node has either the Deterministic or Stochastic functional form type.
    For example the + node has the Deterministic type:
    plus_node = make_node(+)
 
 println("Is `+` node deterministic: ", isdeterministic(plus_node))
 println("Is `+` node stochastic: ", isstochastic(plus_node))
    Is `+` node deterministic: true
@@ -16,7 +16,7 @@
 println("Is `Bernoulli` node stochastic: ", isstochastic(bernoulli_node))
    Is `Bernoulli` node deterministic: false
 Is `Bernoulli` node stochastic: true
    To get an actual instance of the type object we use sdtype function:
    println("sdtype() of `+` node is ", sdtype(plus_node))
 println("sdtype() of `Bernoulli` node is ", sdtype(bernoulli_node))
    sdtype() of `+` node is Deterministic()
-sdtype() of `Bernoulli` node is Stochastic()
    Node functional dependencies pipeline
    The generic implementation of factor nodes in ReactiveMP supports custom functional dependency pipelines. Briefly, the functional dependencies pipeline defines what dependencies are need to compute a single message. As an example, consider the belief-propagation message update equation for a factor node $f$ with three edges: $x$, $y$ and $z$:
    \[\mu(x) = \int \mu(y) \mu(z) f(x, y, z) \mathrm{d}y \mathrm{d}z\]
    Here we see that in the standard setting for the belief-propagation message out of edge $x$, we need only messages from the edges $y$ and $z$. In contrast, consider the variational message update rule equation with mean-field assumption:
    \[\mu(x) = \exp \int q(y) q(z) \log f(x, y, z) \mathrm{d}y \mathrm{d}z\]
    We see that in this setting, we do not need messages $\mu(y)$ and $\mu(z)$, but only the marginals $q(y)$ and $q(z)$. The purpose of a functional dependencies pipeline is to determine functional dependencies (a set of messages or marginals) that are needed to compute a single message. By default, ReactiveMP.jl uses so-called DefaultFunctionalDependencies that correctly implements belief-propagation and variational message passing schemes (including both mean-field and structured factorisations). The full list of built-in pipelines is presented below:
    ReactiveMP.RequireMessageFunctionalDependencies — Type
    RequireMessageFunctionalDependencies(indices::Tuple, start_with::Tuple)
    The same as DefaultFunctionalDependencies, but in order to compute a message out of some edge also requires the inbound message on the this edge.
    Arguments
    • indices::Tuple, tuple of integers, which indicates what edges should require inbound messages
    • start_with::Tuple, tuple of nothing or <:Distribution, which specifies the initial inbound messages for edges in indices
    Note: start_with uses setmessage! mechanism, hence, it can be visible by other listeners on the same edge. Explicit call to setmessage! overwrites whatever has been passed in start_with.
    @model macro accepts a simplified construction of this pipeline:
    @model function some_model()
+sdtype() of `Bernoulli` node is Stochastic()
    Node functional dependencies pipeline
    The generic implementation of factor nodes in ReactiveMP supports custom functional dependency pipelines. Briefly, the functional dependencies pipeline defines what dependencies are need to compute a single message. As an example, consider the belief-propagation message update equation for a factor node $f$ with three edges: $x$, $y$ and $z$:
    \[\mu(x) = \int \mu(y) \mu(z) f(x, y, z) \mathrm{d}y \mathrm{d}z\]
    Here we see that in the standard setting for the belief-propagation message out of edge $x$, we need only messages from the edges $y$ and $z$. In contrast, consider the variational message update rule equation with mean-field assumption:
    \[\mu(x) = \exp \int q(y) q(z) \log f(x, y, z) \mathrm{d}y \mathrm{d}z\]
    We see that in this setting, we do not need messages $\mu(y)$ and $\mu(z)$, but only the marginals $q(y)$ and $q(z)$. The purpose of a functional dependencies pipeline is to determine functional dependencies (a set of messages or marginals) that are needed to compute a single message. By default, ReactiveMP.jl uses so-called DefaultFunctionalDependencies that correctly implements belief-propagation and variational message passing schemes (including both mean-field and structured factorisations). The full list of built-in pipelines is presented below:
    ReactiveMP.RequireMessageFunctionalDependencies — Type
    RequireMessageFunctionalDependencies(indices::Tuple, start_with::Tuple)
    The same as DefaultFunctionalDependencies, but in order to compute a message out of some edge also requires the inbound message on the this edge.
    Arguments
