From 92520e0725e32becf96afbe0cb207eef0160e7d4 Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Tue, 19 Dec 2023 13:42:37 +0000 Subject: [PATCH] build based on 2a14e21 --- previews/PR21/.documenter-siteinfo.json | 1 + previews/PR21/assets/documenter.js | 889 ++++++++++++++++++ previews/PR21/assets/gwas.png | Bin 0 -> 28435 bytes previews/PR21/assets/logo.ico | Bin 0 -> 135487 bytes previews/PR21/assets/logo.svg | 1 + previews/PR21/assets/phewas.png | Bin 0 -> 30017 bytes .../PR21/assets/themes/documenter-dark.css | 7 + .../PR21/assets/themes/documenter-light.css | 9 + previews/PR21/assets/themeswap.js | 84 ++ previews/PR21/assets/warner.js | 52 + previews/PR21/cli/index.html | 2 + previews/PR21/index.html | 2 + previews/PR21/make_summary/index.html | 5 + previews/PR21/models/index.html | 8 + previews/PR21/resampling/index.html | 2 + previews/PR21/search_index.js | 3 + previews/PR21/sieve_variance/index.html | 9 + previews/PR21/siteinfo.js | 1 + previews/PR21/tmle_estimation/index.html | 15 + 19 files changed, 1090 insertions(+) create mode 100644 previews/PR21/.documenter-siteinfo.json create mode 100644 previews/PR21/assets/documenter.js create mode 100644 previews/PR21/assets/gwas.png create mode 100644 previews/PR21/assets/logo.ico create mode 100644 previews/PR21/assets/logo.svg create mode 100644 previews/PR21/assets/phewas.png create mode 100644 previews/PR21/assets/themes/documenter-dark.css create mode 100644 previews/PR21/assets/themes/documenter-light.css create mode 100644 previews/PR21/assets/themeswap.js create mode 100644 previews/PR21/assets/warner.js create mode 100644 previews/PR21/cli/index.html create mode 100644 previews/PR21/index.html create mode 100644 previews/PR21/make_summary/index.html create mode 100644 previews/PR21/models/index.html create mode 100644 previews/PR21/resampling/index.html create mode 100644 previews/PR21/search_index.js create mode 100644 previews/PR21/sieve_variance/index.html create mode 100644 previews/PR21/siteinfo.js create mode 100644 previews/PR21/tmle_estimation/index.html diff --git a/previews/PR21/.documenter-siteinfo.json b/previews/PR21/.documenter-siteinfo.json new file mode 100644 index 0000000..b870064 --- /dev/null +++ b/previews/PR21/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.9.4","generation_timestamp":"2023-12-19T13:42:32","documenter_version":"1.2.1"}} \ No newline at end of file diff --git a/previews/PR21/assets/documenter.js b/previews/PR21/assets/documenter.js new file mode 100644 index 0000000..f531160 --- /dev/null +++ b/previews/PR21/assets/documenter.js @@ -0,0 +1,889 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + '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/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on("click", ".docstring header", function () { + let articleToggleTitle = "Expand docstring"; + + debounce(() => { + if ($(this).siblings("section").is(":visible")) { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + $(this) + .find(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + $(this).siblings("section").slideToggle(); + }); +}); + +$(document).on("click", ".docs-article-toggle-button", function () { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(); + } 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); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'minisearch'], function($, 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"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let search_modal_header = ` +
+
+

+ + + + +

+
+
+ +
+
+`; + +let initial_search_body = ` +
Type something to get started!
+`; + +let search_modal_footer = ` + +`; + +$(document.body).append( + ` + + ` +); + +document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); +}); + +document.querySelector(".close-search-modal").addEventListener("click", () => { + closeModal(); +}); + +$(document).on("click", ".search-result-link", function () { + closeModal(); +}); + +document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; +}); + +// Functions to open and close a modal +function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); +} + +function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); +} + +document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/previews/PR21/assets/gwas.png b/previews/PR21/assets/gwas.png new file mode 100644 index 0000000000000000000000000000000000000000..3454d1a269f20e2e2a2708951417af59ce0a6767 GIT binary patch literal 28435 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The Command Line Interface (CLI)

CLI Installation

Via Docker (requires Docker)

While we are getting close to providing a standalone application, the most reliable way to use the app is still via the provided Docker container. In this container, the command line interface is accessible and can be used directly. For example via:

docker run -it --rm -v HOST_DIR:CONTAINER_DIR olivierlabayle/targeted-estimation:TAG tmle --help

where HOST_DIR:CONTAINER_DIR will map the host directory HOST_DIR to the container's CONTAINER_DIR and TAG is the currently released version of the project.

Build (requires Julia)

Alternatively, provided you have Julia installed, you can build the app via:

julia --project deps/build_app.jl app

Bellow is a description of the functionalities offered by the CLI.

CLI Description

diff --git a/previews/PR21/index.html b/previews/PR21/index.html new file mode 100644 index 0000000..65b5c70 --- /dev/null +++ b/previews/PR21/index.html @@ -0,0 +1,2 @@ + +Home · TargetedEstimation.jl
diff --git a/previews/PR21/make_summary/index.html b/previews/PR21/make_summary/index.html new file mode 100644 index 0000000..5545ab0 --- /dev/null +++ b/previews/PR21/make_summary/index.html @@ -0,0 +1,5 @@ + +Merging TMLE outputs · TargetedEstimation.jl

Merging TMLE outputs

Usage

tmle make-summary --help
TargetedEstimation.make_summary — Function
make_summary(
+    prefix; 
+    outputs=Outputs(json=JSONOutput(filename="summary.json"))
+)

Combines multiple TMLE .hdf5 output files in a single file. Multiple formats can be output at once.

Args

  • prefix: Prefix to .hdf5 files to be used to create the summary file

Options

  • -o, --outputs: Ouptuts configuration.
source
diff --git a/previews/PR21/models/index.html b/previews/PR21/models/index.html new file mode 100644 index 0000000..4df9872 --- /dev/null +++ b/previews/PR21/models/index.html @@ -0,0 +1,8 @@ + +Models · TargetedEstimation.jl

Models

Because TMLE.jl is based on top of MLJ, we can support any model respecting the MLJ interface. At the moment, we readily support all models from the following packages:

  • MLJLinearModels: Generalized Linear Models in Julia.
  • XGBoost.jl: Julia wrapper of the famous XGBoost package.
  • EvoTrees.jl: A pure Julia implementation of histogram based gradient boosting trees (subset of XGBoost)
  • GLMNet: A Julia wrapper of the glmnet package. See the GLMNet section.
  • MLJModels: General utilities such as the OneHotEncoder or InteractionTransformer.

