From fe02f63ea4c7cae9b34264be7594d9a1101fc631 Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Wed, 11 Oct 2023 11:42:56 +0000 Subject: [PATCH] build based on e985f09 --- dev/.documenter-siteinfo.json | 1 + dev/assets/documenter.js | 737 +++++++++++++++--- dev/assets/search.js | 267 ------- dev/assets/themes/documenter-dark.css | 4 +- dev/assets/themes/documenter-light.css | 4 +- dev/assets/themeswap.js | 82 +- dev/assets/warner.js | 87 ++- dev/custom_behaviour/index.html | 2 +- dev/deserialization/index.html | 4 +- dev/examples/flux/index.html | 4 +- dev/examples/hyperparameter_tuning/index.html | 4 +- dev/examples/optim/index.html | 4 +- dev/explicit_interface/index.html | 4 +- dev/exported/index.html | 28 + dev/extending_behaviour/index.html | 4 +- dev/hyperparameters/index.html | 2 +- dev/index.html | 4 +- dev/logging_details/index.html | 2 +- dev/search/index.html | 2 - dev/search_index.js | 2 +- 20 files changed, 786 insertions(+), 462 deletions(-) create mode 100644 dev/.documenter-siteinfo.json delete mode 100644 dev/assets/search.js create mode 100644 dev/exported/index.html delete mode 100644 dev/search/index.html diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json new file mode 100644 index 0000000..4e34eee --- /dev/null +++ b/dev/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.9.3","generation_timestamp":"2023-10-11T11:42:51","documenter_version":"1.1.0"}} \ No newline at end of file diff --git a/dev/assets/documenter.js b/dev/assets/documenter.js index 6adfbbb..7002e25 100644 --- a/dev/assets/documenter.js +++ b/dev/assets/documenter.js @@ -1,15 +1,16 @@ // Generated by Documenter.jl requirejs.config({ paths: { - 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min', + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', - 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min', - 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'minisearch': 'https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', - 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min', - 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min', - 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia-repl.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', }, shim: { "highlight-julia": { @@ -70,13 +71,75 @@ $(document).ready(function() { hljs.highlightAll(); }) +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +var isExpanded = true; + +$(document).on("click", ".docstring header", function () { + let articleToggleTitle = "Expand docstring"; + + if ($(this).siblings("section").is(":visible")) { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + $(this) + .find(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + $(this).siblings("section").slideToggle(); +}); + +$(document).on("click", ".docs-article-toggle-button", function () { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); +}); + }) //////////////////////////////////////////////////////////////////////////////// require([], function() { function addCopyButtonCallbacks() { for (const el of document.getElementsByTagName("pre")) { const button = document.createElement("button"); - button.classList.add("copy-button", "fas", "fa-copy"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + el.appendChild(button); const success = function () { @@ -85,7 +148,7 @@ function addCopyButtonCallbacks() { }; const failure = function () { - button.classList.add("error", "fa-times"); + button.classList.add("error", "fa-xmark"); button.classList.remove("fa-copy"); }; @@ -94,7 +157,7 @@ function addCopyButtonCallbacks() { setTimeout(function () { button.classList.add("fa-copy"); - button.classList.remove("success", "fa-check", "fa-times"); + button.classList.remove("success", "fa-check", "fa-xmark"); }, 5000); }); } @@ -138,29 +201,418 @@ require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { // Manages the top navigation bar (hides it when the user starts scrolling down on the // mobile). window.Headroom = Headroom; // work around buggy module loading? -$(document).ready(function() { - $('#documenter .docs-navbar').headroom({ - "tolerance": {"up": 10, "down": 10}, +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, }); +}); + }) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'minisearch'], function($, minisearch) { + +// In general, most search related things will have "search" as a prefix. +// To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +let results = []; +let timer = undefined; + +let data = documenterSearchIndex["docs"].map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; +}); + +// list below is the lunr 2.1.3 list minus the intersect with names(Base) +// (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) +// ideally we'd just filter the original list but it's not available as a variable +const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", +]); + +let index = new minisearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with search results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + boost: { title: 100 }, + fuzzy: 2, + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + tokenize: (string) => string.split(/[\s\-\.]+/), + }, +}); + +index.addAll(data); + +let filters = [...new Set(data.map((x) => x.category))]; +var modal_filters = make_modal_body_filters(filters); +var filter_results = []; + +$(document).on("keyup", ".documenter-search-input", function (event) { + // Adding a debounce to prevent disruptions from super-speed typing! + debounce(() => update_search(filter_results), 300); +}); + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + $(this).removeClass("search-filter-selected"); + } else { + $(this).addClass("search-filter-selected"); + } + + // Adding a debounce to prevent disruptions from crazy clicking! + debounce(() => get_filters(), 300); +}); + +/** + * A debounce function, takes a function and an optional timeout in milliseconds + * + * @function callback + * @param {number} timeout + */ +function debounce(callback, timeout = 300) { + clearTimeout(timer); + timer = setTimeout(callback, timeout); +} + +/** + * Make/Update the search component + * + * @param {string[]} selected_filters + */ +function update_search(selected_filters = []) { + let initial_search_body = ` +
Type something to get started!
+ `; + + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + results = index.search(querystring, { + filter: (result) => { + // Filtering results + if (selected_filters.length === 0) { + return result.score >= 1; + } else { + return ( + result.score >= 1 && selected_filters.includes(result.category) + ); + } + }, + }); + + let search_result_container = ``; + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + results.forEach(function (result) { + if (result.location) { + // Checking for duplication of results for the same page + if (!links.includes(result.location)) { + search_results += make_search_result(result, querystring); + count++; + } + + links.push(result.location); + } + }); + + let result_count = `
${count} result(s)
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + filter_results = []; + modal_filters = make_modal_body_filters(filters, filter_results); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(initial_search_body); + } +} + +/** + * Make the modal filter html + * + * @param {string[]} filters + * @param {string[]} selected_filters + * @returns string + */ +function make_modal_body_filters(filters, selected_filters = []) { + let str = ``; + + filters.forEach((val) => { + if (selected_filters.includes(val)) { + str += `${val}`; + } else { + str += `${val}`; + } + }); + + let filter_html = ` +
+ Filters: + ${str} +
+ `; + + return filter_html; +} + +/** + * Make the result component given a minisearch result data object and the value of the search input as queryString. + * To view the result object structure, refer: https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ +function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + + let textindex = new RegExp(`\\b${querystring}\\b`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`\\b${querystring}\\b`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${result.title}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; +} + +/** + * Get selected filters, remake the filter html and lastly update the search modal + */ +function get_filters() { + let ele = $(".search-filters .search-filter-selected").get(); + filter_results = ele.map((x) => $(x).text().toLowerCase()); + modal_filters = make_modal_body_filters(filters, filter_results); + update_search(filter_results); +} }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { // Modal settings dialog -$(document).ready(function() { - var settings = $('#documenter-settings'); - $('#documenter-settings-button').click(function(){ - settings.toggleClass('is-active'); +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); }); // Close the dialog if X is clicked - $('#documenter-settings button.delete').click(function(){ - settings.removeClass('is-active'); + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); }); // Close dialog if ESC is pressed - $(document).keyup(function(e) { - if (e.keyCode == 27) settings.removeClass('is-active'); + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); }); }); @@ -168,151 +620,242 @@ $(document).ready(function() { //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { +let search_modal_header = ` +
+
+