    • indices::Tuple, tuple of integers, which indicates what edges should require inbound messages
    • start_with::Tuple, tuple of nothing or <:Distribution, which specifies the initial inbound messages for edges in indices
    Note: start_with uses setmessage! mechanism, hence, it can be visible by other listeners on the same edge. Explicit call to setmessage! overwrites whatever has been passed in start_with.
    @model macro accepts a simplified construction of this pipeline:
    @model function some_model()
     # ...
     y ~ NormalMeanVariance(x, τ) where {
         pipeline = RequireMessage(x = vague(NormalMeanPrecision),     τ)
@@ -25,7 +25,7 @@
                                   # and initialise with `vague(...)`  but here we skip initialisation
     }
     # ...
-end
    Deprecation warning: RequireInboundFunctionalDependencies has been deprecated in favor of RequireMessageFunctionalDependencies.
    See also: ReactiveMP.DefaultFunctionalDependencies, ReactiveMP.RequireMarginalFunctionalDependencies, ReactiveMP.RequireEverythingFunctionalDependencies
    source
    ReactiveMP.RequireMarginalFunctionalDependencies — Type
    RequireMarginalFunctionalDependencies(indices::Tuple, start_with::Tuple)
    Similar to DefaultFunctionalDependencies, but in order to compute a message out of some edge also requires the posterior marginal on that edge.
    Arguments
    • indices::Tuple, tuple of integers, which indicates what edges should require their own marginals
    • start_with::Tuple, tuple of nothing or <:Distribution, which specifies the initial marginal for edges in indices
    Note: start_with uses the setmarginal! mechanism, hence it can be visible to other listeners on the same edge. Explicit calls to setmarginal! overwrites whatever has been passed in start_with.
    @model macro accepts a simplified construction of this pipeline:
    @model function some_model()
+end
    Deprecation warning: RequireInboundFunctionalDependencies has been deprecated in favor of RequireMessageFunctionalDependencies.
    See also: ReactiveMP.DefaultFunctionalDependencies, ReactiveMP.RequireMarginalFunctionalDependencies, ReactiveMP.RequireEverythingFunctionalDependencies
    source
    ReactiveMP.RequireMarginalFunctionalDependencies — Type
    RequireMarginalFunctionalDependencies(indices::Tuple, start_with::Tuple)
    Similar to DefaultFunctionalDependencies, but in order to compute a message out of some edge also requires the posterior marginal on that edge.
    Arguments
    • indices::Tuple, tuple of integers, which indicates what edges should require their own marginals
    • start_with::Tuple, tuple of nothing or <:Distribution, which specifies the initial marginal for edges in indices
    Note: start_with uses the setmarginal! mechanism, hence it can be visible to other listeners on the same edge. Explicit calls to setmarginal! overwrites whatever has been passed in start_with.
    @model macro accepts a simplified construction of this pipeline:
    @model function some_model()
     # ...
     y ~ NormalMeanVariance(x, τ) where {
         pipeline = RequireMarginal(x = vague(NormalMeanPrecision),     τ)
@@ -34,4 +34,4 @@
                                    # and initialise with `vague(...)`  but here we skip initialisation
     }
     # ...
-end
    Note: The simplified construction in @model macro syntax is only available in GraphPPL.jl of version >2.2.0.
    See also: ReactiveMP.DefaultFunctionalDependencies, ReactiveMP.RequireMessageFunctionalDependencies, ReactiveMP.RequireEverythingFunctionalDependencies
    source
    ReactiveMP.RequireEverythingFunctionalDependencies — Type
    RequireEverythingFunctionalDependencies
    This pipeline specifies that in order to compute a message of some edge update rules request everything that is available locally. This includes all inbound messages (including on the same edge) and marginals over all local edge-clusters (this may or may not include marginals on single edges, depends on the local factorisation constraint).
    See also: DefaultFunctionalDependencies, RequireMessageFunctionalDependencies, RequireMarginalFunctionalDependencies
    source
    Node traits
    Each factor node has to define the ReactiveMP.as_node_functional_form trait function and to specify a ReactiveMP.ValidNodeFunctionalForm  singleton as a return object. By default ReactiveMP.as_node_functional_form returns ReactiveMP.UndefinedNodeFunctionalForm.  Objects that do not specify this property correctly cannot be used in model specification.
    Note
    @node macro does that automatically
    
+end

    Note: The simplified construction in @model macro syntax is only available in GraphPPL.jl of version >2.2.0.