Further support for more packages can be added on request, please fill an issue.

Also, because the estimator file used by the TMLE CLI is a pure Julia file, it is possible to use it in order to install additional package that can be used to define additional models.

Finally, we also provide some additional models described in Additional models provided by TargetedEstimation.jl.

Additional models provided by TargetedEstimation.jl

GLMNet

This is a simple wrapper around the glmnetcv function from the GLMNet.jl package. The only difference is that the resampling is made based on MLJ resampling strategies.

TargetedEstimation.GLMNetRegressor — Method
GLMNetRegressor(;resampling=CV(), params...)

A GLMNet regressor for continuous outcomes based on the glmnetcv function from the GLMNet.jl package.

Arguments:

Examples:

A glmnet with alpha=0.


+model = GLMNetRegressor(resampling=CV(nfolds=3), alpha=0)
+mach = machine(model, X, y)
+fit!(mach, verbosity=0)
source
TargetedEstimation.GLMNetClassifier — Method
GLMNetClassifier(;resampling=StratifiedCV(), params...)

A GLMNet classifier for binary/multinomial outcomes based on the glmnetcv function from the GLMNet.jl package.

Arguments:

Examples:

A glmnet with alpha=0.


+model = GLMNetClassifier(resampling=StratifiedCV(nfolds=3), alpha=0)
+mach = machine(model, X, y)
+fit!(mach, verbosity=0)
source

RestrictedInteractionTransformer

This transformer generates interaction terms based on a set of primary variables in order to limit the combinatorial explosion.

TargetedEstimation.RestrictedInteractionTransformer — Type
RestrictedInteractionTransformer(;order=2, primary_variables=Symbol[], primary_variables_patterns=Regex[])

Definition

This transformer generates interaction terms based on a set of primary variables. All generated interaction terms are composed of a set of primary variables and at most one remaining variable in the provided table. If (T₁, T₂) are defining the set of primary variables and (W₁, W₂) are reamining variables in the table, the generated interaction terms at order 2 will be:

  • T₁xT₂
  • T₁xW₂
  • W₁xT₂

but W₁xW₂ will not be generated because it would contain 2 remaining variables.

Arguments:

  • order: All interaction features up to the given order will be computed
  • primary_variables: A set of column names to generate the interactions
  • primaryvariablespatterns: A set of regular expression that can additionally

be used to identify primary_variables.

source

BiAllelicSNPEncoder

This transformer, mostly useful for genetic studies, converts bi-allelic single nucleotide polyphormism columns, encoded as Strings to a count of one of the two alleles.

TargetedEstimation.BiAllelicSNPEncoder — Type
BiAllelicSNPEncoder(patterns=Symbol[])

Encodes bi-allelic SNP columns, identified by the provided patterns Regex, as a count of a reference allele determined dynamically (not necessarily the minor allele).

source
diff --git a/previews/PR21/resampling/index.html b/previews/PR21/resampling/index.html new file mode 100644 index 0000000..049596f --- /dev/null +++ b/previews/PR21/resampling/index.html @@ -0,0 +1,2 @@ + +Resampling Strategies · TargetedEstimation.jl

Resampling Strategies

We also provide additional resampling strategies compliant with the MLJ.ResamplingStrategy interface.

AdaptiveResampling

The AdaptiveResampling strategies will determine the number of cross-validation folds adaptively based on the available data. This is inspired from the this paper on practical considerations for super learning.

The AdaptiveCV will determine the number of folds adaptively and perform a classic cross-validation split:

TargetedEstimation.AdaptiveCV — Type
AdaptiveCV(;shuffle=nothing, rng=nothing)

A CV (see MLJBase.CV) resampling strategy where the number of folds is determined data adaptively based on the rule of thum described here.

source

The AdaptiveStratifiedCV will determine the number of folds adaptively and perform a stratified cross-validation split:

TargetedEstimation.AdaptiveStratifiedCV — Type
AdaptiveStratifiedCV(;shuffle=nothing, rng=nothing)

A StratifiedCV (see MLJBase.StratifiedCV) resampling strategy where the number of folds is determined data adaptively based on the rule of thum described here.

source

JointStratifiedCV

Sometimes, the treatment variables (or some other features) are imbalanced and naively performing cross-validation or stratified cross-validation could result in the violation of the positivity hypothesis. To overcome this difficulty, the following JointStratifiedCV, performs a stratified cross-validation based on both features variables and the outcome variable.

TargetedEstimation.JointStratifiedCV — Type
JointStratifiedCV(;patterns=nothing, resampling=StratifiedCV())

Applies a stratified cross-validation strategy based on a variable constructed from X and y. A composite variable is built from:

  • x variables from X matching any of patterns and satisfying autotype(x) <: Union{Missing, Finite}.

If no pattern is provided, then only the second condition is considered.

  • y if autotype(y) <: Union{Missing, Finite}

The resampling needs to be a stratification compliant resampling strategy, at the moment one of StratifiedCV or AdaptiveStratifiedCV