+ + + + +

+
+
+ +
+
+`; + +let initial_search_body = ` +
Type something to get started!
+`; + +let search_modal_footer = ` + +`; + +$(document.body).append( + ` + + ` +); + +document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); +}); + +document.querySelector(".close-search-modal").addEventListener("click", () => { + closeModal(); +}); + +$(document).on("click", ".search-result-link", function () { + closeModal(); +}); + +document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; +}); + +// Functions to open and close a modal +function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); +} + +function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); +} + +document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + // Manages the showing and hiding of the sidebar. -$(document).ready(function() { +$(document).ready(function () { var sidebar = $("#documenter > .docs-sidebar"); - var sidebar_button = $("#documenter-sidebar-button") - sidebar_button.click(function(ev) { + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { ev.preventDefault(); - sidebar.toggleClass('visible'); - if (sidebar.hasClass('visible')) { + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { // Makes sure that the current menu item is visible in the sidebar. $("#documenter .docs-menu a.is-active").focus(); } }); - $("#documenter > .docs-main").bind('click', function(ev) { + $("#documenter > .docs-main").bind("click", function (ev) { if ($(ev.target).is(sidebar_button)) { return; } - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); } }); -}) +}); // Resizes the package name / sitename in the sidebar if it is too wide. // Inspired by: https://github.com/davatron5000/FitText.js -$(document).ready(function() { +$(document).ready(function () { e = $("#documenter .docs-autofit"); function resize() { - var L = parseInt(e.css('max-width'), 10); + var L = parseInt(e.css("max-width"), 10); var L0 = e.width(); - if(L0 > L) { - var h0 = parseInt(e.css('font-size'), 10); - e.css('font-size', L * h0 / L0); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); // TODO: make sure it survives resizes? } } // call once and then register events resize(); $(window).resize(resize); - $(window).on('orientationchange', resize); + $(window).on("orientationchange", resize); }); // Scroll the navigation bar to the currently selected menu item -$(document).ready(function() { +$(document).ready(function () { var sidebar = $("#documenter .docs-menu").get(0); var active = $("#documenter .docs-menu .is-active").get(0); - if(typeof active !== 'undefined') { + if (typeof active !== "undefined") { sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; } -}) +}); }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { -function set_theme(theme) { - var active = null; - var disabled = []; - for (var i = 0; i < document.styleSheets.length; i++) { - var ss = document.styleSheets[i]; - var themename = ss.ownerNode.getAttribute("data-theme-name"); - if(themename === null) continue; // ignore non-theme stylesheets - // Find the active theme - if(themename === theme) active = ss; - else disabled.push(ss); - } - if(active !== null) { - active.disabled = false; - if(active.ownerNode.getAttribute("data-theme-primary") === null) { - document.getElementsByTagName('html')[0].className = "theme--" + theme; - } else { - document.getElementsByTagName('html')[0].className = ""; - } - disabled.forEach(function(ss){ - ss.disabled = true; - }); - } - - // Store the theme in localStorage - if(typeof(window.localStorage) !== "undefined") { - window.localStorage.setItem("documenter-theme", theme); - } else { - console.error("Browser does not support window.localStorage"); - } -} - // Theme picker setup -$(document).ready(function() { +$(document).ready(function () { // onchange callback - $('#documenter-themepicker').change(function themepick_callback(ev){ - var themename = $('#documenter-themepicker option:selected').attr('value'); - set_theme(themename); + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); }); // Make sure that the themepicker displays the correct theme when the theme is retrieved // from localStorage - if(typeof(window.localStorage) !== "undefined") { - var theme = window.localStorage.getItem("documenter-theme"); - if(theme !== null) { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = (e.value === theme); - }) - } else { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = $("html").hasClass(`theme--${e.value}`); - }) + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); } } -}) +}); }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { // update the version selector with info from the siteinfo.js and ../versions.js files -$(document).ready(function() { +$(document).ready(function () { // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the // siteinfo.js file, we just return immediately and not display the version selector. - if (typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === 'boolean' && DOCUMENTER_VERSION_SELECTOR_DISABLED) { + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { return; } var version_selector = $("#documenter .docs-version-selector"); var version_selector_select = $("#documenter .docs-version-selector select"); - version_selector_select.change(function(x) { - target_href = version_selector_select.children("option:selected").get(0).value; + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; window.location.href = target_href; }); // add the current version to the selector based on siteinfo.js, but only if the selector is empty - if (typeof DOCUMENTER_CURRENT_VERSION !== 'undefined' && $('#version-selector > option').length == 0) { - var option = $(""); + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); version_selector_select.append(option); } - if (typeof DOC_VERSIONS !== 'undefined') { + if (typeof DOC_VERSIONS !== "undefined") { var existing_versions = version_selector_select.children("option"); - var existing_versions_texts = existing_versions.map(function(i,x){return x.text}); - DOC_VERSIONS.forEach(function(each) { - var version_url = documenterBaseURL + "/../" + each; + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; var existing_id = $.inArray(each, existing_versions_texts); // if not already in the version selector, add it as a new option, // otherwise update the old option with the URL and enable it if (existing_id == -1) { - var option = $(""); + var option = $( + "" + ); version_selector_select.append(option); } else { var option = existing_versions[existing_id]; @@ -326,6 +869,6 @@ $(document).ready(function() { if (version_selector_select.children("option").length > 0) { version_selector.toggleClass("visible"); } -}) +}); }) diff --git a/dev/assets/search.js b/dev/assets/search.js deleted file mode 100644 index c133f74..0000000 --- a/dev/assets/search.js +++ /dev/null @@ -1,267 +0,0 @@ -// Generated by Documenter.jl -requirejs.config({ - paths: { - 'lunr': 'https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min', - 'lodash': 'https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', - } -}); -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'lunr', 'lodash'], function($, lunr, _) { - -$(document).ready(function() { - // parseUri 1.2.2 - // (c) Steven Levithan - // MIT License - function parseUri (str) { - var o = parseUri.options, - m = o.parser[o.strictMode ? "strict" : "loose"].exec(str), - uri = {}, - i = 14; - - while (i--) uri[o.key[i]] = m[i] || ""; - - uri[o.q.name] = {}; - uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) { - if ($1) uri[o.q.name][$1] = $2; - }); - - return uri; - }; - parseUri.options = { - strictMode: false, - key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"], - q: { - name: "queryKey", - parser: /(?:^|&)([^&=]*)=?([^&]*)/g - }, - parser: { - strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/, - loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/ - } - }; - - $("#search-form").submit(function(e) { - e.preventDefault() - }) - - // list below is the lunr 2.1.3 list minus the intersect with names(Base) - // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) - // ideally we'd just filter the original list but it's not available as a variable - lunr.stopWordFilter = lunr.generateStopWordFilter([ - 'a', - 'able', - 'about', - 'across', - 'after', - 'almost', - 'also', - 'am', - 'among', - 'an', - 'and', - 'are', - 'as', - 'at', - 'be', - 'because', - 'been', - 'but', - 'by', - 'can', - 'cannot', - 'could', - 'dear', - 'did', - 'does', - 'either', - 'ever', - 'every', - 'from', - 'got', - 'had', - 'has', - 'have', - 'he', - 'her', - 'hers', - 'him', - 'his', - 'how', - 'however', - 'i', - 'if', - 'into', - 'it', - 'its', - 'just', - 'least', - 'like', - 'likely', - 'may', - 'me', - 'might', - 'most', - 'must', - 'my', - 'neither', - 'no', - 'nor', - 'not', - 'of', - 'off', - 'often', - 'on', - 'or', - 'other', - 'our', - 'own', - 'rather', - 'said', - 'say', - 'says', - 'she', - 'should', - 'since', - 'so', - 'some', - 'than', - 'that', - 'the', - 'their', - 'them', - 'then', - 'there', - 'these', - 'they', - 'this', - 'tis', - 'to', - 'too', - 'twas', - 'us', - 'wants', - 'was', - 'we', - 'were', - 'what', - 'when', - 'who', - 'whom', - 'why', - 'will', - 'would', - 'yet', - 'you', - 'your' - ]) - - // add . as a separator, because otherwise "title": "Documenter.Anchors.add!" - // would not find anything if searching for "add!", only for the entire qualification - lunr.tokenizer.separator = /[\s\-\.]+/ - - // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names - lunr.trimmer = function (token) { - return token.update(function (s) { - return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '') - }) - } - - lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter') - lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer') - - var index = lunr(function () { - this.ref('location') - this.field('title',{boost: 100}) - this.field('text') - documenterSearchIndex['docs'].forEach(function(e) { - this.add(e) - }, this) - }) - var store = {} - - documenterSearchIndex['docs'].forEach(function(e) { - store[e.location] = {title: e.title, category: e.category, page: e.page} - }) - - $(function(){ - searchresults = $('#documenter-search-results'); - searchinfo = $('#documenter-search-info'); - searchbox = $('#documenter-search-query'); - searchform = $('.docs-search'); - sidebar = $('.docs-sidebar'); - function update_search(querystring) { - tokens = lunr.tokenizer(querystring) - results = index.query(function (q) { - tokens.forEach(function (t) { - q.term(t.toString(), { - fields: ["title"], - boost: 100, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["title"], - boost: 10, - usePipeline: true, - editDistance: 2, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["text"], - boost: 1, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - }) - }) - searchinfo.text("Number of results: " + results.length) - searchresults.empty() - results.forEach(function(result) { - data = store[result.ref] - link = $(''+data.title+'') - link.attr('href', documenterBaseURL+'/'+result.ref) - if (data.category != "page"){ - cat = $('('+data.category+', '+data.page+')') - } else { - cat = $('('+data.category+')') - } - li = $('
  • ').append(link).append(" ").append(cat) - searchresults.append(li) - }) - } - - function update_search_box() { - querystring = searchbox.val() - update_search(querystring) - } - - searchbox.keyup(_.debounce(update_search_box, 250)) - searchbox.change(update_search_box) - - // Disable enter-key form submission for the searchbox on the search page - // and just re-run search rather than refresh the whole page. - searchform.keypress( - function(event){ - if (event.which == '13') { - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); - } - update_search_box(); - event.preventDefault(); - } - } - ); - - search_query_uri = parseUri(window.location).queryKey["q"] - if(search_query_uri !== undefined) { - search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20')) - searchbox.val(search_query) - } - update_search_box(); - }) -}) - -}) diff --git a/dev/assets/themes/documenter-dark.css b/dev/assets/themes/documenter-dark.css index c94a294..691b83a 100644 --- a/dev/assets/themes/documenter-dark.css +++ b/dev/assets/themes/documenter-dark.css @@ -1,7 +1,7 @@ -@keyframes spinAround{from{transform:rotate(0deg)}to{transform:rotate(359deg)}}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable,html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" 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kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content 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figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:left}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 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.button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-dark,html.theme--documenter-dark .content kbd.button{background-color:#282f2f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:hover,html.theme--documenter-dark .content kbd.button:hover,html.theme--documenter-dark .button.is-dark.is-hovered,html.theme--documenter-dark .content kbd.button.is-hovered{background-color:#232829;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-dark:focus,html.theme--documenter-dark 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kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-dark.is-outlined,html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-outlined.is-focused{background-color:#282f2f;border-color:#282f2f;color:#fff}html.theme--documenter-dark .button.is-dark.is-outlined.is-loading::after,html.theme--documenter-dark .content 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html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:hover,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined:focus,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark 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.docstring>section>a.button.is-outlined.is-hovered.docs-sourcelink,html.theme--documenter-dark .button.is-primary.is-outlined:focus,html.theme--documenter-dark .docstring>section>a.button.is-outlined.docs-sourcelink:focus,html.theme--documenter-dark .button.is-primary.is-outlined.is-focused,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-focused.docs-sourcelink{background-color:#375a7f;border-color:#375a7f;color:#fff}html.theme--documenter-dark .button.is-primary.is-outlined.is-loading::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink::after{border-color:transparent transparent #375a7f #375a7f !important}html.theme--documenter-dark .button.is-primary.is-outlined.is-loading:hover::after,html.theme--documenter-dark .docstring>section>a.button.is-outlined.is-loading.docs-sourcelink:hover::after,html.theme--documenter-dark .button.is-primary.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark 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.button.is-warning.is-active{background-color:#946e00;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-warning[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning{background-color:#ad8100;border-color:#ad8100;box-shadow:none}html.theme--documenter-dark .button.is-warning.is-inverted{background-color:#fff;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-inverted:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark 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.button.is-danger.is-light{background-color:#fdeeec;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#fce3e0;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#fcd8d5;border-color:transparent;color:#ec311d}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark .button.is-normal{font-size:1rem}html.theme--documenter-dark .button.is-medium{font-size:1.25rem}html.theme--documenter-dark .button.is-large{font-size:1.5rem}html.theme--documenter-dark .button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons 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Theme: Default Description: Original highlight.js style Author: (c) Ivan Sagalaev @@ -6,4 +6,4 @@ Website: https://highlightjs.org/ License: see project LICENSE Touched: 2021 -*/pre code.hljs{display:block;overflow-x:auto}code.hljs{padding:3px 5px}.hljs{background:#F0F0F0;color:#444}.hljs-comment{color:#888888}.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:#BC6060}.hljs-literal{color:#78A960}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#4d99bf}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold} +*/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} diff --git a/dev/assets/themeswap.js b/dev/assets/themeswap.js index c58e993..9f5eebe 100644 --- a/dev/assets/themeswap.js +++ b/dev/assets/themeswap.js @@ -1,20 +1,17 @@ // Small function to quickly swap out themes. Gets put into the tag.. function set_theme_from_local_storage() { - // Intialize the theme to null, which means default + // Initialize the theme to null, which means default var theme = null; // If the browser supports the localstorage and is not disabled then try to get the // documenter theme - if(window.localStorage != null) { + if (window.localStorage != null) { // Get the user-picked theme from localStorage. May be `null`, which means the default // theme. - theme = window.localStorage.getItem("documenter-theme"); + theme = window.localStorage.getItem("documenter-theme"); } - // Check if the browser supports user color preference - var darkPreference = false; // Check if the users preference is for dark color scheme - if(window.matchMedia('(prefers-color-scheme: dark)').matches === true) { - darkPreference = true; - } + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; // Initialize a few variables for the loop: // // - active: will contain the index of the theme that should be active. Note that there @@ -24,43 +21,64 @@ function set_theme_from_local_storage() { // // - disabled: style sheets that should be disabled (i.e. all the theme style sheets // that are not the currently active theme) - var active = null; var disabled = []; var darkTheme = null; + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; for (var i = 0; i < document.styleSheets.length; i++) { var ss = document.styleSheets[i]; // The tag of each style sheet is expected to have a data-theme-name attribute // which must contain the name of the theme. The names in localStorage much match this. var themename = ss.ownerNode.getAttribute("data-theme-name"); // attribute not set => non-theme stylesheet => ignore - if(themename === null) continue; + if (themename === null) continue; // To distinguish the default (primary) theme, it needs to have the data-theme-primary // attribute set. - var isprimary = (ss.ownerNode.getAttribute("data-theme-primary") !== null); - // Check if the theme is primary dark theme - var isDarkTheme = (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null); - // If ss is for dark theme then set the value of darkTheme to the name of the theme - if(isDarkTheme) darkTheme = themename; + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } // If we find a matching theme (and it's not the default), we'll set active to non-null - if(themename === theme) active = i; + if (themename === theme) active = i; // Store the style sheets of inactive themes so that we could disable them - if(themename !== theme) disabled.push(ss); + if (themename !== theme) disabled.push(ss); } - if(active !== null) { + var activeTheme = null; + if (active !== null) { // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + theme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - ss.disabled = true; - }); + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } } - else if(darkTheme !== null && darkPreference === true) { - // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + darkTheme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - if (ss.ownerNode.getAttribute("data-theme-name") !== darkTheme) { - ss.disabled = true; - } - }); + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); } } set_theme_from_local_storage(); diff --git a/dev/assets/warner.js b/dev/assets/warner.js index 5531c88..3f6f5d0 100644 --- a/dev/assets/warner.js +++ b/dev/assets/warner.js @@ -1,49 +1,52 @@ -function maybeAddWarning () { - // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE - // in siteinfo.js. - // If either of these are undefined something went horribly wrong, so we abort. - if ( - window.DOCUMENTER_NEWEST === undefined || - window.DOCUMENTER_CURRENT_VERSION === undefined || - window.DOCUMENTER_STABLE === undefined - ) { - return - }; +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } - // Current version is not a version number, so we can't tell if it's the newest version. Abort. - if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { - 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 - }; + // 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'; + // 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); - }; + 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); -}; + 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); +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); } else { - maybeAddWarning(); -}; + maybeAddWarning(); +} diff --git a/dev/custom_behaviour/index.html b/dev/custom_behaviour/index.html index 9a9936b..d3e8365 100644 --- a/dev/custom_behaviour/index.html +++ b/dev/custom_behaviour/index.html @@ -1,2 +1,2 @@ -Backends · TensorBoardLogger.jl
    Edit on GitHub

    Specifying a backend

    By default TensorBoardLogger follows these rules to choose what backend a certain value is sent to:

    <!– - (bin_edges, weights)::Tuple{AbstractVector,AbstractVector} where length(bin_edges)==length(weights)+1, is interpreted as an histogram. (Will be deprecated. Please use TBHistogram(edges, weights) for this). –>

    • ::Real -> Scalar backend
    • ::AbstractArray{<:Colorant} -> Image backend
    • ::Any -> Text Backend

    In addition, structures are not logged to text, but rather all their fields are (recursively) dispatched according to the rules above.

    If you want to override those defaults, or you wish to specify some additional details, you can wrap any object into one of the following wrappers:

    • TBText -> sends data to Text backend
    • TBAudio, TBAudios -> sends data to audio backend
    • TBHistogram, TBVector -> sends data to the Distributions backend, either as an histogram or as a vector
    • TBImage, TBImages -> Sends data to the images backend

    To use those overrides, you simply wrap your type. Some overrides require additional parameters. For example, to log a vector as text you can do the following:

    @info "mytag" TBText([1,2,3])
    +Backends · TensorBoardLogger.jl
    GitHub

    Specifying a backend

    By default TensorBoardLogger follows these rules to choose what backend a certain value is sent to:

    <!– - (bin_edges, weights)::Tuple{AbstractVector,AbstractVector} where length(bin_edges)==length(weights)+1, is interpreted as an histogram. (Will be deprecated. Please use TBHistogram(edges, weights) for this). –>

    • ::Real -> Scalar backend
    • ::AbstractArray{<:Colorant} -> Image backend
    • ::Any -> Text Backend

    In addition, structures are not logged to text, but rather all their fields are (recursively) dispatched according to the rules above.

    If you want to override those defaults, or you wish to specify some additional details, you can wrap any object into one of the following wrappers:

    • TBText -> sends data to Text backend
    • TBAudio, TBAudios -> sends data to audio backend
    • TBHistogram, TBVector -> sends data to the Distributions backend, either as an histogram or as a vector
    • TBImage, TBImages -> Sends data to the images backend

    To use those overrides, you simply wrap your type. Some overrides require additional parameters. For example, to log a vector as text you can do the following:

    @info "mytag" TBText([1,2,3])
    diff --git a/dev/deserialization/index.html b/dev/deserialization/index.html index 0e0f448..fe67f65 100644 --- a/dev/deserialization/index.html +++ b/dev/deserialization/index.html @@ -1,5 +1,5 @@ -Reading back data · TensorBoardLogger.jl
    Edit on GitHub

    Reading back TensorBoard data

    Warning

    The functionality described in this page is still experimental, and the interface might change without warning in future releases.

    TensorBoardLogger allows you to read data that has been serialized to TensorBoard, either from Julia or from other applications (e.g. Python).

    The simplest way to collect all data from TensorBoard is to use the high-level conversion to MVHistory from ValueHistories.jl package.

    using TensorBoardLogger, ValueHistories
+Reading back data · TensorBoardLogger.jl
    GitHub
    Reading back TensorBoard data
    Warning
    The functionality described in this page is still experimental, and the interface might change without warning in future releases.
    TensorBoardLogger allows you to read data that has been serialized to TensorBoard, either from Julia or from other applications (e.g. Python).
    The simplest way to collect all data from TensorBoard is to use the high-level conversion to MVHistory from ValueHistories.jl package.
    using TensorBoardLogger, ValueHistories
 
 tb_logger = TBLogger("testlog", tb_overwrite)
 
@@ -13,4 +13,4 @@
 
 TensorBoardLogger.map_summaries(tb_logger) do tag, iter, val
     push!(hist, Symbol(tag), iter, val)
-end
    All those functions also take as optional keywork arguments a collection of iterations or tags, and will only map over summaries with the desired tags/iterations.
    Reference
    TensorBoardLogger.tags — Function
    tags(logger)
    Returns a set of all the strings used as tags in messages serialized by logger.
    logger can be a TBLogger or the path of a valid TensorBoard logdir.
    source
    TensorBoardLogger.steps — Function
    steps(logger)
    Returns a set of all the steps used as tags in messages serialized by logger.
    logger can be a TBLogger or the path of a valid TensorBoard logdir.
    source
    TensorBoardLogger.map_summaries — Function
    map_summaries(fun, path; purge=true, tags=all, steps=all, smart=true)
    Maps the function fun(name, value) on all the values logged to the folder at path. The function is called sequentially, starting from the first event till the last.
    When the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.
    fun should take 3 arguments:     (1) a String representing the name/tag of the logged value     (2) an Integer, representing the step number     (3) a value, which can be of the following types:
    Optional kwargs tags takes as input a collection of Strings, and will only iterate across tags summaries with a tag in that collection.
    Optional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.
    Optional kwarg smart=[true] attempts to reconstruct N-dimensional arrays, complex values and 3-dim images, that are decomposed when serialzied to tensorboard. This feature works with .proto files generated by TensorBoardLogger itself, but it is untested with files generated by TensorFlow.
    source
    TensorBoardLogger.map_events — Function
    map_summaries(fun, path; purge=true, steps=all)
    Maps the function fun(event) on all the event logged to the folder at path. The function is called sequentially, starting from the first event till the last.
    When the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.
    Also metadata events, without any real data attached are mapped. You can detect those by hasproperty(event, :summary) == false
    Optional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.
    source
    Missing docstring.
    Missing docstring for TensorBoardLogger.map_summaries. Check Documenter's build log for details.
    
+end

    All those functions also take as optional keywork arguments a collection of iterations or tags, and will only map over summaries with the desired tags/iterations.