    See also: ReactiveMP.DefaultFunctionalDependencies, ReactiveMP.RequireMessageFunctionalDependencies, ReactiveMP.RequireEverythingFunctionalDependencies

    source
    ReactiveMP.RequireEverythingFunctionalDependencies — Type

    RequireEverythingFunctionalDependencies

    This pipeline specifies that in order to compute a message of some edge update rules request everything that is available locally. This includes all inbound messages (including on the same edge) and marginals over all local edge-clusters (this may or may not include marginals on single edges, depends on the local factorisation constraint).

    See also: DefaultFunctionalDependencies, RequireMessageFunctionalDependencies, RequireMarginalFunctionalDependencies

    source

    Node traits

    Each factor node has to define the ReactiveMP.as_node_functional_form trait function and to specify a ReactiveMP.ValidNodeFunctionalForm singleton as a return object. By default ReactiveMP.as_node_functional_form returns ReactiveMP.UndefinedNodeFunctionalForm. Objects that do not specify this property correctly cannot be used in model specification.

    Note

    @node macro does that automatically

    diff --git a/dev/lib/prod/index.html b/dev/lib/prod/index.html index 4e91dadbe..9550a3156 100644 --- a/dev/lib/prod/index.html +++ b/dev/lib/prod/index.html @@ -1,9 +1,9 @@ -Prod implementation · ReactiveMP.jl
    Edit on GitHub

    Prod implementation

    Base.prod — Method
    prod(strategy, left, right)

    prod function is used to find a product of two probability distrubutions (or any other objects) over same variable (e.g. 𝓝(x|μ1, σ1) × 𝓝(x|μ2, σ2)). There are multiple strategies for prod function, e.g. ProdAnalytical, ProdGeneric or ProdPreserveType.

    Examples:

    using ReactiveMP
+Prod implementation · ReactiveMP.jl
    GitHub
    Prod implementation
    Base.prod — Method
    prod(strategy, left, right)
    prod function is used to find a product of two probability distrubutions (or any other objects) over same variable (e.g. 𝓝(x|μ1, σ1) × 𝓝(x|μ2, σ2)). There are multiple strategies for prod function, e.g. ProdAnalytical, ProdGeneric or ProdPreserveType.
    Examples:
    using ReactiveMP
 
 product = prod(ProdAnalytical(), NormalMeanVariance(-1.0, 1.0), NormalMeanVariance(1.0, 1.0))
 
 mean(product), var(product)
 