source
diff --git a/previews/PR21/search_index.js b/previews/PR21/search_index.js new file mode 100644 index 0000000..b0b6509 --- /dev/null +++ b/previews/PR21/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"cli/#The-Command-Line-Interface-(CLI)","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"","category":"section"},{"location":"cli/#CLI-Installation","page":"The Command Line Interface (CLI)","title":"CLI Installation","text":"","category":"section"},{"location":"cli/#Via-Docker-(requires-Docker)","page":"The Command Line Interface (CLI)","title":"Via Docker (requires Docker)","text":"","category":"section"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"While we are getting close to providing a standalone application, the most reliable way to use the app is still via the provided Docker container. In this container, the command line interface is accessible and can be used directly. For example via:","category":"page"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"docker run -it --rm -v HOST_DIR:CONTAINER_DIR olivierlabayle/targeted-estimation:TAG tmle --help","category":"page"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"where HOST_DIR:CONTAINER_DIR will map the host directory HOST_DIR to the container's CONTAINER_DIR and TAG is the currently released version of the project.","category":"page"},{"location":"cli/#Build-(requires-Julia)","page":"The Command Line Interface (CLI)","title":"Build (requires Julia)","text":"","category":"section"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"Alternatively, provided you have Julia installed, you can build the app via:","category":"page"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"julia --project deps/build_app.jl app","category":"page"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"Bellow is a description of the functionalities offered by the CLI.","category":"page"},{"location":"cli/#CLI-Description","page":"The Command Line Interface (CLI)","title":"CLI Description","text":"","category":"section"},{"location":"cli/","page":"The Command Line Interface (CLI)","title":"The Command Line Interface (CLI)","text":"Pages = [\"tmle_estimation.md\", \"sieve_variance.md\", \"make_summary.md\"]\nDepth = 5","category":"page"},{"location":"make_summary/#Merging-TMLE-outputs","page":"Merging TMLE outputs","title":"Merging TMLE outputs","text":"","category":"section"},{"location":"make_summary/#Usage","page":"Merging TMLE outputs","title":"Usage","text":"","category":"section"},{"location":"make_summary/","page":"Merging TMLE outputs","title":"Merging TMLE outputs","text":"tmle make-summary --help","category":"page"},{"location":"make_summary/","page":"Merging TMLE outputs","title":"Merging TMLE outputs","text":"make_summary","category":"page"},{"location":"make_summary/#TargetedEstimation.make_summary","page":"Merging TMLE outputs","title":"TargetedEstimation.make_summary","text":"make_summary(\n prefix; \n outputs=Outputs(json=JSONOutput(filename=\"summary.json\"))\n)\n\nCombines multiple TMLE .hdf5 output files in a single file. Multiple formats can be output at once.\n\nArgs\n\nprefix: Prefix to .hdf5 files to be used to create the summary file\n\nOptions\n\n-o, --outputs: Ouptuts configuration.\n\n\n\n\n\n","category":"function"},{"location":"models/#Models","page":"Models","title":"Models","text":"","category":"section"},{"location":"models/","page":"Models","title":"Models","text":"CurrentModule = TargetedEstimation","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"Because TMLE.jl is based on top of MLJ, we can support any model respecting the MLJ interface. At the moment, we readily support all models from the following packages:","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"MLJLinearModels: Generalized Linear Models in Julia.\nXGBoost.jl: Julia wrapper of the famous XGBoost package.\nEvoTrees.jl: A pure Julia implementation of histogram based gradient boosting trees (subset of XGBoost)\nGLMNet: A Julia wrapper of the glmnet package. See the GLMNet section.\nMLJModels: General utilities such as the OneHotEncoder or InteractionTransformer.","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"Further support for more packages can be added on request, please fill an issue.","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"Also, because the estimator file used by the TMLE CLI is a pure Julia file, it is possible to use it in order to install additional package that can be used to define additional models.","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"Finally, we also provide some additional models described in Additional models provided by TargetedEstimation.jl.","category":"page"},{"location":"models/#Additional-models-provided-by-TargetedEstimation.jl","page":"Models","title":"Additional models provided by TargetedEstimation.jl","text":"","category":"section"},{"location":"models/#GLMNet","page":"Models","title":"GLMNet","text":"","category":"section"},{"location":"models/","page":"Models","title":"Models","text":"This is a simple wrapper around the glmnetcv function from the GLMNet.jl package. The only difference is that the resampling is made based on MLJ resampling strategies.","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"GLMNetRegressor(;resampling=CV(), params...)","category":"page"},{"location":"models/#TargetedEstimation.GLMNetRegressor-Tuple{}","page":"Models","title":"TargetedEstimation.GLMNetRegressor","text":"GLMNetRegressor(;resampling=CV(), params...)\n\nA GLMNet regressor for continuous outcomes based on the glmnetcv function from the GLMNet.jl package.\n\nArguments:\n\nresampling: A MLJ ResamplingStrategy, see MLJ resampling strategies\nparams: Additional parameters to the glmnetcv function\n\nExamples:\n\nA glmnet with alpha=0.\n\n\nmodel = GLMNetRegressor(resampling=CV(nfolds=3), alpha=0)\nmach = machine(model, X, y)\nfit!(mach, verbosity=0)\n\n\n\n\n\n","category":"method"},{"location":"models/","page":"Models","title":"Models","text":"GLMNetClassifier(;resampling=StratifiedCV(), params...)","category":"page"},{"location":"models/#TargetedEstimation.GLMNetClassifier-Tuple{}","page":"Models","title":"TargetedEstimation.GLMNetClassifier","text":"GLMNetClassifier(;resampling=StratifiedCV(), params...)\n\nA GLMNet classifier for binary/multinomial outcomes based on the glmnetcv function from the GLMNet.jl package.\n\nArguments:\n\nresampling: A MLJ ResamplingStrategy, see MLJ resampling strategies\nparams: Additional parameters to the glmnetcv function\n\nExamples:\n\nA glmnet with alpha=0.\n\n\nmodel = GLMNetClassifier(resampling=StratifiedCV(nfolds=3), alpha=0)\nmach = machine(model, X, y)\nfit!(mach, verbosity=0)\n\n\n\n\n\n","category":"method"},{"location":"models/#RestrictedInteractionTransformer","page":"Models","title":"RestrictedInteractionTransformer","text":"","category":"section"},{"location":"models/","page":"Models","title":"Models","text":"This transformer generates interaction terms based on a set of primary variables in order to limit the combinatorial explosion.","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"RestrictedInteractionTransformer","category":"page"},{"location":"models/#TargetedEstimation.RestrictedInteractionTransformer","page":"Models","title":"TargetedEstimation.RestrictedInteractionTransformer","text":"RestrictedInteractionTransformer(;order=2, primary_variables=Symbol[], primary_variables_patterns=Regex[])\n\nDefinition\n\nThis transformer generates interaction terms based on a set of primary variables. All generated interaction terms are composed of a set of primary variables and at most one remaining variable in the provided table. If (T₁, T₂) are defining the set of primary variables and (W₁, W₂) are reamining variables in the table, the generated interaction terms at order 2 will be:\n\nT₁xT₂\nT₁xW₂\nW₁xT₂\n\nbut W₁xW₂ will not be generated because it would contain 2 remaining variables.\n\nArguments:\n\norder: All interaction features up to the given order will be computed\nprimary_variables: A set of column names to generate the interactions\nprimaryvariablespatterns: A set of regular expression that can additionally \n\nbe used to identify primary_variables.\n\n\n\n\n\n","category":"type"},{"location":"models/#BiAllelicSNPEncoder","page":"Models","title":"BiAllelicSNPEncoder","text":"","category":"section"},{"location":"models/","page":"Models","title":"Models","text":"This transformer, mostly useful for genetic studies, converts bi-allelic single nucleotide polyphormism columns, encoded as Strings to a count of one of the two alleles.","category":"page"},{"location":"models/","page":"Models","title":"Models","text":"BiAllelicSNPEncoder","category":"page"},{"location":"models/#TargetedEstimation.BiAllelicSNPEncoder","page":"Models","title":"TargetedEstimation.BiAllelicSNPEncoder","text":"BiAllelicSNPEncoder(patterns=Symbol[])\n\nEncodes bi-allelic SNP columns, identified by the provided patterns Regex, as a count of a reference allele determined dynamically (not necessarily the minor allele).