    Reference

    TensorBoardLogger.tags — Function
    tags(logger)

    Returns a set of all the strings used as tags in messages serialized by logger.

    logger can be a TBLogger or the path of a valid TensorBoard logdir.

    source
    TensorBoardLogger.steps — Function
    steps(logger)

    Returns a set of all the steps used as tags in messages serialized by logger.

    logger can be a TBLogger or the path of a valid TensorBoard logdir.

    source
    TensorBoardLogger.map_summaries — Function
    map_summaries(fun, path; purge=true, tags=all, steps=all, smart=true)

    Maps the function fun(name, value) on all the values logged to the folder at path. The function is called sequentially, starting from the first event till the last.

    When the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.

    fun should take 3 arguments: (1) a String representing the name/tag of the logged value (2) an Integer, representing the step number (3) a value, which can be of the following types:

    Optional kwargs tags takes as input a collection of Strings, and will only iterate across tags summaries with a tag in that collection.

    Optional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.

    Optional kwarg smart=[true] attempts to reconstruct N-dimensional arrays, complex values and 3-dim images, that are decomposed when serialzied to tensorboard. This feature works with .proto files generated by TensorBoardLogger itself, but it is untested with files generated by TensorFlow.

    source
    TensorBoardLogger.map_events — Function
    map_summaries(fun, path; purge=true, steps=all)

    Maps the function fun(event) on all the event logged to the folder at path. The function is called sequentially, starting from the first event till the last.

    When the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.

    Also metadata events, without any real data attached are mapped. You can detect those by hasproperty(event, :summary) == false

    Optional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.

    source
    diff --git a/dev/examples/flux/index.html b/dev/examples/flux/index.html index 6e3c961..6a1fec5 100644 --- a/dev/examples/flux/index.html +++ b/dev/examples/flux/index.html @@ -1,5 +1,5 @@ -Flux.jl · TensorBoardLogger.jl
    Edit on GitHub

    Using TensorBoard with Flux

    For a Google Colab version of this example, go here. The most important part of the example is the callback TBCallback which handles logging to TensorBoard.

    Note

    This example necessitates a GPU and it will run for a couple of minutes. You could simplify it but... well. I'm lazy.

    using TensorBoardLogger
+Flux.jl · TensorBoardLogger.jl
    GitHub
    Using TensorBoard with Flux
    For a Google Colab version of this example, go here. The most important part of the example is the callback TBCallback which handles logging to TensorBoard.
    Note
    This example necessitates a GPU and it will run for a couple of minutes. You could simplify it but... well. I'm lazy.
    using TensorBoardLogger
 using Flux
 using Logging
 using MLDatasets: FashionMNIST
@@ -87,4 +87,4 @@
 minibatches = minibatches |> gpu
 
 # Train
-@Flux.epochs 15 Flux.train!(loss, params(model), minibatches, opt, cb = Flux.throttle(TBCallback, 5))
    The resulting TensorBoard interface will be:
    tensorboard --logdir content
    flux1_plot flux2_plot
    
+@Flux.epochs 15 Flux.train!(loss, params(model), minibatches, opt, cb = Flux.throttle(TBCallback, 5))

    The resulting TensorBoard interface will be:

    tensorboard --logdir content

    flux1_plot flux2_plot

    diff --git a/dev/examples/hyperparameter_tuning/index.html b/dev/examples/hyperparameter_tuning/index.html index 57795d8..22237f0 100644 --- a/dev/examples/hyperparameter_tuning/index.html +++ b/dev/examples/hyperparameter_tuning/index.html @@ -1,5 +1,5 @@ -Hyperparameter tuning · TensorBoardLogger.jl
    Edit on GitHub

    Hyperparameter tuning

    We will start this example by setting up a simple random walk experiment, and seeing the effect of the hyperparameter bias on the results.

    First, import the packages we will need with:

    using TensorBoardLogger, Logging
+Hyperparameter tuning · TensorBoardLogger.jl
    GitHub
    Hyperparameter tuning
    We will start this example by setting up a simple random walk experiment, and seeing the effect of the hyperparameter bias on the results.
    First, import the packages we will need with:
    using TensorBoardLogger, Logging
 using Random
    Next, we will create a function which runs the experiment and logs the results, include the hyperparameters stored in the config dictionary.
    function run_experiment(id, config)
     logger = TBLogger("random_walk/run$id", tb_append)
 
@@ -29,4 +29,4 @@
         run_experiment(id, config)
         id += 1
     end
-end
    Below is an example of the dashboard you get when you open Tensorboard with the command:
    tensorboard --logdir=random_walk
    tuning plot
    
+end

    Below is an example of the dashboard you get when you open Tensorboard with the command:

    tensorboard --logdir=random_walk

    tuning plot

    diff --git a/dev/examples/optim/index.html b/dev/examples/optim/index.html index 2a51fed..5e6abce 100644 --- a/dev/examples/optim/index.html +++ b/dev/examples/optim/index.html @@ -1,5 +1,5 @@ -Optim.jl · TensorBoardLogger.jl
    Edit on GitHub

    Using TensorBoard with Optim

    using TensorBoardLogger
+Optim.jl · TensorBoardLogger.jl
    GitHub
    Using TensorBoard with Optim
    using TensorBoardLogger
 using Optim
 using Logging
 
@@ -19,4 +19,4 @@
 
 
 rosenbrock(x) =  (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2
-result = optimize(rosenbrock, zeros(2), BFGS(), Optim.Options(callback=make_tensorboardlogger_callback()))
    optim_plot
    
+result = optimize(rosenbrock, zeros(2), BFGS(), Optim.Options(callback=make_tensorboardlogger_callback()))

    optim_plot

    diff --git a/dev/explicit_interface/index.html b/dev/explicit_interface/index.html index d19a482..2acde5c 100644 --- a/dev/explicit_interface/index.html +++ b/dev/explicit_interface/index.html @@ -1,5 +1,5 @@ -Explicit Interface · TensorBoardLogger.jl
    Edit on GitHub

    Explicit interface

    in addition to the standard logging interface, it is possible to log data to TensorBoard using the functions documented below. All the functions take as first argument a TBLogger object and as the second argument a String as the tag under which the data will be logged.

    Scalar backend

    TensorBoardLogger.log_value — Function
    log_value(logger, name, value; step=step(logger))

    Logs a floating-point variable with name name at step step. If value is a complex number, the real and imaginary part are logged separately.

    source

    Distributions backend

    TensorBoardLogger.log_histogram — Function
    log_histogram(logger, name, (bins,weights); step=step(logger))

    Logs a histogram under the tag name on given step. The histogram must be passed as a tuple holding the N+1 bin edges and the height of the N bins.

    You can also pass the raw data, and a binning algorithm from StatsBase.jl will be used to bin the data.

    source
    log_histogram(logger, name, data::Vector; step=step(logger))

    Bins the values found in data and logs them as an histogram under the tag name.

    source
    TensorBoardLogger.log_vector — Function
    log_vector(logger, name, data::Vector; step=step(logger))

    Logs the vector found in data as an histogram under the name name.

    source

    Text backend

    TensorBoardLogger.log_text — Function
    log_text(logger::TBLogger, name::String, text::Any; step=step(logger))

    Logs text with name name at step step

    • text: If text is a 2-D or 3-D Array, it will be rendered as a table or a list. Any other data will be represented as string
    source

    Images backend

    TensorBoardLogger.log_image — Function
    log_image(logger::TBLogger, name::AbstractString, imgArray::AbstractArray, format::ImageFormat; step=step(logger))

    Log an image using image data and format

    • imgArray: image data. A 1-D, 2-D or 3-D Array of pixel values. pixel values can be Real [0, 1] or Integer[0, 255]
    • format: format of the image. It can be one of {L, LN, NL, CL, LC, NCL, NLC, CLN, LCN, HW, WH, HWC, WHC, CHW, CWH, HWN, WHN, NHW, NWH, HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}
      • L: Length
      • C: Channel/Color
      • H: Height
      • W: Width
      • N: Observation
    source

    logimage(logger, name, obj; [step=currentstep])

    Renders the object to PNG and sends it to TensorBoard as an image with tag name. showable("image/png", obj) must be true.

    source
    TensorBoardLogger.log_images — Function
    log_images(logger::TBLogger, name::AbstractString, imgArrays::AbstractArray, format::ImageFormat; step=step(logger))

    Log multiple images using Array of images and format

    • imgArrays: Array of images, e.g. Array{Array{Float64, 3}, 1}. Array of images can be multidimensional.
    • format: format which applies to each image in the Array of images. It can be one of {L, LN, NL, CL, LC, NCL, NLC, CLN, LCN, HW, WH, HWC, WHC, CHW, CWH, HWN, WHN, NHW, NWH, HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}
    source

    Audio backend

    TensorBoardLogger.log_audio — Function
    log_audio(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))

    Logs an audio clip with name name at step step

    • samples: Array of samples N*C where N = number of samples and C = number of channels
    • samplerate: Sampling rate or Sampling frequency: a Real value
    source
    TensorBoardLogger.log_audios — Function
    log_audios(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))

    Logs multiple audio clips at step step

    • samples: Array of audio clips which are Arrays of samples N*C where N = number of samples and C = number of channel
    • samplerate: Sampling rate or Sampling frequency: a Real value same for all clips
    source

    Embeddings backend

    TensorBoardLogger.log_embeddings — Function
    log_embeddings(logger::TBLogger, name::AbstractString, mat::AbstractMatrix; metadata, metadata_header, img_labels, step=step(logger))

    Log embedding data to tensorboard and visualize in 3-D or 2-D with PCA, t-SNE or UMAP.

    • mat: 2-D Matrix of data, with rows representing the samples and columns representing the features
    • metadata: Array of labels for each sample. Each element across 1st dimenstion will be converted to string
    • metadata_header: 1-D Array. Useful when samples have multiple labels. size should be same as size of each row in metadata
    • img_labels: TBImages object representing image labels for each sample.
      • each number of images (N) must be equal to number of samples in mat
      • each image must be a square (H == W)
      • the value √N * W must be less than or equal to 8192 because of tensorboard restrictions.
    source

    Custom Scalars plugin

    See TensorBoard Custom Scalar page.

    For example, to combine in the same plot panel the two curves logged under tags "Curve/1" and "Curve/2" you can run once the command:

    layout = Dict("Cat" => Dict("Curve" => (tb_multiline, ["Curve/1", "Curve/2"])))
+Explicit Interface · TensorBoardLogger.jl
    GitHub
    Explicit interface
    in addition to the standard logging interface, it is possible to log data to TensorBoard using the functions documented below. All the functions take as first argument a TBLogger object and as the second argument a String as the tag under which the data will be logged.
    Scalar backend
    TensorBoardLogger.log_value — Function
    log_value(logger, name, value; step=step(logger))
    Logs a floating-point variable with name name at step step. If value is a complex number, the real and imaginary part are logged separately.
    source
    Distributions backend
    TensorBoardLogger.log_histogram — Function
    log_histogram(logger, name, (bins,weights); step=step(logger))
    Logs a histogram under the tag name on given step. The histogram must be passed as a tuple holding the N+1 bin edges and the height of the N bins.
    You can also pass the raw data, and a binning algorithm from StatsBase.jl will be used to bin the data.
    source
    log_histogram(logger, name, data::Vector; step=step(logger))
    Bins the values found in data and logs them as an histogram under the tag name.
    source
    TensorBoardLogger.log_vector — Function
    log_vector(logger, name, data::Vector; step=step(logger))
    Logs the vector found in data as an histogram under the name name.
    source
    Text backend
    TensorBoardLogger.log_text — Function
    log_text(logger::TBLogger, name::String, text::Any; step=step(logger))
    Logs text with name name at step step
    • text: If text is a 2-D or 3-D Array, it will be rendered as a table or a list. Any other data will be represented as string
    source
    Images backend
    TensorBoardLogger.log_image — Function
    log_image(logger::TBLogger, name::AbstractString, imgArray::AbstractArray, format::ImageFormat; step=step(logger))
    Log an image using image data and format
    • imgArray: image data. A 1-D, 2-D or 3-D Array of pixel values. pixel values can be Real [0, 1] or Integer[0, 255]
    • format: format of the image. It can be one of {L, LN, NL,  CL, LC, NCL, NLC, CLN, LCN,  HW, WH, HWC, WHC, CHW, CWH,  HWN, WHN, NHW, NWH,  HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}
      • L: Length
      • C: Channel/Color
      • H: Height
      • W: Width
      • N: Observation
    source
    logimage(logger, name, obj; [step=currentstep])
    Renders the object to PNG and sends it to TensorBoard as an image with tag name. showable("image/png", obj) must be true.
    source
    TensorBoardLogger.log_images — Function
    log_images(logger::TBLogger, name::AbstractString, imgArrays::AbstractArray, format::ImageFormat; step=step(logger))
    Log multiple images using Array of images and format
    • imgArrays: Array of images, e.g. Array{Array{Float64, 3}, 1}. Array of images can be multidimensional.
    • format: format which applies to each image in the Array of images. It can be one of {L, LN, NL,  CL, LC, NCL, NLC, CLN, LCN,  HW, WH, HWC, WHC, CHW, CWH,  HWN, WHN, NHW, NWH,  HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}
    source
    Audio backend
    TensorBoardLogger.log_audio — Function
    log_audio(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))
    Logs an audio clip with name name at step step
    • samples: Array of samples N*C where N = number of samples and C = number of channels
    • samplerate: Sampling rate or Sampling frequency: a Real value
    source
    TensorBoardLogger.log_audios — Function
    log_audios(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))
    Logs multiple audio clips at step step
    • samples:   Array of audio clips which are Arrays of samples N*C where N = number of samples and C = number of channel
    • samplerate: Sampling rate or Sampling frequency: a Real value same for all clips
    source
    Embeddings backend
    TensorBoardLogger.log_embeddings — Function
    log_embeddings(logger::TBLogger, name::AbstractString, mat::AbstractMatrix; metadata, metadata_header, img_labels, step=step(logger))
    Log embedding data to tensorboard and visualize in 3-D or 2-D with PCA, t-SNE or UMAP.
    • mat: 2-D Matrix of data, with rows representing the samples and columns representing the features
    • metadata: Array of labels for each sample. Each element across 1st dimenstion will be converted to string
    • metadata_header: 1-D Array. Useful when samples have multiple labels. size should be same as size of each row in metadata
    • img_labels: TBImages object representing image labels for each sample.
      • each number of images (N) must be equal to number of samples in mat
      • each image must be a square (H == W)
      • the value √N * W must be less than or equal to 8192 because of tensorboard restrictions.
    source
    Custom Scalars plugin
    See TensorBoard Custom Scalar page.
    For example, to combine in the same plot panel the two curves logged under tags "Curve/1" and "Curve/2" you can run once the command:
    layout = Dict("Cat" => Dict("Curve" => (tb_multiline, ["Curve/1", "Curve/2"])))
 
 log_custom_scalar(lg, layout)
-
    See also the documentation below
    TensorBoardLogger.log_custom_scalar — Function
    log_custom_scalar(logger, layout::AbstractDict; step = step(logger))
    Groups multiple scalars in the same plot to be visualized by the CUSTOMSCALARS plugin. Note that this function sets the metadata: the actual values must be logged separately with `logvalue` and referenced with the correct tag.
    The layout argument is structured as follows:
    layout = Dict(category => Dict(name => (chart_type, [tag1, tag2, ...])))
    where category is the main tag for the plot, name is the plot's name, chart_type is one between tb_multiline and tb_margin and the array of tags contains the actual references to the logged scalars.
    source
    
+

    See also the documentation below

    TensorBoardLogger.log_custom_scalar — Function
    log_custom_scalar(logger, layout::AbstractDict; step = step(logger))

    Groups multiple scalars in the same plot to be visualized by the CUSTOMSCALARS plugin. Note that this function sets the metadata: the actual values must be logged separately with `logvalue` and referenced with the correct tag.