 # output
-(0.0, 0.5)
    See also: prod_analytical_rule, ProdAnalytical, ProdGeneric
    source
    ReactiveMP.ProdAnalytical — Type
    ProdAnalytical
    ProdAnalytical is one of the strategies for prod function. This strategy uses analytical prod methods but does not constraint a prod to be in any specific form. It throws an NoAnalyticalProdException if no analytical rules is available, use ProdGeneric prod strategy to fallback to approximation methods.
    Note: ProdAnalytical ignores missing values and simply returns the non-missing argument. Returns missing in case if both arguments are missing.
    See also: prod, ProdPreserveType, ProdGeneric
    source
    ReactiveMP.ProdFinal — Type
    ProdFinal{T}
    The ProdFinal is a wrapper around a distribution. By passing it as a message along an edge of the graph the corresponding marginal is calculated as the distribution of the ProdFinal.  In a sense, the ProdFinal ignores any further prod with any other distribution for calculating the marginal and only check for variate types of two distributions. Trying to prod two instances of ProdFinal will result in an error. Note: ProdFinal is not a prod strategy, as opposed to ProdAnalytical and ProdGeneric.
    See also: [BIFM]
    source
    ReactiveMP.ProdPreserveTypeLeft — Type
    ProdPreserveTypeLeft
    ProdPreserveTypeLeft is one of the strategies for prod function. This strategy constraint an output of a prod to be in the functional form as left argument. By default it fallbacks to a ProdPreserveType strategy and converts an output to a prespecified type but can be overwritten for some distributions for better performance.
    See also: prod, ProdPreserveType, ProdPreserveTypeRight
    source
    ReactiveMP.ProdPreserveTypeRight — Type
    ProdPreserveTypeRight
    ProdPreserveTypeRight is one of the strategies for prod function. This strategy constraint an output of a prod to be in the functional form as right argument. By default it fallbacks to a ProdPreserveType strategy and converts an output to a prespecified type but can be overwritten for some distributions for better performance.
    See also: prod, ProdPreserveType, ProdPreserveTypeLeft
    source
    Dist product
    ReactiveMP.DistProduct — Type
    DistProduct
    If inference backend cannot return an analytical solution for a product of two distributions it may fallback to the DistProduct structure DistProduct is useful to propagate the exact forms of two messages until it hits some approximation method for form-constraint. However DistProduct cannot be used to compute statistics such as mean or variance.  It has to be approximated before using in actual inference procedure.
    Backend exploits form constraints specification which usually help to deal with intractable distributions products. 
    See also: prod, ProdGeneric
    source
    ReactiveMP.ProdGeneric — Type
    ProdGeneric{C}
    ProdGeneric is one of the strategies for prod function. This strategy does not fail in case of no analytical rule is available, but simply creates a product tree, there all nodes represent the prod function and all leaves are valid Distribution object. This object does not define any statistical properties (such as mean or var etc) and cannot be used during the inference procedure. However this object plays imporant part in the functional form constraints implementation.  In a few words this object keeps all the information of a product of messages and propagates this information in the functional form constraint.
    ProdGeneric has a "fallback" method, which it may or may not use under some circumstances. For example if the fallback method is ProdAnalytical (which is the default one) - ProdGeneric will try to optimize prod tree with analytical solutions where possible.
    See also: prod, DistProduct, ProdAnalytical, ProdPreserveType, prod_analytical_rule, GenericLogPdfVectorisedProduct
    source
    ReactiveMP.GenericLogPdfVectorisedProduct — Type
    GenericLogPdfVectorisedProduct
    An efficient linearized implementation of product of multiple generic log-pdf objects. This structure prevents DistProduct tree from growing too much in case of identical log-pdf objects.  This trick significantly reduces Julia compilation times when analytical product rules are not available but messages are of the same type. Essentially this structure linearizes leafes of the DistProduct tree in case if it sees objects of the same type (via dispatch).
    See also: DistProduct
    source
    
+(0.0, 0.5)

    See also: prod_analytical_rule, ProdAnalytical, ProdGeneric

    source
    ReactiveMP.ProdAnalytical — Type
    ProdAnalytical

    ProdAnalytical is one of the strategies for prod function. This strategy uses analytical prod methods but does not constraint a prod to be in any specific form. It throws an NoAnalyticalProdException if no analytical rules is available, use ProdGeneric prod strategy to fallback to approximation methods.

    Note: ProdAnalytical ignores missing values and simply returns the non-missing argument. Returns missing in case if both arguments are missing.

    See also: prod, ProdPreserveType, ProdGeneric

    source
    ReactiveMP.ProdFinal — Type
    ProdFinal{T}

    The ProdFinal is a wrapper around a distribution. By passing it as a message along an edge of the graph the corresponding marginal is calculated as the distribution of the ProdFinal. In a sense, the ProdFinal ignores any further prod with any other distribution for calculating the marginal and only check for variate types of two distributions. Trying to prod two instances of ProdFinal will result in an error. Note: ProdFinal is not a prod strategy, as opposed to ProdAnalytical and ProdGeneric.

    See also: [BIFM]

    source
    ReactiveMP.ProdPreserveTypeLeft — Type
    ProdPreserveTypeLeft

    ProdPreserveTypeLeft is one of the strategies for prod function. This strategy constraint an output of a prod to be in the functional form as left argument. By default it fallbacks to a ProdPreserveType strategy and converts an output to a prespecified type but can be overwritten for some distributions for better performance.

    See also: prod, ProdPreserveType, ProdPreserveTypeRight

    source
    ReactiveMP.ProdPreserveTypeRight — Type
    ProdPreserveTypeRight

    ProdPreserveTypeRight is one of the strategies for prod function. This strategy constraint an output of a prod to be in the functional form as right argument. By default it fallbacks to a ProdPreserveType strategy and converts an output to a prespecified type but can be overwritten for some distributions for better performance.

    See also: prod, ProdPreserveType, ProdPreserveTypeLeft

    source

    Dist product

    ReactiveMP.DistProduct — Type
    DistProduct

    If inference backend cannot return an analytical solution for a product of two distributions it may fallback to the DistProduct structure DistProduct is useful to propagate the exact forms of two messages until it hits some approximation method for form-constraint. However DistProduct cannot be used to compute statistics such as mean or variance. It has to be approximated before using in actual inference procedure.