\n\n\n\n\n\n","category":"type"},{"location":"sieve_variance/#Sieve-Variance-Plateau-Estimation","page":"Sieve Variance Plateau Estimation","title":"Sieve Variance Plateau Estimation","text":"","category":"section"},{"location":"sieve_variance/","page":"Sieve Variance Plateau Estimation","title":"Sieve Variance Plateau Estimation","text":"If the i.i.d. (independent and identically distributed) hypothesis is not satisfied, most of the traditional statistical inference theory falls apart. This is typically possible in population genetics where a study may contain related individuals. Here we leverage a non-parametric method called Sieve Variance Plateau (SVP) estimation. The hypothesis is that the dependence between individuals is sufficiently small, so that our targeted estimator will still be asymptotically unbiased, but its variance will be under estimated. In brief, the SVP estimator computes a variance estimate for a range of thresholds 𝜏, by considering individuals to be independent if their distance exceeds 𝜏. As the distance threshold 𝜏 increases, fewer individuals are assumed to be independent. The maximum of this curve is the most conservative estimate of the variance of the target parameter estimator and constitutes our SVP corrected variance estimator.","category":"page"},{"location":"sieve_variance/#svp_command","page":"Sieve Variance Plateau Estimation","title":"Usage","text":"","category":"section"},{"location":"sieve_variance/","page":"Sieve Variance Plateau Estimation","title":"Sieve Variance Plateau Estimation","text":"tmle sieve-variance-plateau --help","category":"page"},{"location":"sieve_variance/","page":"Sieve Variance Plateau Estimation","title":"Sieve Variance Plateau Estimation","text":"sieve_variance_plateau","category":"page"},{"location":"sieve_variance/#TargetedEstimation.sieve_variance_plateau","page":"Sieve Variance Plateau Estimation","title":"TargetedEstimation.sieve_variance_plateau","text":"sieve_variance_plateau(input_prefix;\n out=\"svp.hdf5\",\n grm_prefix=\"GRM\",\n verbosity=0, \n n_estimators=10, \n max_tau=0.8,\n estimator_key=\"TMLE\"\n)\n\nSieve Variance Plateau CLI.\n\nArgs\n\ninput-prefix: Input prefix to HDF5 files generated by the tmle CLI.\n\nOptions\n\n-o, --out: Output filename.\n-g, --grm-prefix: Prefix to the aggregated GRM.\n-v, --verbosity: Verbosity level.\n-n, --n_estimators: Number of variance estimators to build for each estimate. \n-m, --max_tau: Maximum distance between any two individuals.\n-e, --estimator-key: Estimator to use to proceed with sieve variance correction.\n\n\n\n\n\n","category":"function"},{"location":"resampling/#Resampling-Strategies","page":"Resampling Strategies","title":"Resampling Strategies","text":"","category":"section"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"CurrentModule = TargetedEstimation","category":"page"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"We also provide additional resampling strategies compliant with the MLJ.ResamplingStrategy interface.","category":"page"},{"location":"resampling/#AdaptiveResampling","page":"Resampling Strategies","title":"AdaptiveResampling","text":"","category":"section"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"The AdaptiveResampling strategies will determine the number of cross-validation folds adaptively based on the available data. This is inspired from the this paper on practical considerations for super learning.","category":"page"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"The AdaptiveCV will determine the number of folds adaptively and perform a classic cross-validation split:","category":"page"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"AdaptiveCV","category":"page"},{"location":"resampling/#TargetedEstimation.AdaptiveCV","page":"Resampling Strategies","title":"TargetedEstimation.AdaptiveCV","text":"AdaptiveCV(;shuffle=nothing, rng=nothing)\n\nA CV (see MLJBase.CV) resampling strategy where the number of folds is determined data adaptively based on the rule of thum described here.\n\n\n\n\n\n","category":"type"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"The AdaptiveStratifiedCV will determine the number of folds adaptively and perform a stratified cross-validation split:","category":"page"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"AdaptiveStratifiedCV","category":"page"},{"location":"resampling/#TargetedEstimation.AdaptiveStratifiedCV","page":"Resampling Strategies","title":"TargetedEstimation.AdaptiveStratifiedCV","text":"AdaptiveStratifiedCV(;shuffle=nothing, rng=nothing)\n\nA StratifiedCV (see MLJBase.StratifiedCV) resampling strategy where the number of folds is determined data adaptively based on the rule of thum described here.\n\n\n\n\n\n","category":"type"},{"location":"resampling/#JointStratifiedCV","page":"Resampling Strategies","title":"JointStratifiedCV","text":"","category":"section"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"Sometimes, the treatment variables (or some other features) are imbalanced and naively performing cross-validation or stratified cross-validation could result in the violation of the positivity hypothesis. To overcome this difficulty, the following JointStratifiedCV, performs a stratified cross-validation based on both features variables and the outcome variable.","category":"page"},{"location":"resampling/","page":"Resampling Strategies","title":"Resampling Strategies","text":"JointStratifiedCV","category":"page"},{"location":"resampling/#TargetedEstimation.JointStratifiedCV","page":"Resampling Strategies","title":"TargetedEstimation.JointStratifiedCV","text":"JointStratifiedCV(;patterns=nothing, resampling=StratifiedCV())\n\nApplies a stratified cross-validation strategy based on a variable constructed from X and y. A composite variable is built from: \n\nx variables from X matching any of patterns and satisfying autotype(x) <: Union{Missing, Finite}. \n\nIf no pattern is provided, then only the second condition is considered.\n\ny if autotype(y) <: Union{Missing, Finite}\n\nThe resampling needs to be a stratification compliant resampling strategy, at the moment one of StratifiedCV or AdaptiveStratifiedCV\n\n\n\n\n\n","category":"type"},{"location":"#TargetedEstimation.jl","page":"Home","title":"TargetedEstimation.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"The goal of this package, is to provide a standalone executable to run large scale Targeted Minimum Loss-based Estimation (TMLE) on tabular datasets. To learn more about TMLE, please visit TMLE.jl, the companion package.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Jump to The Command Line Interface (CLI)","category":"page"},{"location":"","page":"Home","title":"Home","text":"We also provide extensions to the MLJ universe that are particularly useful in statistical genetics (but not restricted to it):","category":"page"},{"location":"","page":"Home","title":"Home","text":"Additional Models\nAdditional Resampling Strategies","category":"page"},{"location":"tmle_estimation/#Targeted-Minimum-Loss-Based-Estimation","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"This is the main script in this package, it provides a command line interface for the estimation of statistical parameters using targeted Learning.","category":"page"},{"location":"tmle_estimation/#Usage","page":"Targeted Minimum Loss Based Estimation","title":"Usage","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"tmle tmle --help","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"tmle","category":"page"},{"location":"tmle_estimation/#TargetedEstimation.tmle","page":"Targeted Minimum Loss Based Estimation","title":"TargetedEstimation.tmle","text":"tmle(dataset; \n estimands=\"generateATEs\", \n estimators=\"glmnet\"; \n verbosity=0, \n outputs=Outputs(),\n chunksize=100,\n rng=123,\n cache_strategy=\"release-unusable\",\n sort_estimands=false\n)\n\nTMLE CLI.\n\nArgs\n\ndataset: Data file (either .csv or .arrow)\n\nOptions\n\n--estimands: A string (\"generateATEs\") or a serialized TMLE.Configuration (accepted formats: .json | .yaml | .jls)\n--estimators: A julia file containing the estimators to use.\n-v, --verbosity: Verbosity level.\n-o, --outputs: Ouputs to be generated.\n--chunksize: Results are written in batches of size chunksize.\n-r, --rng: Random seed (Only used for estimands ordering at the moment).\n-c, --cache-strategy: Caching Strategy for the nuisance functions, any of (\"release-unusable\", \"no-cache\", \"max-size\").\n\nFlags\n\n-s, --sort_estimands: Sort estimands to minimize cache usage (A brute force approach will be used, resulting in exponentially long sorting time).\n\n\n\n\n\n","category":"function"},{"location":"tmle_estimation/#Note-on-TMLE-Outputs","page":"Targeted Minimum Loss Based Estimation","title":"Note on TMLE Outputs","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"We can output results in three different formats: HDF5, JSON and JLS. By default no output is written, so you need to specify at least one. An output can be generated by specifying an output filename for it. For instance --outputs.json.filename=output.json will output a JSON file. Note that you can generate multiple formats at once, e.g. --outputs.json.filename=output.json --outputs.hdf5.filename=output.hdf5 will output both JSON and HDF5 result files. Another important output option is the pval_threshold. Each estimation result is accompanied by an influence curve vector and by default these vectors are erased before saving the results because they typically take up too much space and are not usually needed. In some occasions you might want to keep them and this can be achieved by specifiying the output's pval_threhsold. For instance --outputs.hdf5.pval_threshold=1. will keep all such vectors because all p-values lie in between 0 and 1.