    The layout argument is structured as follows:

    layout = Dict(category => Dict(name => (chart_type, [tag1, tag2, ...])))

    where category is the main tag for the plot, name is the plot's name, chart_type is one between tb_multiline and tb_margin and the array of tags contains the actual references to the logged scalars.

    source
    diff --git a/dev/exported/index.html b/dev/exported/index.html new file mode 100644 index 0000000..1890f22 --- /dev/null +++ b/dev/exported/index.html @@ -0,0 +1,28 @@ + +Exported · TensorBoardLogger.jl
    GitHub

    Exported

    TensorBoardLogger.TBLogger — Type
    TBLogger(logdir[, tb_increment]; 
+        time=time(), 
+        prefix="",
+        purge_step=nothing, 
+        step_increment=1, 
+        min_level=Logging.Info)

    Creates a TensorBoardLogger in the folder logdir. The second (optional) argument specifies the behaviour if the logdir already exhists: the default choice tb_increment appends an increasing number 1,2... to logdir. Other choices are tb_overwrite, which overwrites the previous folder, and tb_append, which adds to any existing logs.

    Optional keyword argument prefix can be passed to prepend a path to the file name (note, not the log directory). See create_eventfile()

    If a purge_step::Int is passed, every step before purge_step will be ignored by tensorboard (usefull in the case of restarting a crashed computation).

    min_level specifies the minimum level of messages logged to tensorboard.

    source
    TensorBoardLogger.set_step! — Function
    set_step!(lg, step) -> Int

    Sets the iteration counter in the logger to step. This counter is used by the logger when no value is passed by the user.

    source
    TensorBoardLogger.with_TBLogger_hold_step — Function

    with_TBLogger_hold_step(f, [step]; step_at_end::Bool=true) Context function to ease control of logging steps and synchronization. Amount of step increment can be controlled via set_step_increment!`.

    Example:

    with_logger(lg) do
+    for epoch in 1:10
+        for i=1:100
+            # increments global_step by default
+            with_TBLogger_hold_step() do
+                # all of these are logged at the same global_step
+                # and the logger global_step is only then increased
+                @info "train1/scalar" i=i
+                @info "train2/scalar" i2=i^2
+                @info "train3/scalar" i3=i^3
+            end
+        end
+        # step increment at end can be disabled for easy train/test sync
+        with_TBLogger_hold_step(;step_at_end=false) do
+            # all of these are logged at the same global_step
+            # and the logger global_step is only then increased
+            @info "test1/scalar" i=i
+            @info "test2/scalar" i2=i^2
+            @info "test3/scalar" i3=i^3
+        end
+    end
+end
    source
    TensorBoardLogger.set_step_increment! — Function
    set_step_increment!(lg, increment) -> Int

    Sets the default increment applyed to logger lg's iteration counter each time logging is performed.

    Can be overidden by passing log_step_increment=some_increment when logging.

    source
    diff --git a/dev/extending_behaviour/index.html b/dev/extending_behaviour/index.html index 327964c..ec324e1 100644 --- a/dev/extending_behaviour/index.html +++ b/dev/extending_behaviour/index.html @@ -1,5 +1,5 @@ -Extending · TensorBoardLogger.jl
    Edit on GitHub

    Extending TensorBoardLogger

    It is possible to change TensorBoardLogger's behaviour when logging specific types. Internally, when an object o::T is logged to TensorBoard with the tag name, the function preprocess(name, val, objects) is called, with objects being an iterable collection of Pair{String,Any}.

    The preprocess function is responsible for converting o to or more objects of simpler types, and pushing them with their tag to the objects collection.

    At the end of this step, every pair in objects will be logged to a specific backend, according to the following rules:

    <!– - ::Tuple{AbstractVector,AbstractVector} Histogram backend as an histogram –>

    • ::Real -> Scalar backend
    • ::AbstractArray{<:Colorant} -> Image backend
    • ::Any -> Text Backend

    To achieve that, preprocess(name, o::T, obj) calls recursively into itself with simpler types. For example, complex numbers are converted to the real and imaginary part by the following function:

    preprocess(name, val::Complex, data) = push!(data, name*"/re"=>real(val), name*"/im"=>imag(val))

    To give an example, consider the following structure representing a quantity

    struct LinkedQuantities
+Extending · TensorBoardLogger.jl
    GitHub
    Extending TensorBoardLogger
    It is possible to change TensorBoardLogger's behaviour when logging specific types. Internally, when an object o::T is logged to TensorBoard with the tag name, the function preprocess(name, val, objects) is called, with objects being an iterable collection of Pair{String,Any}.
    The preprocess function is responsible for converting o to or more objects of simpler types, and pushing them with their tag to the objects collection.
    At the end of this step, every pair in objects will be logged to a specific backend, according to the following rules:
    <!– - ::Tuple{AbstractVector,AbstractVector} Histogram backend as an histogram –>
    • ::Real -> Scalar backend
    • ::AbstractArray{<:Colorant} -> Image backend
    • ::Any -> Text Backend
    To achieve that, preprocess(name, o::T, obj) calls recursively into itself with simpler types. For example, complex numbers are converted to the real and imaginary part by the following function:
    preprocess(name, val::Complex, data) = push!(data, name*"/re"=>real(val), name*"/im"=>imag(val))
    To give an example, consider the following structure representing a quantity
    struct LinkedQuantities
   name_1::String
   val_1
   name_2::String
@@ -9,4 +9,4 @@
 cost_fun = LinkedQuantities("Loss", 0.5+0.1im, "Loss_Variance", 0.01+0.02im)
    and consider that you want to log objects of this type so that it logs val_1 with the tag name_1 and val_2 with tag name_2. To achieve that, one defines
    function preprocess(name, val::LinkedQuantities, data)
   preprocess(val.name_1, val.val_1, data)
   preprocess(val.name_2, val.val_2, data)
-end
    
+end
    diff --git a/dev/hyperparameters/index.html b/dev/hyperparameters/index.html index 9fa7862..dbe0677 100644 --- a/dev/hyperparameters/index.html +++ b/dev/hyperparameters/index.html @@ -1,2 +1,2 @@ -Hyperparameter logging · TensorBoardLogger.jl
    Edit on GitHub

    Hyperparameter logging

    In additition to logging the experiments, you may wish to also visualise the effect of hyperparameters on some plotted metrics. This can be done by logging the hyperparameters via the write_hparams! function, which takes a dictionary mapping hyperparameter names to their values (currently limited to Real, Bool or String types), along with the names of any metrics that you want to view the effects of.

    You can see how the HParams dashboard in Tensorboard can be used to tune hyperparameters on the tensorboard website.

    API

    TensorBoardLogger.write_hparams! — Function
    write_hparams!(logger::TBLogger, hparams::Dict{String, Any}, metrics::AbstractArray{String})

    Writes the supplied hyperparameters to the logger, along with noting all metrics that should be tracked.

    The value of hparams can be a String, Bool or a subtype of Real. All Real values are converted to Float64 when writing the logs.

    metrics should be a list of tags, which correspond to scalars that have been logged. Tensorboard will automatically extract the latest metric logged to use for this value.

    source
    +Hyperparameter logging · TensorBoardLogger.jl
    GitHub

    Hyperparameter logging

    In additition to logging the experiments, you may wish to also visualise the effect of hyperparameters on some plotted metrics. This can be done by logging the hyperparameters via the write_hparams! function, which takes a dictionary mapping hyperparameter names to their values (currently limited to Real, Bool or String types), along with the names of any metrics that you want to view the effects of.

    You can see how the HParams dashboard in Tensorboard can be used to tune hyperparameters on the tensorboard website.

    API

    TensorBoardLogger.write_hparams! — Function
    write_hparams!(logger::TBLogger, hparams::Dict{String, Any}, metrics::AbstractArray{String})

    Writes the supplied hyperparameters to the logger, along with noting all metrics that should be tracked.

    The value of hparams can be a String, Bool or a subtype of Real. All Real values are converted to Float64 when writing the logs.

    metrics should be a list of tags, which correspond to scalars that have been logged. Tensorboard will automatically extract the latest metric logged to use for this value.

    source
    diff --git a/dev/index.html b/dev/index.html index 49ce778..28eb378 100644 --- a/dev/index.html +++ b/dev/index.html @@ -1,5 +1,5 @@ -Home · TensorBoardLogger.jl
    Edit on GitHub

    TensorBoardLogger.jl

    Log data to TensorBoard from Julia

    TensorBoard is an interactive dashboard that can be used to visualize data generated from your programs. TensorBoardLogger is a Julia package that allows you to log data to TensorBoard through the standard Julia Logging system.

    Installation

    To install this Julia package run the following command in the julia REPL:

    ] add TensorBoardLogger
    Note

    If you need to log audio files, you must also install WAV. If you need to log Images, you must also install ImageMagick (on MacOS, you will also need QuartzImageIO). You only need to install those dependencies, and you will never need to load them.

    ] add ImageMagick
    Note

    TensorBoardLogger only contains code to serialize data to TensorBoard. To run the TensorBoard interface, you should install it and run it. The easiest way to install it is to install TensorFlow. Instructions for running TensorBoard can be found on the GitHub page.

    Basic Usage

    The fundamental type defined in this package is a TBLogger, which behaves like other standard loggers in Julia such as ConsoleLogger or TextLogger. You can create one by passing it the path to the folder where you want to store the data. You can also pass an optional second argument to specify the behaviour in case there given path exists.

    Once you have created a TBLogger, you can use it as you would use any other logger in Julia:

    • You can set it to be your global logger with the function global_logger
    • You can set it to be the current logger in a scope with the function with_logger
    • You can combine it with other Loggers using LoggingExtras.jl, so that messages are logged to TensorBoard and to other backends at the same time.

    Every TBLogger has an internal counter to store the current step, which is initially set to 1. All the data logged with the same @log call will be logged with the same step, and then it will increment the internal counter by 1.

    If you want to increase the counter by a different amount, or prevent it from increasing, you can log the additional message log_step_increment=N. The default behaviour corresponds to N=1. If you set N=0 the internal counter will not be modified. The defaul behaviour for logger lg can be changed executing set_step_increment!(lg, N).

    See the example below:

    using TensorBoardLogger, Logging, Random
+Home · TensorBoardLogger.jl
    GitHub
    TensorBoardLogger.jl
    Log data to TensorBoard from Julia
    TensorBoard is an interactive dashboard that can be used to visualize data generated from your programs. TensorBoardLogger is a Julia package that allows you to log data to TensorBoard through the standard Julia Logging system.
    Installation
    To install this Julia package run the following command in the julia REPL:
    ] add TensorBoardLogger
    Note
    If you need to log audio files, you must also install WAV. If you need to log Images, you must also install ImageMagick (on MacOS, you will also need QuartzImageIO). You only need to install those dependencies, and you will never need to load them.
    ] add ImageMagick
    Note
    TensorBoardLogger only contains code to serialize data to TensorBoard. To run the TensorBoard interface, you should install it and run it. The easiest way to install it is to install TensorFlow. Instructions for running TensorBoard can be found on the GitHub page.
    Basic Usage
    The fundamental type defined in this package is a TBLogger, which behaves like other standard loggers in Julia such as ConsoleLogger or TextLogger. You can create one by passing it the path to the folder where you want to store the data. You can also pass an optional second argument to specify the behaviour in case there given path exists.
    Once you have created a TBLogger, you can use it as you would use any other logger in Julia:
    • You can set it to be your global logger with the function global_logger
    • You can set it to be the current logger in a scope with the function with_logger
    • You can combine it with other Loggers using LoggingExtras.jl, so that messages are logged to TensorBoard and to other backends at the same time.
    Every TBLogger has an internal counter to store the current step, which is initially set to 1. All the data logged with the same @log call will be logged with the same step, and then it will increment the internal counter by 1.
    If you want to increase the counter by a different amount, or prevent it from increasing, you can log the additional message log_step_increment=N. The default behaviour corresponds to N=1. If you set N=0 the internal counter will not be modified. The defaul behaviour for logger lg can be changed executing set_step_increment!(lg, N).
    See the example below:
    using TensorBoardLogger, Logging, Random
 
 lg=TBLogger("tensorboard_logs/run", min_level=Logging.Info)
 
@@ -20,4 +20,4 @@
         @info "" my_weird_struct=data_struct   log_step_increment=0
         @debug "debug_msg" this_wont_show_up=i
     end
-end
    Backends
    TensorBoardLogger supports five backends:     - Scalars     - Distributions     - Images     - Audio     - Text/Markdown
    When you log data to tensorboard, it is processed to convert it to the format used by TensorBoard. In particular, fields in structures are logged individually and complex numbers/arrays are split into their real and imaginary parts. Depending on its type, an object is serialized to the relevant backend, with the text backend being the default fallback.
    For more detailed informations on how data is dispatched to a certain backend, and how to specify a desired backend refer to Specifying a backend.
    If you want to define a new default behaviour for a custom type refer to section Extending TensorBoardLogger.
    Deserialization
    If you want to read back the data stored in TensorBoard/.proto files, have a look at Reading back TensorBoard data
    Third-party packages
    We also support logging custom types from a the following third-party libraries:
    • Plots.jl: the Plots.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image
    • PyPlot.jl: the PyPlot.Figure type will be rendered to PNG at the resolution specified by the object and logged as an image
    • Gadfly.jl: the Gadfly.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image. Cairo and Fontconfig packages must be imported for this functionality to work as it is required by Gadfly.
    • Tracker.jl: the TrackedReal and TrackedArray types will be logged as vector data
    • ValueHistories.jl: the MVHistory type is used to store the deserialized content of .proto files.
    Explicit logging
    As an alternative, you can also log data to TensorBoard through its functional interface, by calling the relevant method with a tag string and the data. For information on this interface refer to Explicit interface.
    Hyperparameter tuning
    Many experiments rely on hyperparameters, which can be difficult to tune. Tensorboard allows you to visualise the effect of your hyperparameters on your metrics, giving you an intuition for the correct hyperparameters for your task. For information on this API, see the Hyperparameter logging manual page.
    
+end

    Backends

    TensorBoardLogger supports five backends: - Scalars - Distributions - Images - Audio - Text/Markdown

    When you log data to tensorboard, it is processed to convert it to the format used by TensorBoard. In particular, fields in structures are logged individually and complex numbers/arrays are split into their real and imaginary parts. Depending on its type, an object is serialized to the relevant backend, with the text backend being the default fallback.

    For more detailed informations on how data is dispatched to a certain backend, and how to specify a desired backend refer to Specifying a backend.

    If you want to define a new default behaviour for a custom type refer to section Extending TensorBoardLogger.