    Backend exploits form constraints specification which usually help to deal with intractable distributions products.

    See also: prod, ProdGeneric

    source
    ReactiveMP.ProdGeneric — Type
    ProdGeneric{C}

    ProdGeneric is one of the strategies for prod function. This strategy does not fail in case of no analytical rule is available, but simply creates a product tree, there all nodes represent the prod function and all leaves are valid Distribution object. This object does not define any statistical properties (such as mean or var etc) and cannot be used during the inference procedure. However this object plays imporant part in the functional form constraints implementation. In a few words this object keeps all the information of a product of messages and propagates this information in the functional form constraint.

    ProdGeneric has a "fallback" method, which it may or may not use under some circumstances. For example if the fallback method is ProdAnalytical (which is the default one) - ProdGeneric will try to optimize prod tree with analytical solutions where possible.

    See also: prod, DistProduct, ProdAnalytical, ProdPreserveType, prod_analytical_rule, GenericLogPdfVectorisedProduct

    source
    ReactiveMP.GenericLogPdfVectorisedProduct — Type
    GenericLogPdfVectorisedProduct

    An efficient linearized implementation of product of multiple generic log-pdf objects. This structure prevents DistProduct tree from growing too much in case of identical log-pdf objects. This trick significantly reduces Julia compilation times when analytical product rules are not available but messages are of the same type. Essentially this structure linearizes leafes of the DistProduct tree in case if it sees objects of the same type (via dispatch).

    See also: DistProduct

    source
    diff --git a/dev/lib/rules/rules/index.html b/dev/lib/rules/rules/index.html index 6f8df4781..6355a6acc 100644 --- a/dev/lib/rules/rules/index.html +++ b/dev/lib/rules/rules/index.html @@ -1,11 +1,11 @@ -Message update rules · ReactiveMP.jl
    Edit on GitHub

    Rules implementation

    Message update rules

    ReactiveMP.rule — Function
    rule(fform, on, vconstraint, mnames, messages, qnames, marginals, meta, __node)

    This function is used to compute an outbound message for a given node

    Arguments

    • fform: Functional form of the node in form of a type of the node, e.g. ::Type{ <: NormalMeanVariance } or ::typeof(+)
    • on: Outbound interface's tag for which a message has to be computed, e.g. ::Val{:out} or ::Val{:μ}
    • vconstraint: Variable constraints for an outbound interface, e.g. Marginalisation or MomentMatching
    • mnames: Ordered messages names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • messages: Tuple of message of the same length as mnames used to compute an outbound message
    • qnames: Ordered marginal names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • marginals: Tuple of marginals of the same length as qnames used to compute an outbound message
    • meta: Extra meta information
    • addons: Extra addons information
    • __node: Node reference