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"In order to run sieve variance plateau correction after a TMLE run you need to save the results in HDF5 format with influence curve vectors. Furthermore, you will need to save the sample-ids associated with each result. A complete option set for this could be: --outputs.hdf5.filename=output.hdf5 --outputs.hdf5.pval_threshold=0.05 --sample_ids=true. In this case, only those results with an individual p-value of less than 005 will keep track of their influence curves and be considered for sieve variance correction.","category":"page"},{"location":"tmle_estimation/#Runtime","page":"Targeted Minimum Loss Based Estimation","title":"Runtime","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Targeted Learning can quickly become computationally intensive compared to traditional parametric inference. Here, we illustrate typical runtimes using examples from population genetics. This is because population genetics is currently the main use case for this package, but it shouldn't be understood as the only scope. In fact, the two most prominent study designs in population genetics are perfect illustrations of the computational complexity associated with Targeted Learning.","category":"page"},{"location":"tmle_estimation/#Preliminary","page":"Targeted Minimum Loss Based Estimation","title":"Preliminary","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Remember that for each estimand of interest, Targeted Learning requires 3 main ingredients that drive computational complexity:","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"An estimator for the propensity score: G(T, W) = P(T|W).\nAn estimator for the outcome's mean: Q(T, W) = E[Y|T, W].\nA targeting step towards the estimand of interest.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"While the targeting step has a fixed form, both G and Q require specification of learning algorithms that can range from simple generalized linear models to complex Super Learners. In general, one doesn't know how the data has been generated and the model space should be kept as large as possible in order to provide valid inference. This means we recommend the use Super Learning for both G and Q as it comes with asymptotic theoretical guarantees. However, Super Learning is an expensive procedure and, depending on the context, might become infeasible. Also, notice that while the targeting step is specific to a given estimand, G and Q are only specific to the variables occuring in the causal graph. This means that they can potentially be cleverly reused across the estimation of multiple estimands. Note that this clever reuse, is already baked into this package, and nothing needs to be done beside specifying the learning algorithms for G and Q. The goal of the subsequent sections is to provide some examples, guiding the choice of those learning algorithms.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"In what follows, Y is an outcome of interest, W a set of confounding variables and T a genetic variation. Genetic variations are usually represented as a pair of alleles corresponding to an individual's genotype. We will further restrict the scope to bi-allelic single nucleotide variations. This means that, at a given locus where the two alleles are A and C, an individual could have any of the following genotype: AA, AC, CC. Those will be our treatment values.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"For all the following experiments:","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"The Julia script can be found at experiments/runtime.jl.\nThe various estimators used below are further described in theestimators-configs folder.","category":"page"},{"location":"tmle_estimation/#Multiple-treatment-contrasts","page":"Targeted Minimum Loss Based Estimation","title":"Multiple treatment contrasts","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"In a classic randomized control trial, the treatment variable can only take one of two levels: treated or not treated. In out example however, any genetic variation takes its values from three different levels. As such, the treated and not treated levels need to be defined and any of the following contrasts can be of interest:","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"AA -> AC\nAC -> CC\nAA -> CC","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"For a given outcome and genetic variation, for each contrast, both G and Q are actually invariant. This shows a first level of reduction in computational complexity. Both G and Q need to be fitted only once across multiple treatment contrasts and only the targeting step needs to be carried out again.","category":"page"},{"location":"tmle_estimation/#The-PheWAS-study-design","page":"Targeted Minimum Loss Based Estimation","title":"The PheWAS study design","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"In a PheWAS, one is interested in the effect of a genetic variation across many outcomes (typically around 1000). Because the treatment variable is always the same, the propensity score G can be reused across all parameters, which drastically reduces computational complexity.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"
\n\"PheWAS\"\n
","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"With this setup in mind, the computational complexity is mostly driven by the specification of the learning algorithms for Q, which will have to be fitted for each outcome. For 10 outcomes, we estimate the 3 Average Treatment Effects corresponding to the 3 possible treatment contrasts defined in the previous section. There are thus two levels of reuse of G and Q in this study design. In the table below are presented some runtimes for various specifications of G and Q using a single cpu. The \"Unit runtime\" is the average runtime across all estimands and can roughly be extrapolated to bigger studies.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Estimator Unit runtime (s) Extrapolated runtime to 1000 outcomes\nglm. 4.65 ≈ 1h20\nglmnet 7.19 ≈ 2h\nG-superlearning-Q-glmnet 50.05 ≈ 13h45\nsuperlearning 168.98 ≈ 46h","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Depending on the exact setup, this means one can probably afford to use Super Learning for at least the estimation of G (and potentially also for Q for a single PheWAS). This turns out to be a great news because TMLE is a double robust estimator. As a reminder, it means that only one of the estimators for G or Q needs to converge sufficiently fast to the ground truth to guarantee that our estimates will be asymptotically unbiased.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Finally, note that those runtime estimates should be interpreted as worse cases, this is because:","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Only 1 cpu is used.\nMost modern high performance computing platform will allow further parallelization.\nIn the case where G only is a Super Learner, since the number of parameters is still relatively low in this example, it is possible that the time to fit G still dominates the runtime.\nRuntimes include precompilation which becomes negligible with the size of the study.","category":"page"},{"location":"tmle_estimation/#The-GWAS-study-design","page":"Targeted Minimum Loss Based Estimation","title":"The GWAS study design","text":"","category":"section"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"In a GWAS, the outcome variable is held fixed and we are interested in the effects of very many genetic variations on this outcome (typically 800 000 for a genotyping array). The propensity score cannot be reused across parameters resulting in a more expensive run.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"
\n\"GWAS\"\n
","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Again, we estimate the 3 Average Treatment Effects corresponding to the 3 possible treatment contrasts. However we now look at 3 different genetic variations and only one outcome. In the table below are presented some runtimes for various specifications of G and Q using a single cpu. The \"Unit runtime\" is the average runtime across all estimands and can roughly be extrapolated to bigger studies.","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"Estimator file Continuous outcome unit runtime (s) Binary outcome unit runtime (s) Projected Time on HPC (200 folds //)\nglm 5.64 6.14 ≈ 6h30\nglmnet 17.46 22.24 ≈ 22h\nG-superlearning-Q-glmnet 430.54 438.67 ≈ 20 days\nsuperlearning 511.26 567.72 ≈ 24 days","category":"page"},{"location":"tmle_estimation/","page":"Targeted Minimum Loss Based Estimation","title":"Targeted Minimum Loss Based Estimation","text":"We can see that modern high performance computing platforms definitely enable this study design when using GLMs or GLMNets. It is unlikely however, that you will be able to use Super Learning for any of P(V|W) or E[Y|V, W] if you don't have privileged access to such platform. While the double robustness guarantees will generally not be satisfied, our estimate will still be targeted, which means that its bias will be reduced compared to classic inference using a parametric model.","category":"page"}] +} diff --git a/previews/PR21/sieve_variance/index.html b/previews/PR21/sieve_variance/index.html new file mode 100644 index 0000000..a6d79d6 --- /dev/null +++ b/previews/PR21/sieve_variance/index.html @@ -0,0 +1,9 @@ + +Sieve Variance Plateau Estimation · TargetedEstimation.jl

