diff --git a/_modules/index.html b/_modules/index.html index ceda27c..919441b 100644 --- a/_modules/index.html +++ b/_modules/index.html @@ -4,11 +4,11 @@ - + Overview: module code - mkl_random 1.2.5 documentation - - + + @@ -68,7 +68,7 @@ Light mode + stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun"> @@ -83,7 +83,7 @@ Dark mode + stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon"> @@ -91,7 +91,7 @@ Auto light/dark mode + stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow"> @@ -101,6 +101,60 @@ + + Auto light/dark, in light mode + + + + + + + + + + + + + + + Auto light/dark, in dark mode + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -112,6 +166,8 @@ + +
@@ -129,7 +185,8 @@
@@ -195,7 +252,8 @@
@@ -205,7 +263,7 @@
-
+

All modules for which code is available

@@ -241,9 +299,9 @@

All modules for which code is available

- + - - + + \ No newline at end of file diff --git a/_sphinx_design_static/design-tabs.js b/_sphinx_design_static/design-tabs.js index 36b38cf..b25bd6a 100644 --- a/_sphinx_design_static/design-tabs.js +++ b/_sphinx_design_static/design-tabs.js @@ -1,27 +1,101 @@ -var sd_labels_by_text = {}; +// @ts-check +// Extra JS capability for selected tabs to be synced +// The selection is stored in local storage so that it persists across page loads. + +/** + * @type {Record} + */ +let sd_id_to_elements = {}; +const storageKeyPrefix = "sphinx-design-tab-id-"; + +/** + * Create a key for a tab element. + * @param {HTMLElement} el - The tab element. + * @returns {[string, string, string] | null} - The key. + * + */ +function create_key(el) { + let syncId = el.getAttribute("data-sync-id"); + let syncGroup = el.getAttribute("data-sync-group"); + if (!syncId || !syncGroup) return null; + return [syncGroup, syncId, syncGroup + "--" + syncId]; +} + +/** + * Initialize the tab selection. + * + */ function ready() { - const li = document.getElementsByClassName("sd-tab-label"); - for (const label of li) { - syncId = label.getAttribute("data-sync-id"); - if (syncId) { - label.onclick = onLabelClick; - if (!sd_labels_by_text[syncId]) { - sd_labels_by_text[syncId] = []; + // Find all tabs with sync data + + /** @type {string[]} */ + let groups = []; + + document.querySelectorAll(".sd-tab-label").forEach((label) => { + if (label instanceof HTMLElement) { + let data = create_key(label); + if (data) { + let [group, id, key] = data; + + // add click event listener + // @ts-ignore + label.onclick = onSDLabelClick; + + // store map of key to elements + if (!sd_id_to_elements[key]) { + sd_id_to_elements[key] = []; + } + sd_id_to_elements[key].push(label); + + if (groups.indexOf(group) === -1) { + groups.push(group); + // Check if a specific tab has been selected via URL parameter + const tabParam = new URLSearchParams(window.location.search).get( + group + ); + if (tabParam) { + console.log( + "sphinx-design: Selecting tab id for group '" + + group + + "' from URL parameter: " + + tabParam + ); + window.sessionStorage.setItem(storageKeyPrefix + group, tabParam); + } + } + + // Check is a specific tab has been selected previously + let previousId = window.sessionStorage.getItem( + storageKeyPrefix + group + ); + if (previousId === id) { + // console.log( + // "sphinx-design: Selecting tab from session storage: " + id + // ); + // @ts-ignore + label.previousElementSibling.checked = true; + } } - sd_labels_by_text[syncId].push(label); } - } + }); } -function onLabelClick() { - // Activate other inputs with the same sync id. - syncId = this.getAttribute("data-sync-id"); - for (label of sd_labels_by_text[syncId]) { +/** + * Activate other tabs with the same sync id. + * + * @this {HTMLElement} - The element that was clicked. + */ +function onSDLabelClick() { + let data = create_key(this); + if (!data) return; + let [group, id, key] = data; + for (const label of sd_id_to_elements[key]) { if (label === this) continue; + // @ts-ignore label.previousElementSibling.checked = true; } - window.localStorage.setItem("sphinx-design-last-tab", syncId); + window.sessionStorage.setItem(storageKeyPrefix + group, id); } document.addEventListener("DOMContentLoaded", ready, false); diff --git a/_sphinx_design_static/sphinx-design.min.css b/_sphinx_design_static/sphinx-design.min.css new file mode 100644 index 0000000..a325746 --- /dev/null +++ b/_sphinx_design_static/sphinx-design.min.css @@ -0,0 +1 @@ +.sd-bg-primary{background-color:var(--sd-color-primary) !important}.sd-bg-text-primary{color:var(--sd-color-primary-text) !important}button.sd-bg-primary:focus,button.sd-bg-primary:hover{background-color:var(--sd-color-primary-highlight) !important}a.sd-bg-primary:focus,a.sd-bg-primary:hover{background-color:var(--sd-color-primary-highlight) !important}.sd-bg-secondary{background-color:var(--sd-color-secondary) 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Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/_static/design-tabs.js b/_static/design-tabs.js index 36b38cf..b25bd6a 100644 --- a/_static/design-tabs.js +++ b/_static/design-tabs.js @@ -1,27 +1,101 @@ -var sd_labels_by_text = {}; +// @ts-check +// Extra JS capability for selected tabs to be synced +// The selection is stored in local storage so that it persists across page loads. + +/** + * @type {Record} + */ +let sd_id_to_elements = {}; +const storageKeyPrefix = "sphinx-design-tab-id-"; + +/** + * Create a key for a tab element. + * @param {HTMLElement} el - The tab element. + * @returns {[string, string, string] | null} - The key. + * + */ +function create_key(el) { + let syncId = el.getAttribute("data-sync-id"); + let syncGroup = el.getAttribute("data-sync-group"); + if (!syncId || !syncGroup) return null; + return [syncGroup, syncId, syncGroup + "--" + syncId]; +} + +/** + * Initialize the tab selection. + * + */ function ready() { - const li = document.getElementsByClassName("sd-tab-label"); - for (const label of li) { - syncId = label.getAttribute("data-sync-id"); - if (syncId) { - label.onclick = onLabelClick; - if (!sd_labels_by_text[syncId]) { - sd_labels_by_text[syncId] = []; + // Find all tabs with sync data + + /** @type {string[]} */ + let groups = []; + + document.querySelectorAll(".sd-tab-label").forEach((label) => { + if (label instanceof HTMLElement) { + let data = create_key(label); + if (data) { + let [group, id, key] = data; + + // add click event listener + // @ts-ignore + label.onclick = onSDLabelClick; + + // store map of key to elements + if (!sd_id_to_elements[key]) { + sd_id_to_elements[key] = []; + } + sd_id_to_elements[key].push(label); + + if (groups.indexOf(group) === -1) { + groups.push(group); + // Check if a specific tab has been selected via URL parameter + const tabParam = new URLSearchParams(window.location.search).get( + group + ); + if (tabParam) { + console.log( + "sphinx-design: Selecting tab id for group '" + + group + + "' from URL parameter: " + + tabParam + ); + window.sessionStorage.setItem(storageKeyPrefix + group, tabParam); + } + } + + // Check is a specific tab has been selected