    See also: @rule, marginalrule, @marginalrule

    source
    ReactiveMP.@rule — Macro
    @rule NodeType(:Edge, Constraint) (Arguments..., [ meta::MetaType ]) = begin
+Message update rules · ReactiveMP.jl
    GitHub
    Rules implementation
    Message update rules
    ReactiveMP.rule — Function
    rule(fform, on, vconstraint, mnames, messages, qnames, marginals, meta, __node)
    This function is used to compute an outbound message for a given node
    Arguments
    • fform: Functional form of the node in form of a type of the node, e.g. ::Type{ <: NormalMeanVariance } or ::typeof(+)
    • on: Outbound interface's tag for which a message has to be computed, e.g. ::Val{:out} or ::Val{:μ}
    • vconstraint: Variable constraints for an outbound interface, e.g. Marginalisation or MomentMatching
    • mnames: Ordered messages names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • messages: Tuple of message of the same length as mnames used to compute an outbound message
    • qnames: Ordered marginal names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • marginals: Tuple of marginals of the same length as qnames used to compute an outbound message
    • meta: Extra meta information
    • addons: Extra addons information
    • __node: Node reference
    See also: @rule, marginalrule, @marginalrule
    source
    ReactiveMP.@rule — Macro
    @rule NodeType(:Edge, Constraint) (Arguments..., [ meta::MetaType ]) = begin
     # rule body
     return ...
 end
    The @rule macro help to define new methods for the rule function. It works particularly well in combination with the @node macro. It has a specific structure, which must specify:
    • NodeType: must be a valid Julia type. If some attempt to define a rule for a Julia function (for example +), use typeof(+)
    • Edge: edge label, usually edge labels are defined with the @node macro
    • Constrain: DEPRECATED, please just use the Marginalisation label
    • Arguments: defines a list of the input arguments for the rule
      • m_* prefix indicates that the argument is of type Message from the edge *
      • q_* prefix indicates that the argument is of type Marginal on the edge *
    • Meta::MetaType - optionally, a user can specify a Meta object of type MetaType.  This can be useful is some attempts to try different rules with different approximation methods or if the rule itself requires some temporary storage or cache.  The default meta is nothing.
    Here are various examples of the @rule macro usage:
    1. Belief-Propagation (or Sum-Product) message update rule for the NormalMeanVariance node  toward the :μ edge with the Marginalisation constraint. Input arguments are m_out and m_v, which are the messages from the corresponding edges out and v and have the type PointMass.
    @rule NormalMeanVariance(:μ, Marginalisation) (m_out::PointMass, m_v::PointMass) = NormalMeanVariance(mean(m_out), mean(m_v))
    1. Mean-field message update rule for the NormalMeanVariance node towards the :μ edge with the Marginalisation constraint. Input arguments are q_out and q_v, which are the marginals on the corresponding edges out and v of type Any.
    @rule NormalMeanVariance(:μ, Marginalisation) (q_out::Any, q_v::Any) = NormalMeanVariance(mean(q_out), mean(q_v))
    1. Structured Variational message update rule for the NormalMeanVariance node towards the :out edge with the Marginalisation constraint. Input arguments are m_μ, which is a message from the μ edge of type UnivariateNormalDistributionsFamily, and q_v, which is a marginal on the v edge of type Any.
    @rule NormalMeanVariance(:out, Marginalisation) (m_μ::UnivariateNormalDistributionsFamily, q_v::Any) = begin
     m_μ_mean, m_μ_cov = mean_cov(m_μ)
     return NormalMeanVariance(m_μ_mean, m_μ_cov + mean(q_v))
-end
    See also: rule, marginalrule, [@marginalrule], @call_rule
    source
    ReactiveMP.@call_rule — Macro
    @call_rule NodeType(:edge, Constraint) (argument1 = value1, argument2 = value2, ..., [ meta = ..., addons = ... ])
    The @call_rule macro helps to call the rule method with an easier syntax.  The structure of the macro is almost the same as in the @rule macro, but there is no begin ... end block, but instead each argument must have a specified value with the = operator.
    The @call_rule accepts optional list of options before the functional form specification, for example:
    @call_rule [ return_addons = true ] NodeType(:edge, Constraint) (argument1 = value1, argument2 = value2, ..., [ meta = ..., addons = ... ])
    The list of available options is:
    • return_addons - forces the @call_rule to return the tuple of (result, addons)
    See also: @rule, rule, @call_marginalrule
    source
    Marginal update rules
    ReactiveMP.marginalrule — Function
    marginalrule(fform, on, mnames, messages, qnames, marginals, meta, __node)
    This function is used to compute a local joint marginal for a given node
    Arguments
    • fform: Functional form of the node in form of a type of the node, e.g. ::Type{ <: NormalMeanVariance } or ::typeof(+)
    • on: Local joint marginal tag , e.g. ::Val{ :mean_precision } or ::Val{ :out_mean_precision }
    • mnames: Ordered messages names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • messages: Tuple of message of the same length as mnames used to compute an outbound message
    • qnames: Ordered marginal names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • marginals: Tuple of marginals of the same length as qnames used to compute an outbound message
    • meta: Extra meta information
    • __node: Node reference
    See also: rule, @rule @marginalrule
    source
    ReactiveMP.@call_rule — Macro
    @call_rule NodeType(:edge, Constraint) (argument1 = value1, argument2 = value2, ..., [ meta = ..., addons = ... ])
    The @call_rule macro helps to call the rule method with an easier syntax.  The structure of the macro is almost the same as in the @rule macro, but there is no begin ... end block, but instead each argument must have a specified value with the = operator.
    The @call_rule accepts optional list of options before the functional form specification, for example:
    @call_rule [ return_addons = true ] NodeType(:edge, Constraint) (argument1 = value1, argument2 = value2, ..., [ meta = ..., addons = ... ])