    Deserialization

    If you want to read back the data stored in TensorBoard/.proto files, have a look at Reading back TensorBoard data

    Third-party packages

    We also support logging custom types from a the following third-party libraries:

    • Plots.jl: the Plots.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image
    • PyPlot.jl: the PyPlot.Figure type will be rendered to PNG at the resolution specified by the object and logged as an image
    • Gadfly.jl: the Gadfly.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image. Cairo and Fontconfig packages must be imported for this functionality to work as it is required by Gadfly.
    • Tracker.jl: the TrackedReal and TrackedArray types will be logged as vector data
    • ValueHistories.jl: the MVHistory type is used to store the deserialized content of .proto files.

    Explicit logging

    As an alternative, you can also log data to TensorBoard through its functional interface, by calling the relevant method with a tag string and the data. For information on this interface refer to Explicit interface.

    Hyperparameter tuning

    Many experiments rely on hyperparameters, which can be difficult to tune. Tensorboard allows you to visualise the effect of your hyperparameters on your metrics, giving you an intuition for the correct hyperparameters for your task. For information on this API, see the Hyperparameter logging manual page.

    Other exported methods

    For documentation on other exported methods, see the Exported manual page.

    diff --git a/dev/logging_details/index.html b/dev/logging_details/index.html index fd18d2c..1796258 100644 --- a/dev/logging_details/index.html +++ b/dev/logging_details/index.html @@ -1,2 +1,2 @@ -Introduction · TensorBoardLogger.jl
    Edit on GitHub
    +Introduction · TensorBoardLogger.jl
    GitHub
    diff --git a/dev/search/index.html b/dev/search/index.html deleted file mode 100644 index 8047809..0000000 --- a/dev/search/index.html +++ /dev/null @@ -1,2 +0,0 @@ - -Search · TensorBoardLogger.jl

    Loading search...