Sieve Variance Plateau Estimation

If the i.i.d. (independent and identically distributed) hypothesis is not satisfied, most of the traditional statistical inference theory falls apart. This is typically possible in population genetics where a study may contain related individuals. Here we leverage a non-parametric method called Sieve Variance Plateau (SVP) estimation. The hypothesis is that the dependence between individuals is sufficiently small, so that our targeted estimator will still be asymptotically unbiased, but its variance will be under estimated. In brief, the SVP estimator computes a variance estimate for a range of thresholds 𝜏, by considering individuals to be independent if their distance exceeds 𝜏. As the distance threshold 𝜏 increases, fewer individuals are assumed to be independent. The maximum of this curve is the most conservative estimate of the variance of the target parameter estimator and constitutes our SVP corrected variance estimator.

Usage

tmle sieve-variance-plateau --help
TargetedEstimation.sieve_variance_plateau — Function
sieve_variance_plateau(input_prefix;
+    out="svp.hdf5",
+    grm_prefix="GRM",
+    verbosity=0, 
+    n_estimators=10, 
+    max_tau=0.8,
+    estimator_key="TMLE"
+)

Sieve Variance Plateau CLI.

Args

  • input-prefix: Input prefix to HDF5 files generated by the tmle CLI.

Options

  • -o, --out: Output filename.
  • -g, --grm-prefix: Prefix to the aggregated GRM.
  • -v, --verbosity: Verbosity level.
  • -n, --n_estimators: Number of variance estimators to build for each estimate.
  • -m, --max_tau: Maximum distance between any two individuals.
  • -e, --estimator-key: Estimator to use to proceed with sieve variance correction.
source
diff --git a/previews/PR21/siteinfo.js b/previews/PR21/siteinfo.js new file mode 100644 index 0000000..9e6f793 --- /dev/null +++ b/previews/PR21/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR21"; diff --git a/previews/PR21/tmle_estimation/index.html b/previews/PR21/tmle_estimation/index.html new file mode 100644 index 0000000..478c753 --- /dev/null +++ b/previews/PR21/tmle_estimation/index.html @@ -0,0 +1,15 @@ + +Targeted Minimum Loss Based Estimation · TargetedEstimation.jl

Targeted Minimum Loss Based Estimation

This is the main script in this package, it provides a command line interface for the estimation of statistical parameters using targeted Learning.