previously + let previousId = window.sessionStorage.getItem( + storageKeyPrefix + group + ); + if (previousId === id) { + // console.log( + // "sphinx-design: Selecting tab from session storage: " + id + // ); + // @ts-ignore + label.previousElementSibling.checked = true; + } } - sd_labels_by_text[syncId].push(label); } - } + }); } -function onLabelClick() { - // Activate other inputs with the same sync id. - syncId = this.getAttribute("data-sync-id"); - for (label of sd_labels_by_text[syncId]) { +/** + * Activate other tabs with the same sync id. + * + * @this {HTMLElement} - The element that was clicked. + */ +function onSDLabelClick() { + let data = create_key(this); + if (!data) return; + let [group, id, key] = data; + for (const label of sd_id_to_elements[key]) { if (label === this) continue; + // @ts-ignore label.previousElementSibling.checked = true; } - window.localStorage.setItem("sphinx-design-last-tab", syncId); + window.sessionStorage.setItem(storageKeyPrefix + group, id); } document.addEventListener("DOMContentLoaded", ready, false); diff --git a/_static/doctools.js b/_static/doctools.js index d06a71d..4d67807 100644 --- a/_static/doctools.js +++ b/_static/doctools.js @@ -4,7 +4,7 @@ * * Base JavaScript utilities for all Sphinx HTML documentation. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/_static/language_data.js b/_static/language_data.js index 250f566..367b8ed 100644 --- a/_static/language_data.js +++ b/_static/language_data.js @@ -5,7 +5,7 @@ * This script contains the language-specific data used by searchtools.js, * namely the list of stopwords, stemmer, scorer and splitter. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -13,7 +13,7 @@ var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; -/* Non-minified version is copied as a separate JS file, is available */ +/* Non-minified version is copied as a separate JS file, if available */ /** * Porter Stemmer diff --git a/_static/pygments.css b/_static/pygments.css index c2e07c7..02b4b12 100644 --- a/_static/pygments.css +++ b/_static/pygments.css @@ -106,17 +106,17 @@ body[data-theme="dark"] .highlight .cp { color: #ff3a3a; font-weight: bold } /* body[data-theme="dark"] .highlight .cpf { color: #ababab; font-style: italic } /* Comment.PreprocFile */ body[data-theme="dark"] .highlight .c1 { color: #ababab; font-style: italic } /* Comment.Single */ body[data-theme="dark"] .highlight .cs { color: #e50808; font-weight: bold; background-color: #520000 } /* Comment.Special */ -body[data-theme="dark"] .highlight .gd { color: #d22323 } /* Generic.Deleted */ +body[data-theme="dark"] .highlight .gd { color: #ff3a3a } /* Generic.Deleted */ body[data-theme="dark"] .highlight .ge { color: #d0d0d0; font-style: italic } /* Generic.Emph */ body[data-theme="dark"] .highlight .ges { color: #d0d0d0; font-weight: bold; font-style: italic } /* Generic.EmphStrong */ -body[data-theme="dark"] .highlight .gr { color: #d22323 } /* Generic.Error */ +body[data-theme="dark"] .highlight .gr { color: #ff3a3a } /* Generic.Error */ body[data-theme="dark"] .highlight .gh { color: #ffffff; font-weight: bold } /* Generic.Heading */ body[data-theme="dark"] .highlight .gi { color: #589819 } /* Generic.Inserted */ body[data-theme="dark"] .highlight .go { color: #cccccc } /* Generic.Output */ body[data-theme="dark"] .highlight .gp { color: #aaaaaa } /* Generic.Prompt */ body[data-theme="dark"] .highlight .gs { color: #d0d0d0; font-weight: bold } /* Generic.Strong */ body[data-theme="dark"] .highlight .gu { color: #ffffff; text-decoration: underline } /* Generic.Subheading */ -body[data-theme="dark"] .highlight .gt { color: #d22323 } /* Generic.Traceback */ +body[data-theme="dark"] .highlight .gt { color: #ff3a3a } /* Generic.Traceback */ body[data-theme="dark"] .highlight .kc { color: #6ebf26; font-weight: bold } /* Keyword.Constant */ body[data-theme="dark"] .highlight .kd { color: #6ebf26; font-weight: bold } /* Keyword.Declaration */ body[data-theme="dark"] .highlight .kn { color: #6ebf26; font-weight: bold } /* Keyword.Namespace */ @@ -192,17 +192,17 @@ body:not([data-theme="light"]) .highlight .cp { color: #ff3a3a; font-weight: bol body:not([data-theme="light"]) 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Generic.Heading */ body:not([data-theme="light"]) .highlight .gi { color: #589819 } /* Generic.Inserted */ body:not([data-theme="light"]) .highlight .go { color: #cccccc } /* Generic.Output */ body:not([data-theme="light"]) .highlight .gp { color: #aaaaaa } /* Generic.Prompt */ body:not([data-theme="light"]) .highlight .gs { color: #d0d0d0; font-weight: bold } /* Generic.Strong */ body:not([data-theme="light"]) .highlight .gu { color: #ffffff; text-decoration: underline } /* Generic.Subheading */ -body:not([data-theme="light"]) .highlight .gt { color: #d22323 } /* Generic.Traceback */ +body:not([data-theme="light"]) .highlight .gt { color: #ff3a3a } /* Generic.Traceback */ body:not([data-theme="light"]) .highlight .kc { color: #6ebf26; font-weight: bold } /* Keyword.Constant */ body:not([data-theme="light"]) .highlight .kd { color: #6ebf26; font-weight: bold } /* Keyword.Declaration */ body:not([data-theme="light"]) .highlight .kn { color: #6ebf26; font-weight: bold } /* 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false,\n nestedClass: \"active\",\n\n // Offset & reflow\n offset: 0,\n reflow: false,\n\n // Event support\n events: true,\n };\n\n //\n // Methods\n //\n\n /**\n * Merge two or more objects together.\n * @param {Object} objects The objects to merge together\n * @returns {Object} Merged values of defaults and options\n */\n var extend = function () {\n var merged = {};\n Array.prototype.forEach.call(arguments, function (obj) {\n for (var key in obj) {\n if (!obj.hasOwnProperty(key)) return;\n merged[key] = obj[key];\n }\n });\n return merged;\n };\n\n /**\n * Emit a custom event\n * @param {String} type The event type\n * @param {Node} elem The element to attach the event to\n * @param {Object} detail Any details to pass along with the event\n */\n var emitEvent = function (type, elem, detail) {\n // Make sure events are enabled\n if (!detail.settings.events) return;\n\n // Create a new event\n var event = new CustomEvent(type, {\n bubbles: true,\n cancelable: true,\n detail: detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the 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emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n 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detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the calculations\n */\n var getOffset = function (settings) {\n // if the offset is a function run it\n if (typeof settings.offset === \"function\") {\n return parseFloat(settings.offset());\n }\n\n // Otherwise, return it as-is\n return parseFloat(settings.offset);\n };\n\n /**\n * Get the document element's height\n * @private\n * @returns {Number}\n */\n var getDocumentHeight = function () {\n return Math.max(\n document.body.scrollHeight,\n document.documentElement.scrollHeight,\n