      diff --git a/dev/search_index.js b/dev/search_index.js index 80c0465..115af81 100644 --- a/dev/search_index.js +++ b/dev/search_index.js @@ -1,3 +1,3 @@ var documenterSearchIndex = {"docs": -[{"location":"explicit_interface/#Explicit-interface","page":"Explicit Interface","title":"Explicit interface","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"in addition to the standard logging interface, it is possible to log data to TensorBoard using the functions documented below. All the functions take as first argument a TBLogger object and as the second argument a String as the tag under which the data will be logged.","category":"page"},{"location":"explicit_interface/#Scalar-backend","page":"Explicit Interface","title":"Scalar backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_value","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_value","page":"Explicit Interface","title":"TensorBoardLogger.log_value","text":"log_value(logger, name, value; step=step(logger))\n\nLogs a floating-point variable with name name at step step. 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Any other data will be represented as string\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Images-backend","page":"Explicit Interface","title":"Images backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_image\nlog_images","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_image","page":"Explicit Interface","title":"TensorBoardLogger.log_image","text":"log_image(logger::TBLogger, name::AbstractString, imgArray::AbstractArray, format::ImageFormat; step=step(logger))\n\nLog an image using image data and format\n\nimgArray: image data. A 1-D, 2-D or 3-D Array of pixel values. pixel values can be Real [0, 1] or Integer[0, 255]\nformat: format of the image. It can be one of {L, LN, NL, CL, LC, NCL, NLC, CLN, LCN, HW, WH, HWC, WHC, CHW, CWH, HWN, WHN, NHW, NWH, HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}\nL: Length\nC: Channel/Color\nH: Height\nW: Width\nN: Observation\n\n\n\n\n\nlogimage(logger, name, obj; [step=currentstep])\n\nRenders the object to PNG and sends it to TensorBoard as an image with tag name. showable(\"image/png\", obj) must be true.\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#TensorBoardLogger.log_images","page":"Explicit Interface","title":"TensorBoardLogger.log_images","text":"log_images(logger::TBLogger, name::AbstractString, imgArrays::AbstractArray, format::ImageFormat; step=step(logger))\n\nLog multiple images using Array of images and format\n\nimgArrays: Array of images, e.g. Array{Array{Float64, 3}, 1}. Array of images can be multidimensional.\nformat: format which applies to each image in the Array of images. It can be one of {L, LN, NL, CL, LC, NCL, NLC, CLN, LCN, HW, WH, HWC, WHC, CHW, CWH, HWN, WHN, NHW, NWH, HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Audio-backend","page":"Explicit Interface","title":"Audio backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_audio\nlog_audios","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_audio","page":"Explicit Interface","title":"TensorBoardLogger.log_audio","text":"log_audio(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))\n\nLogs an audio clip with name name at step step\n\nsamples: Array of samples N*C where N = number of samples and C = number of channels\nsamplerate: Sampling rate or Sampling frequency: a Real value\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#TensorBoardLogger.log_audios","page":"Explicit Interface","title":"TensorBoardLogger.log_audios","text":"log_audios(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))\n\nLogs multiple audio clips at step step\n\nsamples: Array of audio clips which are Arrays of samples N*C where N = number of samples and C = number of channel\nsamplerate: Sampling rate or Sampling frequency: a Real value same for all clips\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Embeddings-backend","page":"Explicit Interface","title":"Embeddings backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_embeddings","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_embeddings","page":"Explicit Interface","title":"TensorBoardLogger.log_embeddings","text":"log_embeddings(logger::TBLogger, name::AbstractString, mat::AbstractMatrix; metadata, metadata_header, img_labels, step=step(logger))\n\nLog embedding data to tensorboard and visualize in 3-D or 2-D with PCA, t-SNE or UMAP.\n\nmat: 2-D Matrix of data, with rows representing the samples and columns representing the features\nmetadata: Array of labels for each sample. 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Note that this function sets the metadata: the actual values must be logged separately with `logvalue` and referenced with the correct tag.\n\nThe layout argument is structured as follows:\n\nlayout = Dict(category => Dict(name => (chart_type, [tag1, tag2, ...])))\n\nwhere category is the main tag for the plot, name is the plot's name, chart_type is one between tb_multiline and tb_margin and the array of tags contains the actual references to the logged scalars.\n\n\n\n\n\n","category":"function"},{"location":"extending_behaviour/#Extending-TensorBoardLogger","page":"Extending","title":"Extending TensorBoardLogger","text":"","category":"section"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"It is possible to change TensorBoardLogger's behaviour when logging specific types. 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","category":"page"},{"location":"hyperparameters/","page":"Hyperparameter logging","title":"Hyperparameter logging","text":"You can see how the HParams dashboard in Tensorboard can be used to tune hyperparameters on the tensorboard website.","category":"page"},{"location":"hyperparameters/#API","page":"Hyperparameter logging","title":"API","text":"","category":"section"},{"location":"hyperparameters/","page":"Hyperparameter logging","title":"Hyperparameter logging","text":"write_hparams!","category":"page"},{"location":"hyperparameters/#TensorBoardLogger.write_hparams!","page":"Hyperparameter logging","title":"TensorBoardLogger.write_hparams!","text":"write_hparams!(logger::TBLogger, hparams::Dict{String, Any}, metrics::AbstractArray{String})\n\nWrites the supplied hyperparameters to the logger, along with noting all metrics that should be tracked.\n\nThe value of hparams can be a String, Bool or a subtype of Real. 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Tensorboard will automatically extract the latest metric logged to use for this value.\n\n\n\n\n\n","category":"function"},{"location":"custom_behaviour/#Specifying-a-backend","page":"Backends","title":"Specifying a backend","text":"","category":"section"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"By default TensorBoardLogger follows these rules to choose what backend a certain value is sent to:","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"::AbstractVector{<:Real} -> Histogram backend as a vector\n::StatsBase.Histogram -> Histogram backend","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"::Real -> Scalar backend\n::AbstractArray{<:Colorant} -> Image backend\n::Any -> Text Backend","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"In addition, structures are not logged to text, but rather all their fields are (recursively) dispatched according to the rules above.","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"If you want to override those defaults, or you wish to specify some additional details, you can wrap any object into one of the following wrappers:","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"TBText -> sends data to Text backend\nTBAudio, TBAudios -> sends data to audio backend\nTBHistogram, TBVector -> sends data to the Distributions backend, either as an histogram or as a vector\nTBImage, TBImages -> Sends data to the images backend","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"To use those overrides, you simply wrap your type. Some overrides require additional parameters. For example, to log a vector as text you can do the following:","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"@info \"mytag\" TBText([1,2,3])","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"TBText\nTBHistogram\nTBVector\nTBAudio\nTBAudios\nTBImage\nTBImages","category":"page"},{"location":"custom_behaviour/#TensorBoardLogger.TBText","page":"Backends","title":"TensorBoardLogger.TBText","text":"TBText(data)\n\nForces data to be serialized as text to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBHistogram","page":"Backends","title":"TensorBoardLogger.TBHistogram","text":"TBHistogram(data)\n\nForces data to be serialized as an histogram to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBVector","page":"Backends","title":"TensorBoardLogger.TBVector","text":"TBVector(data)\n\nForces data to be serialized as a vector in the histogram backend of TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBAudio","page":"Backends","title":"TensorBoardLogger.TBAudio","text":"TBAudio(data, samplerate)\n\nForces data to be serialized as Audio to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBAudios","page":"Backends","title":"TensorBoardLogger.TBAudios","text":"TBAudios(data, samplerate)\n\nForces elements of Array data to be serialized as Audio to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBImage","page":"Backends","title":"TensorBoardLogger.TBImage","text":"TBImage(data, format)\n\nForces data to be serialized as an Image to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBImages","page":"Backends","title":"TensorBoardLogger.TBImages","text":"TBImages(data, format)\n\nForces elements of Array data to be serialized as an Image to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"deserialization/#Reading-back-TensorBoard-data","page":"Reading back data","title":"Reading back TensorBoard data","text":"","category":"section"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"warning: Warning\nThe functionality described in this page is still experimental, and the interface might change without warning in future releases.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"TensorBoardLogger allows you to read data that has been serialized to TensorBoard, either from Julia or from other applications (e.g. Python).","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"The simplest way to collect all data from TensorBoard is to use the high-level conversion to MVHistory from ValueHistories.jl package.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"using TensorBoardLogger, ValueHistories\n\ntb_logger = TBLogger(\"testlog\", tb_overwrite)\n\nwith_logger(tb_logger) do\n for i=1:5\n @info \"test\" val=i b=i*2 mat=i.*ones(3) mat2=10 .*i.*ones(3,2)\n end\nend\n\nhist = convert(MVHistory, tb_logger)","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"If you want to read data that have been saved previously, you can also construct a read-only object TBReader by passing it the path of the folder containing the data to be deserialized.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"Alternatively, you can use the method map_summaries to iterate a function of your choice among the data contained in a logger. This function takes two arguments: a function and the path/TBLogger to the data.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"The function is mapped across all logged summaries. Its signature should be fun(tag, iteration, value), where tag is a String with the tag used to serialize the data, iteration is an Int corresponding to the iteration at which the data was serialized, and value is the serialized value.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"An attempt is made to reconstruct as much as possible the original data, but in the serialization process data is usually converted to lower precision and compressed, so sometimes it's not the case.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"hist = MVHistory\n\nTensorBoardLogger.map_summaries(tb_logger) do tag, iter, val\n push!(hist, Symbol(tag), iter, val)\nend","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"All those functions also take as optional keywork arguments a collection of iterations or tags, and will only map over summaries with the desired tags/iterations.","category":"page"},{"location":"deserialization/#Reference","page":"Reading back data","title":"Reference","text":"","category":"section"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"TBReader\nTensorBoardLogger.tags\nTensorBoardLogger.steps\nmap_summaries\nTensorBoardLogger.map_events\nTensorBoardLogger.map_summaries","category":"page"},{"location":"deserialization/#TensorBoardLogger.TBReader","page":"Reading back data","title":"TensorBoardLogger.TBReader","text":"TBReader(logdir)\n\nCreates a TBReader object that can be used to deserialize data but cannot be used to write. \n\n\n\n\n\n","category":"type"},{"location":"deserialization/#TensorBoardLogger.tags","page":"Reading back data","title":"TensorBoardLogger.tags","text":"tags(logger)\n\nReturns a set of all the strings used as tags in messages serialized by logger.\n\nlogger can be a TBLogger or the path of a valid TensorBoard logdir.\n\n\n\n\n\n","category":"function"},{"location":"deserialization/#TensorBoardLogger.steps","page":"Reading back data","title":"TensorBoardLogger.steps","text":"steps(logger)\n\nReturns a set of all the steps used as tags in messages serialized by logger.\n\nlogger can be a TBLogger or the path of a valid TensorBoard logdir.\n\n\n\n\n\n","category":"function"},{"location":"deserialization/#TensorBoardLogger.map_summaries","page":"Reading back data","title":"TensorBoardLogger.map_summaries","text":"map_summaries(fun, path; purge=true, tags=all, steps=all, smart=true)\n\nMaps the function fun(name, value) on all the values logged to the folder at path. The function is called sequentially, starting from the first event till the last.\n\nWhen the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.\n\nfun should take 3 arguments: (1) a String representing the name/tag of the logged value (2) an Integer, representing the step number (3) a value, which can be of the following types:\n\nOptional kwargs tags takes as input a collection of Strings, and will only iterate across tags summaries with a tag in that collection.\n\nOptional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.\n\nOptional kwarg smart=[true] attempts to reconstruct N-dimensional arrays, complex values and 3-dim images, that are decomposed when serialzied to tensorboard. This feature works with .proto files generated by TensorBoardLogger itself, but it is untested with files generated by TensorFlow.\n\n\n\n\n\n","category":"function"},{"location":"deserialization/#TensorBoardLogger.map_events","page":"Reading back data","title":"TensorBoardLogger.map_events","text":"map_summaries(fun, path; purge=true, steps=all)\n\nMaps the function fun(event) on all the event logged to the folder at path. The function is called sequentially, starting from the first event till the last.\n\nWhen the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.\n\nAlso metadata events, without any real data attached are mapped. You can detect those by hasproperty(event, :summary) == false\n\nOptional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.\n\n\n\n\n\n","category":"function"},{"location":"examples/flux/#Using-TensorBoard-with-[Flux](https://fluxml.ai)","page":"Flux.jl","title":"Using TensorBoard with Flux","text":"","category":"section"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"For a Google Colab version of this example, go here. The most important part of the example is the callback TBCallback which handles logging to TensorBoard.","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"note: Note\nThis example necessitates a GPU and it will run for a couple of minutes. You could simplify it but... well. I'm lazy.","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"using TensorBoardLogger\nusing Flux\nusing Logging\nusing MLDatasets: FashionMNIST\nusing Statistics\nusing CuArrays\n\n# Create tensorboard logger\nlogger = TBLogger(\"content/log\", tb_overwrite)\n\n# Load data\ntraindata, trainlabels = FashionMNIST.traindata();\ntestdata, testlabels = FashionMNIST.testdata();\ntrainsize = size(traindata, 3);\ntestsize = size(testdata, 3);\n\n# Log some images as samples (not needed)\nwith_logger(logger) do\n images = TBImage(traindata[:, :, 1:10], WHN)\n @info \"fmnist/samples\" pics = images log_step_increment=0\nend\n\n# Create a FFNN model\nmodel = Chain(\n x -> reshape(x, :, size(x, 4)),\n Dense(28^2, 32, relu),\n Dense(32, 10),\n softmax\n)\n\nloss(x, y) = Flux.crossentropy(model(x), y)\n\naccuracy(x, y) = mean(Flux.onecold(model(x) |> cpu) .== Flux.onecold(y |> cpu))\n\nopt = ADAM()\n\n# Load the training data\ntraindata = permutedims(reshape(traindata, (28, 28, 60000, 1)), (1, 2, 4, 3));\ntestdata = permutedims(reshape(testdata, (28, 28, 10000, 1)), (1, 2, 4, 3));\ntrainlabels = Flux.onehotbatch(trainlabels, collect(0:9));\ntestlabels = Flux.onehotbatch(testlabels, collect(0:9));\n\n# Function to get dictionary of model parameters\nfunction fill_param_dict!(dict, m, prefix)\n if m isa Chain\n for (i, layer) in enumerate(m.layers)\n fill_param_dict!(dict, layer, prefix*\"layer_\"*string(i)*\"/\"*string(layer)*\"/\")\n end\n else\n for fieldname in fieldnames(typeof(m))\n val = getfield(m, fieldname)\n if val isa AbstractArray\n val = vec(val)\n end\n dict[prefix*string(fieldname)] = val\n end\n end\nend\n\n# Callback to log information after every epoch\nfunction TBCallback()\n param_dict = Dict{String, Any}()\n fill_param_dict!(param_dict, model, \"\")\n with_logger(logger) do\n @info \"model\" params=param_dict log_step_increment=0\n @info \"train\" loss=loss(traindata, trainlabels) acc=accuracy(traindata, trainlabels) log_step_increment=0\n @info \"test\" loss=loss(testdata, testlabels) acc=accuracy(testdata, testlabels)\n end\nend\n\n# Create minibatches\nminibatches = []\nbatchsize = 100\nfor i in range(1, stop = trainsize÷batchsize)\n lbound = (i-1)*batchsize+1\n ubound = min(trainsize, i*batchsize)\n push!(minibatches, (traindata[:, :, :, lbound:ubound], trainlabels[:, lbound:ubound]))\nend\n\n# Move data and model to gpu\ntraindata = traindata |> gpu\ntestdata = testdata |> gpu\ntrainlabels = trainlabels |> gpu\ntestlabels = testlabels |> gpu\nmodel = model |> gpu\nminibatches = minibatches |> gpu\n\n# Train\n@Flux.epochs 15 Flux.train!(loss, params(model), minibatches, opt, cb = Flux.throttle(TBCallback, 5))","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"The resulting TensorBoard interface will be:","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"tensorboard --logdir content","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"(Image: flux1_plot) (Image: flux2_plot)","category":"page"},{"location":"logging_details/#Introduction","page":"Introduction","title":"Introduction","text":"","category":"section"},{"location":"#TensorBoardLogger.jl","page":"Home","title":"TensorBoardLogger.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Log data to TensorBoard from Julia","category":"page"},{"location":"","page":"Home","title":"Home","text":"TensorBoard is an interactive dashboard that can be used to visualize data generated from your programs. TensorBoardLogger is a Julia package that allows you to log data to TensorBoard through the standard Julia Logging system.","category":"page"},{"location":"#Installation","page":"Home","title":"Installation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To install this Julia package run the following command in the julia REPL:","category":"page"},{"location":"","page":"Home","title":"Home","text":"] add TensorBoardLogger","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Note\nIf you need to log audio files, you must also install WAV. If you need to log Images, you must also install ImageMagick (on MacOS, you will also need QuartzImageIO). You only need to install those dependencies, and you will never need to load them.] add ImageMagick","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Note\nTensorBoardLogger only contains code to serialize data to TensorBoard. To run the TensorBoard interface, you should install it and run it. The easiest way to install it is to install TensorFlow. Instructions for running TensorBoard can be found on the GitHub page.","category":"page"},{"location":"#Basic-Usage","page":"Home","title":"Basic Usage","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = TensorBoardLogger","category":"page"},{"location":"","page":"Home","title":"Home","text":"The fundamental type defined in this package is a TBLogger, which behaves like other standard loggers in Julia such as ConsoleLogger or TextLogger. You can create one by passing it the path to the folder where you want to store the data. You can also pass an optional second argument to specify the behaviour in case there given path exists.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Once you have created a TBLogger, you can use it as you would use any other logger in Julia:","category":"page"},{"location":"","page":"Home","title":"Home","text":"You can set it to be your global logger with the function global_logger\nYou can set it to be the current logger in a scope with the function with_logger\nYou can combine it with other Loggers using LoggingExtras.jl, so that messages are logged to TensorBoard and to other backends at the same time.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Every TBLogger has an internal counter to store the current step, which is initially set to 1. All the data logged with the same @log call will be logged with the same step, and then it will increment the internal counter by 1.","category":"page"},{"location":"","page":"Home","title":"Home","text":"If you want to increase the counter by a different amount, or prevent it from increasing, you can log the additional message log_step_increment=N. The default behaviour corresponds to N=1. If you set N=0 the internal counter will not be modified. The defaul behaviour for logger lg can be changed executing set_step_increment!(lg, N).","category":"page"},{"location":"","page":"Home","title":"Home","text":"See the example below:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using TensorBoardLogger, Logging, Random\n\nlg=TBLogger(\"tensorboard_logs/run\", min_level=Logging.Info)\n\nstruct sample_struct first_field; other_field; end\n\nwith_logger(lg) do\n for i=1:100\n x0 = 0.5+i/30; s0 = 0.5/(i/20);\n edges = collect(-5:0.1:5)\n centers = collect(edges[1:end-1] .+0.05)\n histvals = [exp(-((c-x0)/s0)^2) for c=centers]\n data_tuple = (edges, histvals)\n data_struct = sample_struct(i^2, i^1.5-0.3*i)\n\n\n @info \"test\" i=i j=i^2 dd=rand(10).