Usage

tmle tmle --help
TargetedEstimation.tmle — Function
tmle(dataset; 
+    estimands="generateATEs", 
+    estimators="glmnet"; 
+    verbosity=0, 
+    outputs=Outputs(),
+    chunksize=100,
+    rng=123,
+    cache_strategy="release-unusable",
+    sort_estimands=false
+)

TMLE CLI.

Args

  • dataset: Data file (either .csv or .arrow)

Options

  • --estimands: A string ("generateATEs") or a serialized TMLE.Configuration (accepted formats: .json | .yaml | .jls)
  • --estimators: A julia file containing the estimators to use.
  • -v, --verbosity: Verbosity level.
  • -o, --outputs: Ouputs to be generated.
  • --chunksize: Results are written in batches of size chunksize.
  • -r, --rng: Random seed (Only used for estimands ordering at the moment).
  • -c, --cache-strategy: Caching Strategy for the nuisance functions, any of ("release-unusable", "no-cache", "max-size").

Flags

  • -s, --sort_estimands: Sort estimands to minimize cache usage (A brute force approach will be used, resulting in exponentially long sorting time).
source

Note on TMLE Outputs

We can output results in three different formats: HDF5, JSON and JLS. By default no output is written, so you need to specify at least one. An output can be generated by specifying an output filename for it. For instance --outputs.json.filename=output.json will output a JSON file. Note that you can generate multiple formats at once, e.g. --outputs.json.filename=output.json --outputs.hdf5.filename=output.hdf5 will output both JSON and HDF5 result files. Another important output option is the pval_threshold. Each estimation result is accompanied by an influence curve vector and by default these vectors are erased before saving the results because they typically take up too much space and are not usually needed. In some occasions you might want to keep them and this can be achieved by specifiying the output's pval_threhsold. For instance --outputs.hdf5.pval_threshold=1. will keep all such vectors because all p-values lie in between 0 and 1.

In order to run sieve variance plateau correction after a TMLE run you need to save the results in HDF5 format with influence curve vectors. Furthermore, you will need to save the sample-ids associated with each result. A complete option set for this could be: --outputs.hdf5.filename=output.hdf5 --outputs.hdf5.pval_threshold=0.05 --sample_ids=true. In this case, only those results with an individual p-value of less than $0.05$ will keep track of their influence curves and be considered for sieve variance correction.

Runtime

Targeted Learning can quickly become computationally intensive compared to traditional parametric inference. Here, we illustrate typical runtimes using examples from population genetics. This is because population genetics is currently the main use case for this package, but it shouldn't be understood as the only scope. In fact, the two most prominent study designs in population genetics are perfect illustrations of the computational complexity associated with Targeted Learning.

Preliminary

Remember that for each estimand of interest, Targeted Learning requires 3 main ingredients that drive computational complexity:

  • An estimator for the propensity score: G(T, W) = P(T|W).
  • An estimator for the outcome's mean: Q(T, W) = E[Y|T, W].
  • A targeting step towards the estimand of interest.

While the targeting step has a fixed form, both G and Q require specification of learning algorithms that can range from simple generalized linear models to complex Super Learners. In general, one doesn't know how the data has been generated and the model space should be kept as large as possible in order to provide valid inference. This means we recommend the use Super Learning for both G and Q as it comes with asymptotic theoretical guarantees. However, Super Learning is an expensive procedure and, depending on the context, might become infeasible. Also, notice that while the targeting step is specific to a given estimand, G and Q are only specific to the variables occuring in the causal graph. This means that they can potentially be cleverly reused across the estimation of multiple estimands. Note that this clever reuse, is already baked into this package, and nothing needs to be done beside specifying the learning algorithms for G and Q. The goal of the subsequent sections is to provide some examples, guiding the choice of those learning algorithms.

In what follows, Y is an outcome of interest, W a set of confounding variables and T a genetic variation. Genetic variations are usually represented as a pair of alleles corresponding to an individual's genotype. We will further restrict the scope to bi-allelic single nucleotide variations. This means that, at a given locus where the two alleles are A and C, an individual could have any of the following genotype: AA, AC, CC. Those will be our treatment values.

For all the following experiments:

Multiple treatment contrasts

In a classic randomized control trial, the treatment variable can only take one of two levels: treated or not treated. In out example however, any genetic variation takes its values from three different levels. As such, the treated and not treated levels need to be defined and any of the following contrasts can be of interest:

  • AA -> AC
  • AC -> CC
  • AA -> CC

For a given outcome and genetic variation, for each contrast, both G and Q are actually invariant. This shows a first level of reduction in computational complexity. Both G and Q need to be fitted only once across multiple treatment contrasts and only the targeting step needs to be carried out again.

The PheWAS study design

In a PheWAS, one is interested in the effect of a genetic variation across many outcomes (typically around 1000). Because the treatment variable is always the same, the propensity score G can be reused across all parameters, which drastically reduces computational complexity.

+PheWAS +

With this setup in mind, the computational complexity is mostly driven by the specification of the learning algorithms for Q, which will have to be fitted for each outcome. For 10 outcomes, we estimate the 3 Average Treatment Effects corresponding to the 3 possible treatment contrasts defined in the previous section. There are thus two levels of reuse of G and Q in this study design. In the table below are presented some runtimes for various specifications of G and Q using a single cpu. The "Unit runtime" is the average runtime across all estimands and can roughly be extrapolated to bigger studies.

EstimatorUnit runtime (s)Extrapolated runtime to 1000 outcomes
glm.4.65≈ 1h20
glmnet7.19≈ 2h
G-superlearning-Q-glmnet50.05≈ 13h45
superlearning168.98≈ 46h

Depending on the exact setup, this means one can probably afford to use Super Learning for at least the estimation of G (and potentially also for Q for a single PheWAS). This turns out to be a great news because TMLE is a double robust estimator. As a reminder, it means that only one of the estimators for G or Q needs to converge sufficiently fast to the ground truth to guarantee that our estimates will be asymptotically unbiased.