document.body.offsetHeight,\n document.documentElement.offsetHeight,\n document.body.clientHeight,\n document.documentElement.clientHeight,\n );\n };\n\n /**\n * Determine if an element is in view\n * @param {Node} elem The element\n * @param {Object} settings The settings for this instantiation\n * @param {Boolean} bottom If true, check if element is above bottom of viewport instead\n * @return {Boolean} Returns true if element is in the viewport\n */\n var isInView = function (elem, settings, bottom) {\n var bounds = elem.getBoundingClientRect();\n var offset = getOffset(settings);\n if (bottom) {\n return (\n parseInt(bounds.bottom, 10) <\n (window.innerHeight || document.documentElement.clientHeight)\n );\n }\n return parseInt(bounds.top, 10) <= offset;\n };\n\n /**\n * Check if at the bottom of the viewport\n * @return {Boolean} If true, page is at the bottom of the viewport\n */\n var isAtBottom = function () {\n if (\n Math.ceil(window.innerHeight + window.pageYOffset) >=\n getDocumentHeight()\n )\n return true;\n return false;\n };\n\n /**\n * Check if the last item should be used (even if not at the top of the page)\n * @param {Object} item The last item\n * @param {Object} settings The settings for this instantiation\n * @return {Boolean} If true, use the last item\n */\n var useLastItem = function (item, settings) {\n if (isAtBottom() && isInView(item.content, settings, true)) return true;\n return false;\n };\n\n /**\n * Get the active content\n * @param {Array} contents The content areas\n * @param {Object} settings The settings for this instantiation\n * @return {Object} The content area and matching navigation link\n */\n var getActive = function (contents, settings) {\n var last = contents[contents.length - 1];\n if (useLastItem(last, settings)) return last;\n for (var i = contents.length - 1; i >= 0; i--) {\n if (isInView(contents[i].content, settings)) return contents[i];\n }\n };\n\n /**\n * Deactivate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var deactivateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested || !nav.parentNode) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Remove the active class\n li.classList.remove(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n deactivateNested(li, settings);\n };\n\n /**\n * Deactivate a nav and content area\n * @param {Object} items The nav item and content to deactivate\n * @param {Object} settings The settings for this instantiation\n */\n var deactivate = function (items, settings) {\n // Make sure there are items to deactivate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Remove the active class from the nav and content\n li.classList.remove(settings.navClass);\n items.content.classList.remove(settings.contentClass);\n\n // Deactivate any parent navs in a nested navigation\n deactivateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeDeactivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Activate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var activateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Add the active class\n li.classList.add(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n activateNested(li, settings);\n };\n\n /**\n * Activate a nav and content area\n * @param {Object} items The nav item and content to activate\n * @param {Object} settings The settings for this instantiation\n */\n var activate = function (items, settings) {\n // Make sure there are items to activate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Add the active class to the nav and content\n li.classList.add(settings.navClass);\n items.content.classList.add(settings.contentClass);\n\n // Activate any parent navs in a nested navigation\n activateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n contents.push({\n nav: item,\n content: content,\n });\n });\n\n // Sort contents by the order they appear in the DOM\n sortContents(contents);\n };\n\n /**\n * Detect which content is currently active\n */\n publicAPIs.detect = function () {\n // Get the active content\n var active = getActive(contents, settings);\n\n // if there's no active content, deactivate and bail\n if (!active) {\n if (current) {\n deactivate(current, settings);\n current = null;\n }\n return;\n }\n\n // If the active content is the one currently active, do nothing\n if (current && active.content === current.content) return;\n\n // Deactivate the current content and activate the new content\n deactivate(current, settings);\n activate(active, settings);\n\n // Update the currently active content\n current = active;\n };\n\n /**\n * Detect the active content on scroll\n * Debounced for performance\n */\n var scrollHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(publicAPIs.detect);\n };\n\n /**\n * Update content sorting on resize\n * Debounced for performance\n */\n var resizeHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(function () {\n sortContents(contents);\n publicAPIs.detect();\n });\n };\n\n /**\n * Destroy the current instantiation\n */\n publicAPIs.destroy = function () {\n // Undo DOM changes\n if (current) {\n deactivate(current, settings);\n }\n\n // Remove event listeners\n window.removeEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.removeEventListener(\"resize\", resizeHandler, false);\n }\n\n // Reset variables\n contents = null;\n navItems = null;\n current = null;\n timeout = null;\n settings = null;\n };\n\n /**\n * Initialize the current instantiation\n */\n var init = function () {\n // Merge user options into defaults\n settings = extend(defaults, options || {});\n\n // Setup variables based on the current DOM\n publicAPIs.setup();\n\n // Find the currently active content\n publicAPIs.detect();\n\n // Setup event listeners\n window.addEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.addEventListener(\"resize\", resizeHandler, false);\n }\n };\n\n //\n // Initialize and return the public APIs\n //\n\n init();\n return publicAPIs;\n };\n\n //\n // Return the Constructor\n //\n\n return Constructor;\n },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// getDefaultExport function for compatibility with non-harmony modules\n__webpack_require__.n = (module) => {\n\tvar getter = module && module.__esModule ?\n\t\t() => (module['default']) :\n\t\t() => (module);\n\t__webpack_require__.d(getter, { a: getter });\n\treturn getter;\n};","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.g = (function() {\n\tif (typeof globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader() {\n if (Math.floor(header.getBoundingClientRect().top) == 0) {\n header.classList.add(\"scrolled\");\n } else {\n header.classList.remove(\"scrolled\");\n }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n if (positionY < GO_TO_TOP_OFFSET) {\n document.documentElement.classList.remove(\"show-back-to-top\");\n } else {\n if (positionY < lastScrollTop) {\n document.documentElement.classList.add(\"show-back-to-top\");\n } else if (positionY > lastScrollTop) {\n document.documentElement.classList.remove(\"show-back-to-top\");\n }\n }\n lastScrollTop = positionY;\n}\n\nfunction scrollHandlerForTOC(positionY) {\n if (tocScroll === null) {\n return;\n }\n\n // top of page.