    The list of available options is:
    • return_addons - forces the @call_rule to return the tuple of (result, addons)
    See also: @rule, rule, @call_marginalrule
    source
    Marginal update rules
    ReactiveMP.marginalrule — Function
    marginalrule(fform, on, mnames, messages, qnames, marginals, meta, __node)
    This function is used to compute a local joint marginal for a given node
    Arguments
    • fform: Functional form of the node in form of a type of the node, e.g. ::Type{ <: NormalMeanVariance } or ::typeof(+)
    • on: Local joint marginal tag , e.g. ::Val{ :mean_precision } or ::Val{ :out_mean_precision }
    • mnames: Ordered messages names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • messages: Tuple of message of the same length as mnames used to compute an outbound message
    • qnames: Ordered marginal names in form of the Val type, eg. ::Val{ (:mean, :precision) }
    • marginals: Tuple of marginals of the same length as qnames used to compute an outbound message
    • meta: Extra meta information
    • __node: Node reference
    See also: rule, @rule @marginalrule
    source
    ReactiveMP.@marginalrule — Macro
    @marginalrule NodeType(:Cluster) (Arguments..., [ meta::MetaType ]) = begin
     # rule body
     return ...
 end
    The @marginalrule macro help to define new methods for the marginalrule function. It works particularly well in combination with the @node macro. It has a specific structure, which must specify:
    • NodeType: must be a valid Julia type. If some attempt to define a rule for a Julia function (for example +), use typeof(+)
    • Cluster: edge cluster that contains joined edge labels with the _ symbol. Usually edge labels are defined with the @node macro
    • Arguments: defines a list of the input arguments for the rule
      • m_* prefix indicates that the argument is of type Message from the edge *
      • q_* prefix indicates that the argument is of type Marginal on the edge *
    • Meta::MetaType - optionally, a user can specify a Meta object of type MetaType.  This can be useful is some attempts to try different rules with different approximation methods or if the rule itself requires some temporary storage or cache.  The default meta is nothing.
    The @marginalrule can return a NamedTuple in the return statement. This would indicate some variables in the joint marginal  for the Cluster are independent and the joint itself is factorised. For example if some attempts to compute a marginal for the q(x, y) it is possible to return (x = ..., y = ...) as the result of the computation to indicate that q(x, y) = q(x)q(y).
    Here are various examples of the @marginalrule macro usage:
    1. Marginal computation rule around the NormalMeanPrecision node for the q(out, μ). The rule accepts arguments m_out and m_μ, which are the messages 
    from the out and μ edges respectively, and q_τ which is the marginal on the edge τ.
    @marginalrule NormalMeanPrecision(:out_μ) (m_out::UnivariateNormalDistributionsFamily, m_μ::UnivariateNormalDistributionsFamily, q_τ::Any) = begin
@@ -20,7 +20,7 @@
     return MvNormalWeightedMeanPrecision(xi, W)
 end
    1. Marginal computation rule around the NormalMeanPrecision node for the q(out, μ). The rule accepts arguments m_out and m_μ, which are the messages from the 
    out and μ edges respectively, and q_τ which is the marginal on the edge τ. In this example the result of the computation is a NamedTuple
    @marginalrule NormalMeanPrecision(:out_μ) (m_out::PointMass, m_μ::UnivariateNormalDistributionsFamily, q_τ::Any) = begin
     return (out = m_out, μ = prod(ProdAnalytical(), NormalMeanPrecision(mean(m_out), mean(q_τ)), m_μ))
-end
    source
    ReactiveMP.@call_marginalrule — Macro
    @call_marginalrule NodeType(:edge) (argument1 = value1, argument2 = value2, ..., [ meta = ... ])
    The @call_marginalrule macro helps to call the marginalrule method with an easier syntax.  The structure of the macro is almost the same as in the @marginalrule macro, but there is no begin ... end block,  but instead each argument must have a specified value with the = operator.
    See also: @marginalrule, marginalrule, @call_rule
    source
    Testing utilities for the update rules
    ReactiveMP.@test_rules — Macro
    @test_rules [options] rule [ test_entries... ]
    The @test_rules macro generates test cases for message update rules for probabilistic programming models that follow the "message passing" paradigm. It takes a rule specification as input and generates a set of tests based on that specification. This macro is provided by ReactiveMP.
    Note: The Test module must be imported explicitly. The @test_rules macro tries to use the @test macro, which must be defined globally.
    Arguments
    The macro takes three arguments:
    • options: An optional argument that specifies the options for the test generation process. See below for details.
    • rule: A rule specification in the same format as the @rule macro, e.g. Beta(:out, Marginalisation) or NormalMeanVariance(:μ, Marginalisation).
    • test_entries: An array of named tuples (input = ..., output = ...). The input entry has the same format as the input for the @rule macro. The output entry specifies the expected output.
    Options
    The following options are available:
    • check_type_promotion: By default, this option is set to false. If set to true, the macro generates an extensive list of extra tests that aim to check the correct type promotion within the tests. For example, if all inputs are of type Float32, then the expected output should also be of type Float32. See the paramfloattype and convert_paramfloattype functions for details.
    • atol: Sets the desired accuracy for the tests. The tests use the custom_isapprox function from ReactiveMP to check if outputs are approximately the same. This argument can be either a single number or an array of key => value pairs.
    • extra_float_types: A set of extra float types to be used in the check_type_promotion tests. This argument has no effect if check_type_promotion is set to false.
    The default values for the atol option are:
    • Float32: 1e-4
    • Float64: 1e-6
    • BigFloat: 1e-8
    Examples
    