+0.1*i hh=data_tuple\n @info \"test_2\" i=i j=2^i hh=data_tuple log_step_increment=0\n @info \"\" my_weird_struct=data_struct log_step_increment=0\n @debug \"debug_msg\" this_wont_show_up=i\n end\nend","category":"page"},{"location":"#Backends","page":"Home","title":"Backends","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"TensorBoardLogger supports five backends: - Scalars - Distributions - Images - Audio - Text/Markdown","category":"page"},{"location":"","page":"Home","title":"Home","text":"When you log data to tensorboard, it is processed to convert it to the format used by TensorBoard. In particular, fields in structures are logged individually and complex numbers/arrays are split into their real and imaginary parts. Depending on its type, an object is serialized to the relevant backend, with the text backend being the default fallback.","category":"page"},{"location":"","page":"Home","title":"Home","text":"For more detailed informations on how data is dispatched to a certain backend, and how to specify a desired backend refer to Specifying a backend.","category":"page"},{"location":"","page":"Home","title":"Home","text":"If you want to define a new default behaviour for a custom type refer to section Extending TensorBoardLogger.","category":"page"},{"location":"#Deserialization","page":"Home","title":"Deserialization","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"If you want to read back the data stored in TensorBoard/.proto files, have a look at Reading back TensorBoard data","category":"page"},{"location":"#Third-party-packages","page":"Home","title":"Third-party packages","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"We also support logging custom types from a the following third-party libraries:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Plots.jl: the Plots.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image\nPyPlot.jl: the PyPlot.Figure type will be rendered to PNG at the resolution specified by the object and logged as an image\nGadfly.jl: the Gadfly.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image. Cairo and Fontconfig packages must be imported for this functionality to work as it is required by Gadfly.\nTracker.jl: the TrackedReal and TrackedArray types will be logged as vector data\nValueHistories.jl: the MVHistory type is used to store the deserialized content of .proto files.","category":"page"},{"location":"#Explicit-logging","page":"Home","title":"Explicit logging","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"As an alternative, you can also log data to TensorBoard through its functional interface, by calling the relevant method with a tag string and the data. For information on this interface refer to Explicit interface.","category":"page"},{"location":"#Hyperparameter-tuning","page":"Home","title":"Hyperparameter tuning","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Many experiments rely on hyperparameters, which can be difficult to tune. Tensorboard allows you to visualise the effect of your hyperparameters on your metrics, giving you an intuition for the correct hyperparameters for your task. For information on this API, see the Hyperparameter logging manual page.","category":"page"},{"location":"examples/hyperparameter_tuning/#Hyperparameter-tuning","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"","category":"section"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"We will start this example by setting up a simple random walk experiment, and seeing the effect of the hyperparameter bias on the results.","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"First, import the packages we will need with:","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"using TensorBoardLogger, Logging\nusing Random","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"Next, we will create a function which runs the experiment and logs the results, include the hyperparameters stored in the config dictionary.","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"function run_experiment(id, config)\n logger = TBLogger(\"random_walk/run$id\", tb_append)\n\n # Specify all the metrics we want to track in a list\n metric_names = [\"scalar/position\"]\n write_hparams!(logger, config, metric_names)\n\n epochs = config[\"epochs\"]\n sigma = config[\"sigma\"]\n bias = config[\"bias\"]\n with_logger(logger) do\n x = 0.0\n for i in 1:epochs\n x += sigma * randn() + bias\n @info \"scalar\" position = x\n end\n end\n nothing\nend","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"Now we can write a script which runs an experiment over a set of parameter values.","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"id = 0\nfor bias in LinRange(-0.1, 0.1, 11)\n for epochs in [50, 100]\n config = Dict(\n \"bias\"=>bias,\n \"epochs\"=>epochs,\n \"sigma\"=>0.1\n )\n run_experiment(id, config)\n id += 1\n end\nend","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"Below is an example of the dashboard you get when you open Tensorboard with the command:","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"tensorboard --logdir=random_walk","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"(Image: tuning plot)","category":"page"},{"location":"examples/optim/#Using-TensorBoard-with-[Optim](https://github.com/JuliaNLSolvers/Optim.jl)","page":"Optim.jl","title":"Using TensorBoard with Optim","text":"","category":"section"},{"location":"examples/optim/","page":"Optim.jl","title":"Optim.jl","text":"using TensorBoardLogger\nusing Optim\nusing Logging\n\n# Returns a closure over a logger, that takes a Optim trace as input\nfunction make_tensorboardlogger_callback(dir=\"logs\")\n logger = TBLogger(dir)\n\n function callback(opt_state:: Optim.OptimizationState)\n with_logger(logger) do\n @info \"\" opt_step = opt_state.iteration function_value=opt_state.value gradient_norm=opt_state.g_norm\n end\n return false # do not terminate optimisation\n end\n callback(trace::Optim.OptimizationTrace) = callback(last(trace))\n return callback\nend\n\n\nrosenbrock(x) = (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2\nresult = optimize(rosenbrock, zeros(2), BFGS(), Optim.Options(callback=make_tensorboardlogger_callback()))","category":"page"},{"location":"examples/optim/","page":"Optim.jl","title":"Optim.jl","text":"(Image: optim_plot)","category":"page"}] +[{"location":"hyperparameters/#Hyperparameter-logging","page":"Hyperparameter logging","title":"Hyperparameter logging","text":"","category":"section"},{"location":"hyperparameters/","page":"Hyperparameter logging","title":"Hyperparameter logging","text":"In additition to logging the experiments, you may wish to also visualise the effect of hyperparameters on some plotted metrics. This can be done by logging the hyperparameters via the write_hparams! function, which takes a dictionary mapping hyperparameter names to their values (currently limited to Real, Bool or String types), along with the names of any metrics that you want to view the effects of. ","category":"page"},{"location":"hyperparameters/","page":"Hyperparameter logging","title":"Hyperparameter logging","text":"You can see how the HParams dashboard in Tensorboard can be used to tune hyperparameters on the tensorboard website.","category":"page"},{"location":"hyperparameters/#API","page":"Hyperparameter logging","title":"API","text":"","category":"section"},{"location":"hyperparameters/","page":"Hyperparameter logging","title":"Hyperparameter logging","text":"write_hparams!","category":"page"},{"location":"hyperparameters/#TensorBoardLogger.write_hparams!","page":"Hyperparameter logging","title":"TensorBoardLogger.write_hparams!","text":"write_hparams!(logger::TBLogger, hparams::Dict{String, Any}, metrics::AbstractArray{String})\n\nWrites the supplied hyperparameters to the logger, along with noting all metrics that should be tracked.\n\nThe value of hparams can be a String, Bool or a subtype of Real. All Real values are converted to Float64 when writing the logs.\n\nmetrics should be a list of tags, which correspond to scalars that have been logged. Tensorboard will automatically extract the latest metric logged to use for this value.\n\n\n\n\n\n","category":"function"},{"location":"exported/#Exported","page":"Exported","title":"Exported","text":"","category":"section"},{"location":"exported/","page":"Exported","title":"Exported","text":"TBLogger\nreset!\nset_step!\nincrement_step!\nwith_TBLogger_hold_step\nTensorBoardLogger.set_step_increment!\nTensorBoardLogger.PNGImage.PngImage","category":"page"},{"location":"exported/#TensorBoardLogger.TBLogger","page":"Exported","title":"TensorBoardLogger.TBLogger","text":"TBLogger(logdir[, tb_increment]; \n time=time(), \n prefix=\"\",\n purge_step=nothing, \n step_increment=1, \n min_level=Logging.Info)\n\nCreates a TensorBoardLogger in the folder logdir. The second (optional) argument specifies the behaviour if the logdir already exhists: the default choice tb_increment appends an increasing number 1,2... to logdir. Other choices are tb_overwrite, which overwrites the previous folder, and tb_append, which adds to any existing logs.\n\nOptional keyword argument prefix can be passed to prepend a path to the file name (note, not the log directory). See create_eventfile()\n\nIf a purge_step::Int is passed, every step before purge_step will be ignored by tensorboard (usefull in the case of restarting a crashed computation).\n\nmin_level specifies the minimum level of messages logged to tensorboard.\n\n\n\n\n\n","category":"type"},{"location":"exported/#TensorBoardLogger.reset!","page":"Exported","title":"TensorBoardLogger.reset!","text":"reset!(lg)\n\nReset the TBLogger lg, deleting everything in its log directory.\n\n\n\n\n\n","category":"function"},{"location":"exported/#TensorBoardLogger.set_step!","page":"Exported","title":"TensorBoardLogger.set_step!","text":"set_step!(lg, step) -> Int\n\nSets the iteration counter in the logger to step. This counter is used by the logger when no value is passed by the user.\n\n\n\n\n\n","category":"function"},{"location":"exported/#TensorBoardLogger.increment_step!","page":"Exported","title":"TensorBoardLogger.increment_step!","text":"increment_step!(lg, Δ_Step) -> Int\n\nIncrements the step counter in the logger by Δ_Step and returns the new value.\n\n\n\n\n\n","category":"function"},{"location":"exported/#TensorBoardLogger.with_TBLogger_hold_step","page":"Exported","title":"TensorBoardLogger.with_TBLogger_hold_step","text":"with_TBLogger_hold_step(f, [step]; step_at_end::Bool=true) Context function to ease control of logging steps and synchronization. Amount of step increment can be controlled via set_step_increment!`.\n\nExample:\n\nwith_logger(lg) do\n for epoch in 1:10\n for i=1:100\n # increments global_step by default\n with_TBLogger_hold_step() do\n # all of these are logged at the same global_step\n # and the logger global_step is only then increased\n @info \"train1/scalar\" i=i\n @info \"train2/scalar\" i2=i^2\n @info \"train3/scalar\" i3=i^3\n end\n end\n # step increment at end can be disabled for easy train/test sync\n with_TBLogger_hold_step(;step_at_end=false) do\n # all of these are logged at the same global_step\n # and the logger global_step is only then increased\n @info \"test1/scalar\" i=i\n @info \"test2/scalar\" i2=i^2\n @info \"test3/scalar\" i3=i^3\n end\n end\nend\n\n\n\n\n\n","category":"function"},{"location":"exported/#TensorBoardLogger.set_step_increment!","page":"Exported","title":"TensorBoardLogger.set_step_increment!","text":"set_step_increment!(lg, increment) -> Int\n\nSets the default increment applyed to logger lg's iteration counter each time logging is performed.\n\nCan be overidden by passing log_step_increment=some_increment when logging.\n\n\n\n\n\n","category":"function"},{"location":"exported/#TensorBoardLogger.PNGImage.PngImage","page":"Exported","title":"TensorBoardLogger.PNGImage.PngImage","text":"PngImage\n\nA wrapper around the binary encoding of a PNG image, holding its attributes\n\n\n\n\n\n","category":"type"},{"location":"deserialization/#Reading-back-TensorBoard-data","page":"Reading back data","title":"Reading back TensorBoard data","text":"","category":"section"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"warning: Warning\nThe functionality described in this page is still experimental, and the interface might change without warning in future releases.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"TensorBoardLogger allows you to read data that has been serialized to TensorBoard, either from Julia or from other applications (e.g. Python).","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"The simplest way to collect all data from TensorBoard is to use the high-level conversion to MVHistory from ValueHistories.jl package.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"using TensorBoardLogger, ValueHistories\n\ntb_logger = TBLogger(\"testlog\", tb_overwrite)\n\nwith_logger(tb_logger) do\n for i=1:5\n @info \"test\" val=i b=i*2 mat=i.*ones(3) mat2=10 .*i.*ones(3,2)\n end\nend\n\nhist = convert(MVHistory, tb_logger)","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"If you want to read data that have been saved previously, you can also construct a read-only object TBReader by passing it the path of the folder containing the data to be deserialized.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"Alternatively, you can use the method map_summaries to iterate a function of your choice among the data contained in a logger. This function takes two arguments: a function and the path/TBLogger to the data.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"The function is mapped across all logged summaries. Its signature should be fun(tag, iteration, value), where tag is a String with the tag used to serialize the data, iteration is an Int corresponding to the iteration at which the data was serialized, and value is the serialized value.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"An attempt is made to reconstruct as much as possible the original data, but in the serialization process data is usually converted to lower precision and compressed, so sometimes it's not the case.","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"hist = MVHistory\n\nTensorBoardLogger.map_summaries(tb_logger) do tag, iter, val\n push!(hist, Symbol(tag), iter, val)\nend","category":"page"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"All those functions also take as optional keywork arguments a collection of iterations or tags, and will only map over summaries with the desired tags/iterations.","category":"page"},{"location":"deserialization/#Reference","page":"Reading back data","title":"Reference","text":"","category":"section"},{"location":"deserialization/","page":"Reading back data","title":"Reading back data","text":"TBReader\nTensorBoardLogger.tags\nTensorBoardLogger.steps\nmap_summaries\nTensorBoardLogger.map_events","category":"page"},{"location":"deserialization/#TensorBoardLogger.TBReader","page":"Reading back data","title":"TensorBoardLogger.TBReader","text":"TBReader(logdir)\n\nCreates a TBReader object that can be used to deserialize data but cannot be used to write. \n\n\n\n\n\n","category":"type"},{"location":"deserialization/#TensorBoardLogger.tags","page":"Reading back data","title":"TensorBoardLogger.tags","text":"tags(logger)\n\nReturns a set of all the strings used as tags in messages serialized by logger.\n\nlogger can be a TBLogger or the path of a valid TensorBoard logdir.\n\n\n\n\n\n","category":"function"},{"location":"deserialization/#TensorBoardLogger.steps","page":"Reading back data","title":"TensorBoardLogger.steps","text":"steps(logger)\n\nReturns a set of all the steps used as tags in messages serialized by logger.\n\nlogger can be a TBLogger or the path of a valid TensorBoard logdir.\n\n\n\n\n\n","category":"function"},{"location":"deserialization/#TensorBoardLogger.map_summaries","page":"Reading back data","title":"TensorBoardLogger.map_summaries","text":"map_summaries(fun, path; purge=true, tags=all, steps=all, smart=true)\n\nMaps the function fun(name, value) on all the values logged to the folder at path. The function is called sequentially, starting from the first event till the last.\n\nWhen the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.\n\nfun should take 3 arguments: (1) a String representing the name/tag of the logged value (2) an Integer, representing the step number (3) a value, which can be of the following types:\n\nOptional kwargs tags takes as input a collection of Strings, and will only iterate across tags summaries with a tag in that collection.\n\nOptional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.\n\nOptional kwarg smart=[true] attempts to reconstruct N-dimensional arrays, complex values and 3-dim images, that are decomposed when serialzied to tensorboard. This feature works with .proto files generated by TensorBoardLogger itself, but it is untested with files generated by TensorFlow.\n\n\n\n\n\n","category":"function"},{"location":"deserialization/#TensorBoardLogger.map_events","page":"Reading back data","title":"TensorBoardLogger.map_events","text":"map_summaries(fun, path; purge=true, steps=all)\n\nMaps the function fun(event) on all the event logged to the folder at path. The function is called sequentially, starting from the first event till the last.\n\nWhen the keyword argument purge==true, if the i+1-th file begins with a purge at step s, the i-th file is read only up to step s.\n\nAlso metadata events, without any real data attached are mapped. You can detect those by hasproperty(event, :summary) == false\n\nOptional kwargs steps takes as input a collection of integers, and will only iterate across events with step within that collection.\n\n\n\n\n\n","category":"function"},{"location":"examples/hyperparameter_tuning/#Hyperparameter-tuning","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"","category":"section"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"We will start this example by setting up a simple random walk experiment, and seeing the effect of the hyperparameter bias on the results.","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"First, import the packages we will need with:","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"using TensorBoardLogger, Logging\nusing Random","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"Next, we will create a function which runs the experiment and logs the results, include the hyperparameters stored in the config dictionary.","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"function run_experiment(id, config)\n logger = TBLogger(\"random_walk/run$id\", tb_append)\n\n # Specify all the metrics we want to track in a list\n metric_names = [\"scalar/position\"]\n write_hparams!(logger, config, metric_names)\n\n epochs = config[\"epochs\"]\n sigma = config[\"sigma\"]\n bias = config[\"bias\"]\n with_logger(logger) do\n x = 0.0\n for i in 1:epochs\n x += sigma * randn() + bias\n @info \"scalar\" position = x\n end\n end\n nothing\nend","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"Now we can write a script which runs an experiment over a set of parameter values.","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"id = 0\nfor bias in LinRange(-0.1, 0.1, 11)\n for epochs in [50, 100]\n config = Dict(\n \"bias\"=>bias,\n \"epochs\"=>epochs,\n \"sigma\"=>0.1\n )\n run_experiment(id, config)\n id += 1\n end\nend","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"Below is an example of the dashboard you get when you open Tensorboard with the command:","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"tensorboard --logdir=random_walk","category":"page"},{"location":"examples/hyperparameter_tuning/","page":"Hyperparameter tuning","title":"Hyperparameter tuning","text":"(Image: tuning plot)","category":"page"},{"location":"logging_details/#Introduction","page":"Introduction","title":"Introduction","text":"","category":"section"},{"location":"extending_behaviour/#Extending-TensorBoardLogger","page":"Extending","title":"Extending TensorBoardLogger","text":"","category":"section"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"It is possible to change TensorBoardLogger's behaviour when logging specific types. Internally, when an object o::T is logged to TensorBoard with the tag name, the function preprocess(name, val, objects) is called, with objects being an iterable collection of Pair{String,Any}.","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"The preprocess function is responsible for converting o to or more objects of simpler types, and pushing them with their tag to the objects collection.","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"At the end of this step, every pair in objects will be logged to a specific backend, according to the following rules:","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"::AbstractVector{<:Real} -> Histogram backend as a vector","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"::Real -> Scalar backend\n::AbstractArray{<:Colorant} -> Image backend\n::Any -> Text Backend","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"To achieve that, preprocess(name, o::T, obj) calls recursively into itself with simpler types. For example, complex numbers are converted to the real and imaginary part by the following function:","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"preprocess(name, val::Complex, data) = push!