\n if (positionY == 0) {\n tocScroll.scrollTo(0, 0);\n } else if (\n // bottom of page.\n Math.ceil(positionY) >=\n Math.floor(document.documentElement.scrollHeight - window.innerHeight)\n ) {\n tocScroll.scrollTo(0, tocScroll.scrollHeight);\n } else {\n // somewhere in the middle.\n const current = document.querySelector(\".scroll-current\");\n if (current == null) {\n return;\n }\n\n // https://github.com/pypa/pip/issues/9159 This breaks scroll behaviours.\n // // scroll the currently \"active\" heading in toc, into view.\n // const rect = current.getBoundingClientRect();\n // if (0 > rect.top) {\n // current.scrollIntoView(true); // the argument is \"alignTop\"\n // } else if (rect.bottom > window.innerHeight) {\n // current.scrollIntoView(false);\n // }\n }\n}\n\nfunction scrollHandler(positionY) {\n scrollHandlerForHeader();\n scrollHandlerForBackToTop(positionY);\n scrollHandlerForTOC(positionY);\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Theme Toggle\n////////////////////////////////////////////////////////////////////////////////\nfunction setTheme(mode) {\n if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n mode = \"auto\";\n }\n\n document.body.dataset.theme = mode;\n localStorage.setItem(\"theme\", mode);\n console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n if (prefersDark) {\n // Auto (dark) -> Light -> Dark\n if (currentTheme === \"auto\") {\n setTheme(\"light\");\n } else if (currentTheme == \"light\") {\n setTheme(\"dark\");\n } else {\n setTheme(\"auto\");\n }\n } else {\n // Auto (light) -> Dark -> Light\n if (currentTheme === \"auto\") {\n setTheme(\"dark\");\n } else if (currentTheme == \"dark\") {\n setTheme(\"light\");\n } else {\n setTheme(\"auto\");\n }\n }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n // Taken from https://developer.mozilla.org/en-US/docs/Web/API/Document/scroll_event\n let last_known_scroll_position = 0;\n let ticking = false;\n\n window.addEventListener(\"scroll\", function (e) {\n last_known_scroll_position = window.scrollY;\n\n if (!ticking) {\n window.requestAnimationFrame(function () {\n scrollHandler(last_known_scroll_position);\n ticking = false;\n });\n\n ticking = true;\n }\n });\n window.scroll();\n}\n\nfunction setupScrollSpy() {\n if (tocScroll === null) {\n return;\n }\n\n // Scrollspy -- highlight table on contents, based on scroll\n new Gumshoe(\".toc-tree a\", {\n reflow: true,\n recursive: true,\n navClass: \"scroll-current\",\n offset: () => {\n let rem = parseFloat(getComputedStyle(document.documentElement).fontSize);\n return header.getBoundingClientRect().height + 2.5 * rem + 1;\n },\n });\n}\n\nfunction setupTheme() {\n // Attach event handlers for toggling themes\n const buttons = document.getElementsByClassName(\"theme-toggle\");\n Array.from(buttons).forEach((btn) => {\n btn.addEventListener(\"click\", cycleThemeOnce);\n });\n}\n\nfunction setup() {\n setupTheme();\n setupScrollHandler();\n setupScrollSpy();\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Main entrypoint\n////////////////////////////////////////////////////////////////////////////////\nfunction main() {\n document.body.parentNode.classList.remove(\"no-js\");\n\n header = document.querySelector(\"header\");\n tocScroll = document.querySelector(\".toc-scroll\");\n\n setup();\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", main);\n"],"names":["root","g","window","this","defaults","navClass","contentClass","nested","nestedClass","offset","reflow","events","emitEvent","type","elem","detail","settings","event","CustomEvent","bubbles","cancelable","dispatchEvent","getOffsetTop","location","offsetParent","offsetTop","sortContents","contents","sort","item1","item2","content","isInView","bottom","bounds","getBoundingClientRect","parseFloat","getOffset","parseInt","innerHeight","document","documentElement","clientHeight","top","isAtBottom","Math","ceil","pageYOffset","max","body","scrollHeight","offsetHeight","getActive","last","length","item","useLastItem","i","deactivateNested","nav","parentNode","li","closest","classList","remove","deactivate","items","link","activateNested","add","selector","options","navItems","current","timeout","publicAPIs","querySelectorAll","Array","prototype","forEach","call","getElementById","decodeURIComponent","hash","substr","push","active","activate","scrollHandler","cancelAnimationFrame","requestAnimationFrame","detect","resizeHandler","destroy","removeEventListener","merged","arguments","obj","key","hasOwnProperty","extend","setup","addEventListener","factory","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","undefined","exports","module","__webpack_modules__","n","getter","__esModule","d","a","definition","o","Object","defineProperty","enumerable","get","globalThis","Function","e","prop","tocScroll","header","lastScrollTop","scrollTop","GO_TO_TOP_OFFSET","cycleThemeOnce","currentTheme","localStorage","getItem","mode","matchMedia","matches","console","error","dataset","theme","setItem","log","buttons","getElementsByClassName","from","btn","setupTheme","last_known_scroll_position","ticking","scrollY","positionY","floor","scrollHandlerForBackToTop","scrollTo","querySelector","scrollHandlerForTOC","scroll","setupScrollHandler","recursive","rem","getComputedStyle","fontSize","height"],"sourceRoot":""} \ No newline at end of file diff --git a/_static/searchtools.js b/_static/searchtools.js index 7918c3f..92da3f8 100644 --- a/_static/searchtools.js +++ b/_static/searchtools.js @@ -4,7 +4,7 @@ * * Sphinx JavaScript utilities for the full-text search. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -99,7 +99,7 @@ const _displayItem = (item, searchTerms, highlightTerms) => { .then((data) => { if (data) listItem.appendChild( - Search.makeSearchSummary(data, searchTerms) + Search.makeSearchSummary(data, searchTerms, anchor) ); // highlight search terms in the summary if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js @@ -116,8 +116,8 @@ const _finishSearch = (resultCount) => { ); else Search.status.innerText = _( - `Search finished, found ${resultCount} page(s) matching the search query.` - ); + "Search finished, found ${resultCount} page(s) matching the search query." + ).replace('${resultCount}', resultCount); }; const _displayNextItem = ( results, @@ -137,6 +137,22 @@ const _displayNextItem = ( // search finished, update title and status message else _finishSearch(resultCount); }; +// Helper function used by query() to order search results. +// Each input is an array of [docname, title, anchor, descr, score, filename]. +// Order the results by score (in opposite order of appearance, since the +// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically. +const _orderResultsByScoreThenName = (a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; +}; /** * Default splitQuery function. Can be overridden in ``sphinx.search`` with a @@ -160,13 +176,26 @@ const Search = { _queued_query: null, _pulse_status: -1, - htmlToText: (htmlString) => { + htmlToText: (htmlString, anchor) => { const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); - htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + for (const removalQuery of [".headerlinks", "script", "style"]) { + htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() }); + } + if (anchor) { + const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`); + if (anchorContent) return anchorContent.textContent; + + console.warn( + `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.