Finally, note that those runtime estimates should be interpreted as worse cases, this is because:

  • Only 1 cpu is used.
  • Most modern high performance computing platform will allow further parallelization.
  • In the case where G only is a Super Learner, since the number of parameters is still relatively low in this example, it is possible that the time to fit G still dominates the runtime.
  • Runtimes include precompilation which becomes negligible with the size of the study.

The GWAS study design

In a GWAS, the outcome variable is held fixed and we are interested in the effects of very many genetic variations on this outcome (typically 800 000 for a genotyping array). The propensity score cannot be reused across parameters resulting in a more expensive run.

+GWAS +

Again, we estimate the 3 Average Treatment Effects corresponding to the 3 possible treatment contrasts. However we now look at 3 different genetic variations and only one outcome. In the table below are presented some runtimes for various specifications of G and Q using a single cpu. The "Unit runtime" is the average runtime across all estimands and can roughly be extrapolated to bigger studies.

Estimator fileContinuous outcome unit runtime (s)Binary outcome unit runtime (s)Projected Time on HPC (200 folds //)
glm5.646.14≈ 6h30
glmnet17.4622.24≈ 22h
G-superlearning-Q-glmnet430.54438.67≈ 20 days
superlearning511.26567.72≈ 24 days

We can see that modern high performance computing platforms definitely enable this study design when using GLMs or GLMNets. It is unlikely however, that you will be able to use Super Learning for any of P(V|W) or E[Y|V, W] if you don't have privileged access to such platform. While the double robustness guarantees will generally not be satisfied, our estimate will still be targeted, which means that its bias will be reduced compared to classic inference using a parametric model.

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.button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-outlined.is-hovered,html.theme--documenter-dark .button.is-black.is-outlined:focus,html.theme--documenter-dark .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--documenter-dark .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--documenter-dark .button.is-black.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-black.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-black.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark 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.button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark .content kbd.button:focus,html.theme--documenter-dark .button.is-dark.is-focused,html.theme--documenter-dark .content kbd.button.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus:not(:active),html.theme--documenter-dark .content kbd.button:focus:not(:active),html.theme--documenter-dark .button.is-dark.is-focused:not(:active),html.theme--documenter-dark .content kbd.button.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(40,47,47,0.25)}html.theme--documenter-dark 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kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-dark.is-inverted[disabled],html.theme--documenter-dark .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-loading::after,html.theme--documenter-dark .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark 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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 #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content 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.button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--documenter-dark .content 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.button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#ad8100;box-shadow:none;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ad8100 #ad8100 !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fffaeb;color:#d19c00}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fff7de;border-color:transparent;color:#d19c00}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fff3d1;border-color:transparent;color:#d19c00}html.theme--documenter-dark .button.is-danger{background-color:#9e1b0d;border-color:transparent;color:#fff}html.theme--documenter-dark 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.button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#9e1b0d;box-shadow:none;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#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 .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--documenter-dark .buttons.has-addons .button:last-child{margin-right:0}html.theme--documenter-dark .buttons.has-addons .button:hover,html.theme--documenter-dark .buttons.has-addons .button.is-hovered{z-index:2}html.theme--documenter-dark .buttons.has-addons .button:focus,html.theme--documenter-dark .buttons.has-addons .button.is-focused,html.theme--documenter-dark .buttons.has-addons .button:active,html.theme--documenter-dark .buttons.has-addons .button.is-active,html.theme--documenter-dark .buttons.has-addons .button.is-selected{z-index:3}html.theme--documenter-dark .buttons.has-addons .button:focus:hover,html.theme--documenter-dark .buttons.has-addons .button.is-focused:hover,html.theme--documenter-dark .buttons.has-addons .button:active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-active:hover,html.theme--documenter-dark .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--documenter-dark .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--documenter-dark .buttons.is-centered{justify-content:center}html.theme--documenter-dark .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--documenter-dark .buttons.is-right{justify-content:flex-end}html.theme--documenter-dark .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--documenter-dark .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--documenter-dark .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--documenter-dark .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--documenter-dark .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--documenter-dark .content li+li{margin-top:0.25em}html.theme--documenter-dark .content p:not(:last-child),html.theme--documenter-dark .content dl:not(:last-child),html.theme--documenter-dark .content ol:not(:last-child),html.theme--documenter-dark .content ul:not(:last-child),html.theme--documenter-dark .content blockquote:not(:last-child),html.theme--documenter-dark .content pre:not(:last-child),html.theme--documenter-dark .content table:not(:last-child){margin-bottom:1em}html.theme--documenter-dark .content h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--documenter-dark .icon.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--documenter-dark .icon.is-medium{height:2rem;width:2rem}html.theme--documenter-dark .icon.is-large{height:3rem;width:3rem}html.theme--documenter-dark .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--documenter-dark .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--documenter-dark .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--documenter-dark .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--documenter-dark div.icon-text{display:flex}html.theme--documenter-dark .image,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--documenter-dark .image img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--documenter-dark .image img.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--documenter-dark .image.is-5by4 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--documenter-dark .image.is-4by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--documenter-dark .image.is-4by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--documenter-dark .image.is-3by2 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2 img,html.theme--documenter-dark .image.is-3by2 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2 .has-ratio,html.theme--documenter-dark .image.is-5by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--documenter-dark .image.is-5by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--documenter-dark .image.is-16by9 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-16by9 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+ Maintainer: @highlightjs/core-team + Website: https://highlightjs.org/ + License: see project LICENSE + Touched: 2021 +*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem} diff --git a/previews/PR21/assets/themeswap.js b/previews/PR21/assets/themeswap.js new file mode 100644 index 0000000..9f5eebe --- /dev/null +++ b/previews/PR21/assets/themeswap.js @@ -0,0 +1,84 @@ +// Small function to quickly swap out themes. Gets put into the tag.. +function set_theme_from_local_storage() { + // 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) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + 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 + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - 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 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; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + 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; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + 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; + 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 = ""; + } + } + 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/previews/PR21/assets/warner.js b/previews/PR21/assets/warner.js new file mode 100644 index 0000000..3f6f5d0 --- /dev/null +++ b/previews/PR21/assets/warner.js @@ -0,0 +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; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
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); +} else { + maybeAddWarning(); +} diff --git a/previews/PR21/cli/index.html b/previews/PR21/cli/index.html new file mode 100644 index 0000000..ec1cad1 --- /dev/null +++ b/previews/PR21/cli/index.html @@ -0,0 +1,2 @@ + +The Command Line Interface (CLI) · TargetedEstimation.jl