(data, name*\"/re\"=>real(val), name*\"/im\"=>imag(val))","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"To give an example, consider the following structure representing a quantity","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"struct LinkedQuantities\n name_1::String\n val_1\n name_2::String\n val_2\nend\n\ncost_fun = LinkedQuantities(\"Loss\", 0.5+0.1im, \"Loss_Variance\", 0.01+0.02im)","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"and consider that you want to log objects of this type so that it logs val_1 with the tag name_1 and val_2 with tag name_2. To achieve that, one defines","category":"page"},{"location":"extending_behaviour/","page":"Extending","title":"Extending","text":"function preprocess(name, val::LinkedQuantities, data)\n preprocess(val.name_1, val.val_1, data)\n preprocess(val.name_2, val.val_2, data)\nend","category":"page"},{"location":"custom_behaviour/#Specifying-a-backend","page":"Backends","title":"Specifying a backend","text":"","category":"section"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"By default TensorBoardLogger follows these rules to choose what backend a certain value is sent to:","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"::AbstractVector{<:Real} -> Histogram backend as a vector\n::StatsBase.Histogram -> Histogram backend","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"::Real -> Scalar backend\n::AbstractArray{<:Colorant} -> Image backend\n::Any -> Text Backend","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"In addition, structures are not logged to text, but rather all their fields are (recursively) dispatched according to the rules above.","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"If you want to override those defaults, or you wish to specify some additional details, you can wrap any object into one of the following wrappers:","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"TBText -> sends data to Text backend\nTBAudio, TBAudios -> sends data to audio backend\nTBHistogram, TBVector -> sends data to the Distributions backend, either as an histogram or as a vector\nTBImage, TBImages -> Sends data to the images backend","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"To use those overrides, you simply wrap your type. Some overrides require additional parameters. For example, to log a vector as text you can do the following:","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"@info \"mytag\" TBText([1,2,3])","category":"page"},{"location":"custom_behaviour/","page":"Backends","title":"Backends","text":"TBText\nTBHistogram\nTBVector\nTBAudio\nTBAudios\nTBImage\nTBImages","category":"page"},{"location":"custom_behaviour/#TensorBoardLogger.TBText","page":"Backends","title":"TensorBoardLogger.TBText","text":"TBText(data)\n\nForces data to be serialized as text to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBHistogram","page":"Backends","title":"TensorBoardLogger.TBHistogram","text":"TBHistogram(data)\n\nForces data to be serialized as an histogram to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBVector","page":"Backends","title":"TensorBoardLogger.TBVector","text":"TBVector(data)\n\nForces data to be serialized as a vector in the histogram backend of TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBAudio","page":"Backends","title":"TensorBoardLogger.TBAudio","text":"TBAudio(data, samplerate)\n\nForces data to be serialized as Audio to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBAudios","page":"Backends","title":"TensorBoardLogger.TBAudios","text":"TBAudios(data, samplerate)\n\nForces elements of Array data to be serialized as Audio to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBImage","page":"Backends","title":"TensorBoardLogger.TBImage","text":"TBImage(data, format)\n\nForces data to be serialized as an Image to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"custom_behaviour/#TensorBoardLogger.TBImages","page":"Backends","title":"TensorBoardLogger.TBImages","text":"TBImages(data, format)\n\nForces elements of Array data to be serialized as an Image to TensorBoard.\n\n\n\n\n\n","category":"type"},{"location":"explicit_interface/#Explicit-interface","page":"Explicit Interface","title":"Explicit interface","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"in addition to the standard logging interface, it is possible to log data to TensorBoard using the functions documented below. All the functions take as first argument a TBLogger object and as the second argument a String as the tag under which the data will be logged.","category":"page"},{"location":"explicit_interface/#Scalar-backend","page":"Explicit Interface","title":"Scalar backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_value","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_value","page":"Explicit Interface","title":"TensorBoardLogger.log_value","text":"log_value(logger, name, value; step=step(logger))\n\nLogs a floating-point variable with name name at step step. If value is a complex number, the real and imaginary part are logged separately.\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Distributions-backend","page":"Explicit Interface","title":"Distributions backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_histogram\nlog_vector","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_histogram","page":"Explicit Interface","title":"TensorBoardLogger.log_histogram","text":"log_histogram(logger, name, (bins,weights); step=step(logger))\n\nLogs a histogram under the tag name on given step. The histogram must be passed as a tuple holding the N+1 bin edges and the height of the N bins.\n\nYou can also pass the raw data, and a binning algorithm from StatsBase.jl will be used to bin the data.\n\n\n\n\n\nlog_histogram(logger, name, data::Vector; step=step(logger))\n\nBins the values found in data and logs them as an histogram under the tag name.\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#TensorBoardLogger.log_vector","page":"Explicit Interface","title":"TensorBoardLogger.log_vector","text":"log_vector(logger, name, data::Vector; step=step(logger))\n\nLogs the vector found in data as an histogram under the name name.\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Text-backend","page":"Explicit Interface","title":"Text backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_text","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_text","page":"Explicit Interface","title":"TensorBoardLogger.log_text","text":"log_text(logger::TBLogger, name::String, text::Any; step=step(logger))\n\nLogs text with name name at step step\n\ntext: If text is a 2-D or 3-D Array, it will be rendered as a table or a list. Any other data will be represented as string\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Images-backend","page":"Explicit Interface","title":"Images backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_image\nlog_images","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_image","page":"Explicit Interface","title":"TensorBoardLogger.log_image","text":"log_image(logger::TBLogger, name::AbstractString, imgArray::AbstractArray, format::ImageFormat; step=step(logger))\n\nLog an image using image data and format\n\nimgArray: image data. A 1-D, 2-D or 3-D Array of pixel values. pixel values can be Real [0, 1] or Integer[0, 255]\nformat: format of the image. It can be one of {L, LN, NL, CL, LC, NCL, NLC, CLN, LCN, HW, WH, HWC, WHC, CHW, CWH, HWN, WHN, NHW, NWH, HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}\nL: Length\nC: Channel/Color\nH: Height\nW: Width\nN: Observation\n\n\n\n\n\nlogimage(logger, name, obj; [step=currentstep])\n\nRenders the object to PNG and sends it to TensorBoard as an image with tag name. showable(\"image/png\", obj) must be true.\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#TensorBoardLogger.log_images","page":"Explicit Interface","title":"TensorBoardLogger.log_images","text":"log_images(logger::TBLogger, name::AbstractString, imgArrays::AbstractArray, format::ImageFormat; step=step(logger))\n\nLog multiple images using Array of images and format\n\nimgArrays: Array of images, e.g. Array{Array{Float64, 3}, 1}. Array of images can be multidimensional.\nformat: format which applies to each image in the Array of images. It can be one of {L, LN, NL, CL, LC, NCL, NLC, CLN, LCN, HW, WH, HWC, WHC, CHW, CWH, HWN, WHN, NHW, NWH, HWCN, WHCN, CHWN, CWHN, NHWC, NWHC, NCHW, NCWH}\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Audio-backend","page":"Explicit Interface","title":"Audio backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_audio\nlog_audios","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_audio","page":"Explicit Interface","title":"TensorBoardLogger.log_audio","text":"log_audio(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))\n\nLogs an audio clip with name name at step step\n\nsamples: Array of samples N*C where N = number of samples and C = number of channels\nsamplerate: Sampling rate or Sampling frequency: a Real value\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#TensorBoardLogger.log_audios","page":"Explicit Interface","title":"TensorBoardLogger.log_audios","text":"log_audios(logger::TBLogger, name::AbstractString, samples::AbstractArray, samplerate::Real; step=step(logger))\n\nLogs multiple audio clips at step step\n\nsamples: Array of audio clips which are Arrays of samples N*C where N = number of samples and C = number of channel\nsamplerate: Sampling rate or Sampling frequency: a Real value same for all clips\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Embeddings-backend","page":"Explicit Interface","title":"Embeddings backend","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_embeddings","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_embeddings","page":"Explicit Interface","title":"TensorBoardLogger.log_embeddings","text":"log_embeddings(logger::TBLogger, name::AbstractString, mat::AbstractMatrix; metadata, metadata_header, img_labels, step=step(logger))\n\nLog embedding data to tensorboard and visualize in 3-D or 2-D with PCA, t-SNE or UMAP.\n\nmat: 2-D Matrix of data, with rows representing the samples and columns representing the features\nmetadata: Array of labels for each sample. Each element across 1st dimenstion will be converted to string\nmetadata_header: 1-D Array. Useful when samples have multiple labels. size should be same as size of each row in metadata\nimg_labels: TBImages object representing image labels for each sample.\neach number of images (N) must be equal to number of samples in mat\neach image must be a square (H == W)\nthe value √N * W must be less than or equal to 8192 because of tensorboard restrictions.\n\n\n\n\n\n","category":"function"},{"location":"explicit_interface/#Custom-Scalars-plugin","page":"Explicit Interface","title":"Custom Scalars plugin","text":"","category":"section"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"See TensorBoard Custom Scalar page.","category":"page"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"For example, to combine in the same plot panel the two curves logged under tags \"Curve/1\" and \"Curve/2\" you can run once the command:","category":"page"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"layout = Dict(\"Cat\" => Dict(\"Curve\" => (tb_multiline, [\"Curve/1\", \"Curve/2\"])))\n\nlog_custom_scalar(lg, layout)\n","category":"page"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"See also the documentation below","category":"page"},{"location":"explicit_interface/","page":"Explicit Interface","title":"Explicit Interface","text":"log_custom_scalar","category":"page"},{"location":"explicit_interface/#TensorBoardLogger.log_custom_scalar","page":"Explicit Interface","title":"TensorBoardLogger.log_custom_scalar","text":"log_custom_scalar(logger, layout::AbstractDict; step = step(logger))\n\nGroups multiple scalars in the same plot to be visualized by the CUSTOMSCALARS plugin. Note that this function sets the metadata: the actual values must be logged separately with `logvalue` and referenced with the correct tag.\n\nThe layout argument is structured as follows:\n\nlayout = Dict(category => Dict(name => (chart_type, [tag1, tag2, ...])))\n\nwhere category is the main tag for the plot, name is the plot's name, chart_type is one between tb_multiline and tb_margin and the array of tags contains the actual references to the logged scalars.\n\n\n\n\n\n","category":"function"},{"location":"examples/flux/#Using-TensorBoard-with-[Flux](https://fluxml.ai)","page":"Flux.jl","title":"Using TensorBoard with Flux","text":"","category":"section"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"For a Google Colab version of this example, go here. The most important part of the example is the callback TBCallback which handles logging to TensorBoard.","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"note: Note\nThis example necessitates a GPU and it will run for a couple of minutes. You could simplify it but... well. I'm lazy.","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"using TensorBoardLogger\nusing Flux\nusing Logging\nusing MLDatasets: FashionMNIST\nusing Statistics\nusing CuArrays\n\n# Create tensorboard logger\nlogger = TBLogger(\"content/log\", tb_overwrite)\n\n# Load data\ntraindata, trainlabels = FashionMNIST.traindata();\ntestdata, testlabels = FashionMNIST.testdata();\ntrainsize = size(traindata, 3);\ntestsize = size(testdata, 3);\n\n# Log some images as samples (not needed)\nwith_logger(logger) do\n images = TBImage(traindata[:, :, 1:10], WHN)\n @info \"fmnist/samples\" pics = images log_step_increment=0\nend\n\n# Create a FFNN model\nmodel = Chain(\n x -> reshape(x, :, size(x, 4)),\n Dense(28^2, 32, relu),\n Dense(32, 10),\n softmax\n)\n\nloss(x, y) = Flux.crossentropy(model(x), y)\n\naccuracy(x, y) = mean(Flux.onecold(model(x) |> cpu) .== Flux.onecold(y |> cpu))\n\nopt = ADAM()\n\n# Load the training data\ntraindata = permutedims(reshape(traindata, (28, 28, 60000, 1)), (1, 2, 4, 3));\ntestdata = permutedims(reshape(testdata, (28, 28, 10000, 1)), (1, 2, 4, 3));\ntrainlabels = Flux.onehotbatch(trainlabels, collect(0:9));\ntestlabels = Flux.onehotbatch(testlabels, collect(0:9));\n\n# Function to get dictionary of model parameters\nfunction fill_param_dict!(dict, m, prefix)\n if m isa Chain\n for (i, layer) in enumerate(m.layers)\n fill_param_dict!(dict, layer, prefix*\"layer_\"*string(i)*\"/\"*string(layer)*\"/\")\n end\n else\n for fieldname in fieldnames(typeof(m))\n val = getfield(m, fieldname)\n if val isa AbstractArray\n val = vec(val)\n end\n dict[prefix*string(fieldname)] = val\n end\n end\nend\n\n# Callback to log information after every epoch\nfunction TBCallback()\n param_dict = Dict{String, Any}()\n fill_param_dict!(param_dict, model, \"\")\n with_logger(logger) do\n @info \"model\" params=param_dict log_step_increment=0\n @info \"train\" loss=loss(traindata, trainlabels) acc=accuracy(traindata, trainlabels) log_step_increment=0\n @info \"test\" loss=loss(testdata, testlabels) acc=accuracy(testdata, testlabels)\n end\nend\n\n# Create minibatches\nminibatches = []\nbatchsize = 100\nfor i in range(1, stop = trainsize÷batchsize)\n lbound = (i-1)*batchsize+1\n ubound = min(trainsize, i*batchsize)\n push!(minibatches, (traindata[:, :, :, lbound:ubound], trainlabels[:, lbound:ubound]))\nend\n\n# Move data and model to gpu\ntraindata = traindata |> gpu\ntestdata = testdata |> gpu\ntrainlabels = trainlabels |> gpu\ntestlabels = testlabels |> gpu\nmodel = model |> gpu\nminibatches = minibatches |> gpu\n\n# Train\n@Flux.epochs 15 Flux.train!(loss, params(model), minibatches, opt, cb = Flux.throttle(TBCallback, 5))","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"The resulting TensorBoard interface will be:","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"tensorboard --logdir content","category":"page"},{"location":"examples/flux/","page":"Flux.jl","title":"Flux.jl","text":"(Image: flux1_plot) (Image: flux2_plot)","category":"page"},{"location":"examples/optim/#Using-TensorBoard-with-[Optim](https://github.com/JuliaNLSolvers/Optim.jl)","page":"Optim.jl","title":"Using TensorBoard with Optim","text":"","category":"section"},{"location":"examples/optim/","page":"Optim.jl","title":"Optim.jl","text":"using TensorBoardLogger\nusing Optim\nusing Logging\n\n# Returns a closure over a logger, that takes a Optim trace as input\nfunction make_tensorboardlogger_callback(dir=\"logs\")\n logger = TBLogger(dir)\n\n function callback(opt_state:: Optim.OptimizationState)\n with_logger(logger) do\n @info \"\" opt_step = opt_state.iteration function_value=opt_state.value gradient_norm=opt_state.g_norm\n end\n return false # do not terminate optimisation\n end\n callback(trace::Optim.OptimizationTrace) = callback(last(trace))\n return callback\nend\n\n\nrosenbrock(x) = (1.0 - x[1])^2 + 100.0 * (x[2] - x[1]^2)^2\nresult = optimize(rosenbrock, zeros(2), BFGS(), Optim.Options(callback=make_tensorboardlogger_callback()))","category":"page"},{"location":"examples/optim/","page":"Optim.jl","title":"Optim.jl","text":"(Image: optim_plot)","category":"page"},{"location":"#TensorBoardLogger.jl","page":"Home","title":"TensorBoardLogger.jl","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Log data to TensorBoard from Julia","category":"page"},{"location":"","page":"Home","title":"Home","text":"TensorBoard is an interactive dashboard that can be used to visualize data generated from your programs. TensorBoardLogger is a Julia package that allows you to log data to TensorBoard through the standard Julia Logging system.","category":"page"},{"location":"#Installation","page":"Home","title":"Installation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To install this Julia package run the following command in the julia REPL:","category":"page"},{"location":"","page":"Home","title":"Home","text":"] add TensorBoardLogger","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Note\nIf you need to log audio files, you must also install WAV. If you need to log Images, you must also install ImageMagick (on MacOS, you will also need QuartzImageIO). You only need to install those dependencies, and you will never need to load them.] add ImageMagick","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Note\nTensorBoardLogger only contains code to serialize data to TensorBoard. To run the TensorBoard interface, you should install it and run it. The easiest way to install it is to install TensorFlow. Instructions for running TensorBoard can be found on the GitHub page.","category":"page"},{"location":"#Basic-Usage","page":"Home","title":"Basic Usage","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = TensorBoardLogger","category":"page"},{"location":"","page":"Home","title":"Home","text":"The fundamental type defined in this package is a TBLogger, which behaves like other standard loggers in Julia such as ConsoleLogger or TextLogger. You can create one by passing it the path to the folder where you want to store the data. You can also pass an optional second argument to specify the behaviour in case there given path exists.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Once you have created a TBLogger, you can use it as you would use any other logger in Julia:","category":"page"},{"location":"","page":"Home","title":"Home","text":"You can set it to be your global logger with the function global_logger\nYou can set it to be the current logger in a scope with the function with_logger\nYou can combine it with other Loggers using LoggingExtras.jl, so that messages are logged to TensorBoard and to other backends at the same time.","category":"page"},{"location":"","page":"Home","title":"Home","text":"Every TBLogger has an internal counter to store the current step, which is initially set to 1. All the data logged with the same @log call will be logged with the same step, and then it will increment the internal counter by 1.","category":"page"},{"location":"","page":"Home","title":"Home","text":"If you want to increase the counter by a different amount, or prevent it from increasing, you can log the additional message log_step_increment=N. The default behaviour corresponds to N=1. If you set N=0 the internal counter will not be modified. The defaul behaviour for logger lg can be changed executing set_step_increment!(lg, N).","category":"page"},{"location":"","page":"Home","title":"Home","text":"See the example below:","category":"page"},{"location":"","page":"Home","title":"Home","text":"using TensorBoardLogger, Logging, Random\n\nlg=TBLogger(\"tensorboard_logs/run\", min_level=Logging.Info)\n\nstruct sample_struct first_field; other_field; end\n\nwith_logger(lg) do\n for i=1:100\n x0 = 0.5+i/30; s0 = 0.5/(i/20);\n edges = collect(-5:0.1:5)\n centers = collect(edges[1:end-1] .+0.05)\n histvals = [exp(-((c-x0)/s0)^2) for c=centers]\n data_tuple = (edges, histvals)\n data_struct = sample_struct(i^2, i^1.5-0.3*i)\n\n\n @info \"test\" i=i j=i^2 dd=rand(10).+0.1*i hh=data_tuple\n @info \"test_2\" i=i j=2^i hh=data_tuple log_step_increment=0\n @info \"\" my_weird_struct=data_struct log_step_increment=0\n @debug \"debug_msg\" this_wont_show_up=i\n end\nend","category":"page"},{"location":"#Backends","page":"Home","title":"Backends","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"TensorBoardLogger supports five backends: - Scalars - Distributions - Images - Audio - Text/Markdown","category":"page"},{"location":"","page":"Home","title":"Home","text":"When you log data to tensorboard, it is processed to convert it to the format used by TensorBoard. In particular, fields in structures are logged individually and complex numbers/arrays are split into their real and imaginary parts. Depending on its type, an object is serialized to the relevant backend, with the text backend being the default fallback.","category":"page"},{"location":"","page":"Home","title":"Home","text":"For more detailed informations on how data is dispatched to a certain backend, and how to specify a desired backend refer to Specifying a backend.","category":"page"},{"location":"","page":"Home","title":"Home","text":"If you want to define a new default behaviour for a custom type refer to section Extending TensorBoardLogger.","category":"page"},{"location":"#Deserialization","page":"Home","title":"Deserialization","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"If you want to read back the data stored in TensorBoard/.proto files, have a look at Reading back TensorBoard data","category":"page"},{"location":"#Third-party-packages","page":"Home","title":"Third-party packages","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"We also support logging custom types from a the following third-party libraries:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Plots.jl: the Plots.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image\nPyPlot.jl: the PyPlot.Figure type will be rendered to PNG at the resolution specified by the object and logged as an image\nGadfly.jl: the Gadfly.Plot type will be rendered to PNG at the resolution specified by the object and logged as an image. Cairo and Fontconfig packages must be imported for this functionality to work as it is required by Gadfly.\nTracker.jl: the TrackedReal and TrackedArray types will be logged as vector data\nValueHistories.jl: the MVHistory type is used to store the deserialized content of .proto files.","category":"page"},{"location":"#Explicit-logging","page":"Home","title":"Explicit logging","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"As an alternative, you can also log data to TensorBoard through its functional interface, by calling the relevant method with a tag string and the data. For information on this interface refer to Explicit interface.","category":"page"},{"location":"#Hyperparameter-tuning","page":"Home","title":"Hyperparameter tuning","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Many experiments rely on hyperparameters, which can be difficult to tune. Tensorboard allows you to visualise the effect of your hyperparameters on your metrics, giving you an intuition for the correct hyperparameters for your task. For information on this API, see the Hyperparameter logging manual page.","category":"page"},{"location":"#Other-exported-methods","page":"Home","title":"Other exported methods","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"For documentation on other exported methods, see the Exported manual page.","category":"page"}] }