` + ); + } + + // if anchor not specified or not found, fall back to main content const docContent = htmlElement.querySelector('[role="main"]'); - if (docContent !== undefined) return docContent.textContent; + if (docContent) return docContent.textContent; + console.warn( - "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template." ); return ""; }, @@ -239,16 +268,7 @@ const Search = { else Search.deferQuery(query); }, - /** - * execute search (requires search index to be loaded) - */ - query: (query) => { - const filenames = Search._index.filenames; - const docNames = Search._index.docnames; - const titles = Search._index.titles; - const allTitles = Search._index.alltitles; - const indexEntries = Search._index.indexentries; - + _parseQuery: (query) => { // stem the search terms and add them to the correct list const stemmer = new Stemmer(); const searchTerms = new Set(); @@ -284,16 +304,32 @@ const Search = { // console.info("required: ", [...searchTerms]); // console.info("excluded: ", [...excludedTerms]); - // array of [docname, title, anchor, descr, score, filename] - let results = []; + return [query, searchTerms, excludedTerms, highlightTerms, objectTerms]; + }, + + /** + * execute search (requires search index to be loaded) + */ + _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // Collect multiple result groups to be sorted separately and then ordered. + // Each is an array of [docname, title, anchor, descr, score, filename]. + const normalResults = []; + const nonMainIndexResults = []; + _removeChildren(document.getElementById("search-progress")); - const queryLower = query.toLowerCase(); + const queryLower = query.toLowerCase().trim(); for (const [title, foundTitles] of Object.entries(allTitles)) { - if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) { for (const [file, id] of foundTitles) { let score = Math.round(100 * queryLower.length / title.length) - results.push([ + normalResults.push([ docNames[file], titles[file] !== title ? `${titles[file]} > ${title}` : title, id !== null ? "#" + id : "", @@ -308,46 +344,47 @@ const Search = { // search for explicit entries in index directives for (const [entry, foundEntries] of Object.entries(indexEntries)) { if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { - for (const [file, id] of foundEntries) { - let score = Math.round(100 * queryLower.length / entry.length) - results.push([ + for (const [file, id, isMain] of foundEntries) { + const score = Math.round(100 * queryLower.length / entry.length); + const result = [ docNames[file], titles[file], id ? "#" + id : "", null, score, filenames[file], - ]); + ]; + if (isMain) { + normalResults.push(result); + } else { + nonMainIndexResults.push(result); + } } } } // lookup as object objectTerms.forEach((term) => - results.push(...Search.performObjectSearch(term, objectTerms)) + normalResults.push(...Search.performObjectSearch(term, objectTerms)) ); // lookup as search terms in fulltext - results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms)); // let the scorer override scores with a custom scoring function - if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); - - // now sort the results by score (in opposite order of appearance, since the - // display function below uses pop() to retrieve items) and then - // alphabetically - results.sort((a, b) => { - const leftScore = a[4]; - const rightScore = b[4]; - if (leftScore === rightScore) { - // same score: sort alphabetically - const leftTitle = a[1].toLowerCase(); - const rightTitle = b[1].toLowerCase(); - if (leftTitle === rightTitle) return 0; - return leftTitle > rightTitle ? -1 : 1; // inverted is intentional - } - return leftScore > rightScore ? 1 : -1; - }); + if (Scorer.score) { + normalResults.forEach((item) => (item[4] = Scorer.score(item))); + nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item))); + } + + // Sort each group of results by score and then alphabetically by name. + normalResults.sort(_orderResultsByScoreThenName); + nonMainIndexResults.sort(_orderResultsByScoreThenName); + + // Combine the result groups in (reverse) order. + // Non-main index entries are typically arbitrary cross-references, + // so display them after other results. + let results = [...nonMainIndexResults, ...normalResults]; // remove duplicate search results // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept @@ -361,7 +398,12 @@ const Search = { return acc; }, []); - results = results.reverse(); + return results.reverse(); + }, + + query: (query) => { + const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query); + const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms); // for debugging //Search.lastresults = results.slice(); // a copy @@ -466,14 +508,18 @@ const Search = { // add support for partial matches if (word.length > 2) { const escapedWord = _escapeRegExp(word); - Object.keys(terms).forEach((term) => { - if (term.match(escapedWord) && !terms[word]) - arr.push({ files: terms[term], score: Scorer.partialTerm }); - }); - Object.keys(titleTerms).forEach((term) => { - if (term.match(escapedWord) && !titleTerms[word]) - arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); - }); + if (!terms.hasOwnProperty(word)) { + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + } + if (!titleTerms.hasOwnProperty(word)) { + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: titleTerms[term], score: Scorer.partialTitle }); + }); + } } // no match but word was a required one @@ -496,9 +542,8 @@ const Search = { // create the mapping files.forEach((file) => { - if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) - fileMap.get(file).push(word); - else fileMap.set(file, [word]); + if (!fileMap.has(file)) fileMap.set(file, [word]); + else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word); }); }); @@ -549,8 +594,8 @@ const Search = { * search summary for a given text. keywords is a list * of stemmed words. */ - makeSearchSummary: (htmlText, keywords) => { - const text = Search.htmlToText(htmlText); + makeSearchSummary: (htmlText, keywords, anchor) => { + const text = Search.htmlToText(htmlText, anchor); if (text === "") return 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Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n * `fieldset` elements in all browsers.