+end
    source
    ReactiveMP.@call_marginalrule — Macro
    @call_marginalrule NodeType(:edge) (argument1 = value1, argument2 = value2, ..., [ meta = ... ])
    The @call_marginalrule macro helps to call the marginalrule method with an easier syntax.  The structure of the macro is almost the same as in the @marginalrule macro, but there is no begin ... end block,  but instead each argument must have a specified value with the = operator.
    See also: @marginalrule, marginalrule, @call_rule
    source
    Testing utilities for the update rules
    ReactiveMP.@test_rules — Macro
    @test_rules [options] rule [ test_entries... ]
    The @test_rules macro generates test cases for message update rules for probabilistic programming models that follow the "message passing" paradigm. It takes a rule specification as input and generates a set of tests based on that specification. This macro is provided by ReactiveMP.
    Note: The Test module must be imported explicitly. The @test_rules macro tries to use the @test macro, which must be defined globally.
    Arguments
    The macro takes three arguments:
    • options: An optional argument that specifies the options for the test generation process. See below for details.
    • rule: A rule specification in the same format as the @rule macro, e.g. Beta(:out, Marginalisation) or NormalMeanVariance(:μ, Marginalisation).
    • test_entries: An array of named tuples (input = ..., output = ...). The input entry has the same format as the input for the @rule macro. The output entry specifies the expected output.
    Options
    The following options are available:
    • check_type_promotion: By default, this option is set to false. If set to true, the macro generates an extensive list of extra tests that aim to check the correct type promotion within the tests. For example, if all inputs are of type Float32, then the expected output should also be of type Float32. See the paramfloattype and convert_paramfloattype functions for details.
    • atol: Sets the desired accuracy for the tests. The tests use the custom_isapprox function from ReactiveMP to check if outputs are approximately the same. This argument can be either a single number or an array of key => value pairs.
    • extra_float_types: A set of extra float types to be used in the check_type_promotion tests. This argument has no effect if check_type_promotion is set to false.
    The default values for the atol option are:
    • Float32: 1e-4
    • Float64: 1e-6
    • BigFloat: 1e-8
    Examples
    
 @test_rules [check_type_promotion = true] Beta(:out, Marginalisation) [
     (input = (m_a = PointMass(1.0), m_b = PointMass(2.0)), output = Beta(1.0, 2.0)),
     (input = (m_a = PointMass(2.0), m_b = PointMass(2.0)), output = Beta(2.0, 2.0)),
@@ -31,4 +31,4 @@
     (input = (q_a = PointMass(1.0), q_b = PointMass(2.0)), output = Beta(1.0, 2.0)),
     (input = (q_a = PointMass(2.0), q_b = PointMass(2.0)), output = Beta(2.0, 2.0)),
     (input = (q_a = PointMass(3.0), q_b = PointMass(3.0)), output = Beta(3.0, 3.0))
-]
    See also: ReactiveMP.@test_marginalrules
    source
    
+]

    See also: ReactiveMP.@test_marginalrules

    source
    diff --git a/dev/search/index.html b/dev/search/index.html deleted file mode 100644 index 8208ace45..000000000 --- a/dev/search/index.html +++ /dev/null @@ -1,2 +0,0 @@ - -Search · ReactiveMP.jl

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