\n */\n\nlegend {\n box-sizing: border-box; /* 1 */\n color: inherit; /* 2 */\n display: table; /* 1 */\n max-width: 100%; /* 1 */\n padding: 0; /* 3 */\n white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n box-sizing: border-box; /* 1 */\n padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n -webkit-appearance: textfield; /* 1 */\n outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n -webkit-appearance: button; /* 1 */\n font: inherit; /* 2 */\n}\n\n/* Interactive\n ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n display: list-item;\n}\n\n/* Misc\n ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Hide icon container.\n .content-icon-container\n display: none !important\n\n // Hide showing header links if hovering over when printing.\n .headerlink\n display: none !important\n\n // Hide mobile header.\n .mobile-header\n display: none !important\n\n // Hide navigation links.\n .related-pages\n display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Apply a border around code which no longer have a color background.\n .highlight\n border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n ul, ol, dl, a, table, pre, blockquote\n page-break-inside: avoid\n\n h1, h2, h3, h4, h5, h6, img, figure, caption\n page-break-inside: avoid\n page-break-after: avoid\n\n ul, ol, dl\n page-break-before: avoid\n",".visually-hidden\n position: absolute !important\n width: 1px !important\n height: 1px !important\n padding: 0 !important\n margin: -1px !important\n overflow: hidden !important\n clip: rect(0,0,0,0) !important\n white-space: nowrap !important\n border: 0 !important\n\n:-moz-focusring\n outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n @include fonts\n @include spacing\n @include icons\n @include admonitions\n @include default-admonition(#651fff, \"abstract\")\n @include default-topic(#14B8A6, \"pencil\")\n\n @include colors\n\n.only-light\n display: block !important\nhtml body .only-dark\n display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n // Enable dark-mode, if requested.\n body[data-theme=\"dark\"]\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n // Enable dark mode, unless explicitly told to avoid.\n @media (prefers-color-scheme: dark)\n body:not([data-theme=\"light\"])\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n .theme-toggle svg.theme-icon-when-auto\n display: block\n\nbody[data-theme=\"dark\"]\n .theme-toggle svg.theme-icon-when-dark\n display: block\n\nbody[data-theme=\"light\"]\n .theme-toggle svg.theme-icon-when-light\n display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n // These are adapted from https://systemfontstack.com/\n --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n sans-serif, Apple Color Emoji, Segoe UI Emoji;\n --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n Liberation Mono, Lucida Console, monospace;\n\n --font-size--normal: 100%;\n --font-size--small: 87.5%;\n --font-size--small--2: 81.25%;\n --font-size--small--3: 75%;\n --font-size--small--4: 62.5%;\n\n // Sidebar\n --sidebar-caption-font-size: var(--font-size--small--2);\n --sidebar-item-font-size: var(--font-size--small);\n --sidebar-search-input-font-size: var(--font-size--small);\n\n // Table of Contents\n --toc-font-size: var(--font-size--small--3);\n --toc-font-size--mobile: var(--font-size--normal);\n --toc-title-font-size: var(--font-size--small--4);\n\n // Admonitions\n //\n // These aren't defined in terms of %ages, since nesting these is permitted.\n --admonition-font-size: 0.8125rem;\n --admonition-title-font-size: 0.8125rem;\n\n // Code\n --code-font-size: var(--font-size--small--2);\n\n // API\n --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n // Header!\n --header-height: calc(\n var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n );\n --header-padding: 0.5rem;\n\n // Sidebar\n --sidebar-tree-space-above: 1.5rem;\n --sidebar-caption-space-above: 1rem;\n\n --sidebar-item-line-height: 1rem;\n --sidebar-item-spacing-vertical: 0.5rem;\n --sidebar-item-spacing-horizontal: 1rem;\n --sidebar-item-height: calc(\n var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n );\n\n --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n --sidebar-search-space-above: 0.5rem;\n --sidebar-search-input-spacing-vertical: 0.5rem;\n --sidebar-search-input-spacing-horizontal: 0.5rem;\n --sidebar-search-input-height: 1rem;\n --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n // Table of Contents\n --toc-title-padding: 0.25rem 0;\n --toc-spacing-vertical: 1.5rem;\n --toc-spacing-horizontal: 1.5rem;\n --toc-item-spacing-vertical: 0.4rem;\n --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n // Adapted from tabler-icons\n // url: https://tablericons.com/\n \"search\":\n url('data:image/svg+xml;charset=utf-8,'),\n // Factored out from mkdocs-material on 24-Aug-2020.\n // url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n \"pencil\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"abstract\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"info\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"flame\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"question\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"warning\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"failure\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"spark\":\n url('data:image/svg+xml;charset=utf-8,')\n);\n\n@mixin icons {\n @each $name, $glyph in $icons {\n --icon-#{$name}: #{$glyph};\n }\n}\n","// Admonitions\n\n// Structure of these is:\n// admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n // Each of these has an reST directives for it.\n \"caution\": #ff9100 \"spark\",\n \"warning\": #ff9100 \"warning\",\n \"danger\": #ff5252 \"spark\",\n \"attention\": #ff5252 \"warning\",\n \"error\": #ff5252 \"failure\",\n \"hint\": #00c852 \"question\",\n \"tip\": #00c852 \"info\",\n \"important\": #00bfa5 \"flame\",\n \"note\": #00b0ff \"pencil\",\n \"seealso\": #448aff \"info\",\n \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n --color-admonition-title: #{$color};\n --color-admonition-title-background: #{rgba($color, 0.2)};\n\n --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n --color-topic-title: #{$color};\n --color-topic-title-background: #{rgba($color, 0.2)};\n\n --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n @each $name, $values in $admonitions {\n --color-admonition-title--#{$name}: #{nth($values, 1)};\n --color-admonition-title-background--#{$name}: #{rgba(\n nth($values, 1),\n 0.2\n )};\n }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n --color-problematic: #b30000;\n\n // Base Colors\n --color-foreground-primary: black; // for main text and headings\n --color-foreground-secondary: #5a5c63; // for secondary text\n --color-foreground-muted: #646776; // for muted text\n --color-foreground-border: #878787; // for content borders\n\n --color-background-primary: white; // for content\n --color-background-secondary: #f8f9fb; // for navigation + ToC\n --color-background-hover: #efeff4ff; // for navigation-item hover\n --color-background-hover--transparent: #efeff400;\n --color-background-border: #eeebee; // for UI borders\n --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #2962ff;\n --color-brand-content: #2a5adf;\n\n // API documentation\n --color-api-background: var(--color-background-hover--transparent);\n --color-api-background-hover: var(--color-background-hover);\n --color-api-overall: var(--color-foreground-secondary);\n --color-api-name: var(--color-problematic);\n --color-api-pre-name: var(--color-problematic);\n --color-api-paren: var(--color-foreground-secondary);\n --color-api-keyword: var(--color-foreground-primary);\n --color-highlight-on-target: #ffffcc;\n\n // Inline code background\n --color-inline-code-background: var(--color-background-secondary);\n\n // Highlighted text (search)\n --color-highlighted-background: #ddeeff;\n --color-highlighted-text: var(--color-foreground-primary);\n\n // GUI Labels\n --color-guilabel-background: #ddeeff80;\n --color-guilabel-border: #bedaf580;\n --color-guilabel-text: var(--color-foreground-primary);\n\n // Admonitions!\n --color-admonition-background: transparent;\n\n //////////////////////////////////////////////////////////////////////////////\n // Everything below this should be one of:\n // - var(...)\n // - *-gradient(...)\n // - special literal values (eg: transparent, none)\n //////////////////////////////////////////////////////////////////////////////\n\n // Tables\n --color-table-header-background: var(--color-background-secondary);\n --color-table-border: var(--color-background-border);\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: transparent;\n --color-card-marginals-background: var(--color-background-secondary);\n\n // Header\n --color-header-background: var(--color-background-primary);\n --color-header-border: var(--color-background-border);\n --color-header-text: var(--color-foreground-primary);\n\n // Sidebar (left)\n --color-sidebar-background: var(--color-background-secondary);\n --color-sidebar-background-border: var(--color-background-border);\n\n --color-sidebar-brand-text: var(--color-foreground-primary);\n --color-sidebar-caption-text: var(--color-foreground-muted);\n --color-sidebar-link-text: var(--color-foreground-secondary);\n --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n --color-sidebar-item-background: var(--color-sidebar-background);\n --color-sidebar-item-background--current: var(\n --color-sidebar-item-background\n );\n --color-sidebar-item-background--hover: linear-gradient(\n 90deg,\n var(--color-background-hover--transparent) 0%,\n var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n var(--color-background-hover) 100%\n );\n\n --color-sidebar-item-expander-background: transparent;\n --color-sidebar-item-expander-background--hover: var(\n --color-background-hover\n );\n\n --color-sidebar-search-text: var(--color-foreground-primary);\n --color-sidebar-search-background: var(--color-background-secondary);\n --color-sidebar-search-background--focus: var(--color-background-primary);\n --color-sidebar-search-border: var(--color-background-border);\n --color-sidebar-search-icon: var(--color-foreground-muted);\n\n // Table of Contents (right)\n --color-toc-background: var(--color-background-primary);\n --color-toc-title-text: var(--color-foreground-muted);\n --color-toc-item-text: var(--color-foreground-secondary);\n --color-toc-item-text--hover: var(--color-foreground-primary);\n --color-toc-item-text--active: var(--color-brand-primary);\n\n // Actual page contents\n --color-content-foreground: var(--color-foreground-primary);\n --color-content-background: transparent;\n\n // Links\n --color-link: var(--color-brand-content);\n --color-link--hover: var(--color-brand-content);\n --color-link-underline: var(--color-background-border);\n --color-link-underline--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n --color-problematic: #ee5151;\n\n // Base Colors\n --color-foreground-primary: #ffffffcc; // for main text and headings\n --color-foreground-secondary: #9ca0a5; // for secondary text\n --color-foreground-muted: #81868d; // for muted text\n --color-foreground-border: #666666; // for content borders\n\n --color-background-primary: #131416; // for content\n --color-background-secondary: #1a1c1e; // for navigation + ToC\n --color-background-hover: #1e2124ff; // for navigation-item hover\n --color-background-hover--transparent: #1e212400;\n --color-background-border: #303335; // for UI borders\n --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #2b8cee;\n --color-brand-content: #368ce2;\n\n // Highlighted text (search)\n --color-highlighted-background: #083563;\n\n // GUI Labels\n --color-guilabel-background: #08356380;\n --color-guilabel-border: #13395f80;\n\n // API documentation\n --color-api-keyword: var(--color-foreground-secondary);\n --color-highlight-on-target: #333300;\n\n // Admonitions\n --color-admonition-background: #18181a;\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: #18181a;\n --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n -webkit-font-smoothing: antialiased\n -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n line-height: 1.25\n font-weight: bold\n\n border-radius: 0.5rem\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n margin-left: -0.5rem\n margin-right: -0.5rem\n padding-left: 0.5rem\n padding-right: 0.5rem\n\n + p\n margin-top: 0\n\nh1\n font-size: 2.5em\n margin-top: 1.75rem\n margin-bottom: 1rem\nh2\n font-size: 2em\n margin-top: 1.75rem\nh3\n font-size: 1.5em\nh4\n font-size: 1.25em\nh5\n font-size: 1.125em\nh6\n font-size: 1em\n\nsmall\n opacity: 75%\n font-size: 80%\n\n// Paragraph\np\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n height: 1px\n padding: 0\n margin: 2rem 0\n background-color: var(--color-background-border)\n border: 0\n\n.centered\n text-align: center\n\n// Links\na\n text-decoration: underline\n\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n &:hover\n color: var(--color-link--hover)\n text-decoration-color: var(--color-link-underline--hover)\n &.muted-link\n color: inherit\n &:hover\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\nhtml\n overflow-x: hidden\n overflow-y: scroll\n scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n // Override Firefox scrollbar style\n scrollbar-width: thin\n scrollbar-color: var(--color-foreground-border) transparent\n\n // Override Chrome scrollbar styles\n &::-webkit-scrollbar\n width: 0.25rem\n height: 0.25rem\n &::-webkit-scrollbar-thumb\n background-color: var(--color-foreground-border)\n border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n height: 100%\n color: var(--color-foreground-primary)\n background: var(--color-background-primary)\n\narticle\n color: var(--color-content-foreground)\n background: var(--color-content-background)\n overflow-wrap: break-word\n\n.page\n display: flex\n // fill the viewport for pages with little content.\n min-height: 100%\n\n.mobile-header\n width: 100%\n height: var(--header-height)\n background-color: var(--color-header-background)\n color: var(--color-header-text)\n border-bottom: 1px solid var(--color-header-border)\n\n // Looks like sub-script/super-script have this, and we need this to\n // be \"on top\" of those.\n z-index: 10\n\n // We don't show the header on large screens.\n display: none\n\n // Add shadow when scrolled\n &.scrolled\n border-bottom: none\n box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n .header-center\n a\n color: var(--color-header-text)\n text-decoration: none\n\n.main\n display: flex\n flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n box-sizing: border-box\n\n border-right: 1px solid var(--color-sidebar-background-border)\n background: var(--color-sidebar-background)\n\n display: flex\n justify-content: flex-end\n // These next two lines took me two days to figure out.\n width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n box-sizing: border-box\n width: $sidebar-width\n\n.toc-drawer\n background: var(--color-toc-background)\n // See HACK described on top of this document\n padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n position: sticky\n top: 0\n height: min(100%, 100vh)\n height: 100vh\n\n display: flex\n flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n flex-grow: 1\n flex-shrink: 1\n\n overflow: auto\n scroll-behavior: smooth\n\n// Central items.\n.content\n padding: 0 $content-padding\n width: $content-width\n\n display: flex\n flex-direction: column\n justify-content: space-between\n\n.icon\n display: inline-block\n height: 1rem\n width: 1rem\n svg\n width: 100%\n height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n background-color: var(--color-announcement-background)\n color: var(--color-announcement-text)\n\n height: var(--header-height)\n display: flex\n align-items: center\n overflow-x: auto\n & + .page\n min-height: calc(100% - var(--header-height))\n\n.announcement-content\n box-sizing: border-box\n padding: 0.5rem\n min-width: 100%\n white-space: nowrap\n text-align: center\n\n a\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-announcement-text)\n\n &:hover\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container // don't show theme toggle if there's no JS\n display: none\n\n.theme-toggle-container\n vertical-align: middle\n\n.theme-toggle\n cursor: pointer\n border: none\n padding: 0\n background: transparent\n\n.theme-toggle svg\n vertical-align: middle\n height: 1rem\n width: 1rem\n color: var(--color-foreground-primary)\n display: none\n\n.theme-toggle-header\n float: left\n padding: 1rem 0.5rem\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n display: none\n cursor: pointer\n\n .icon\n color: var(--color-foreground-secondary)\n height: 1rem\n width: 1rem\n\n.toc-header-icon, .nav-overlay-icon\n // for when we set display: flex\n justify-content: center\n align-items: center\n\n.toc-content-icon\n height: 1.5rem\n width: 1.5rem\n\n.content-icon-container\n float: right\n display: flex\n margin-top: 1.5rem\n margin-left: 1rem\n margin-bottom: 1rem\n gap: 0.5rem\n\n .edit-this-page svg\n color: inherit\n height: 1rem\n width: 1rem\n\n.sidebar-toggle\n position: absolute\n display: none\n// \n.sidebar-toggle[name=\"__toc\"]\n left: 20px\n.sidebar-toggle:checked\n left: 40px\n// \n\n.overlay\n position: fixed\n top: 0\n width: 0\n height: 0\n\n transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n opacity: 0\n background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n z-index: 20\n.toc-overlay\n z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n z-index: 30\n transition: left 250ms ease-in-out\n.toc-drawer\n z-index: 50\n transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n & ~ .sidebar-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .sidebar-drawer\n top: 0\n left: 0\n // Show the toc sidebar\n#__toc:checked\n & ~ .toc-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .toc-drawer\n top: 0\n right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n text-decoration: none\n\n display: none\n position: fixed\n left: 0\n top: 1rem\n padding: 0.5rem\n padding-right: 0.75rem\n border-radius: 1rem\n font-size: 0.8125rem\n\n background: var(--color-background-primary)\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n z-index: 10\n\n margin-left: 50%\n transform: translateX(-50%)\n svg\n height: 1rem\n width: 1rem\n fill: currentColor\n display: inline-block\n\n span\n margin-left: 0.25rem\n\n .show-back-to-top &\n display: flex\n align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n html\n font-size: 110%\n\n@media (max-width: $full-width)\n // Collapse \"toc\" into the icon.\n .toc-content-icon\n display: flex\n .toc-drawer\n position: fixed\n height: 100vh\n top: 0\n right: -$sidebar-width\n border-left: 1px solid var(--color-background-muted)\n .toc-tree\n border-left: none\n font-size: var(--toc-font-size--mobile)\n\n // Accomodate for a changed content width.\n .sidebar-drawer\n width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $full-width - $sidebar-width)\n // Collapse \"navigation\".\n .nav-overlay-icon\n display: flex\n .sidebar-drawer\n position: fixed\n height: 100vh\n width: $sidebar-width\n\n top: 0\n left: -$sidebar-width\n\n // Swap which icon is visible.\n .toc-header-icon\n display: flex\n .toc-content-icon, .theme-toggle-content\n display: none\n .theme-toggle-header\n display: block\n\n // Show the header.\n .mobile-header\n position: sticky\n top: 0\n display: flex\n justify-content: space-between\n align-items: center\n\n .header-left,\n .header-right\n display: flex\n height: var(--header-height)\n padding: 0 var(--header-padding)\n label\n height: 100%\n width: 100%\n user-select: none\n\n .nav-overlay-icon .icon,\n .theme-toggle svg\n height: 1.25rem\n width: 1.25rem\n\n // Add a scroll margin for the content\n :target\n scroll-margin-top: var(--header-height)\n\n // Show back-to-top below the header\n .back-to-top\n top: calc(var(--header-height) + 0.5rem)\n\n // Center the page, and accommodate for the header.\n .page\n flex-direction: column\n justify-content: center\n .content\n margin-left: auto\n margin-right: auto\n\n@media (max-width: $content-width + 2* $content-padding)\n // Content should respect window limits.\n .content\n width: 100%\n overflow-x: auto\n\n@media (max-width: $content-width)\n .content\n padding: 0 $content-padding--small\n // Don't float sidebars to the right.\n article aside.sidebar\n float: none\n width: 100%\n margin: 1rem 0\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n margin: 1rem auto\n padding: 0 0.5rem 0.5rem 0.5rem\n\n background: var(--color-admonition-background)\n\n border-radius: 0.2rem\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n font-size: var(--admonition-font-size)\n\n overflow: hidden\n page-break-inside: avoid\n\n // First element should have no margin, since the title has it.\n > :nth-child(2)\n margin-top: 0\n\n // Last item should have no margin, since we'll control that w/ padding\n > :last-child\n margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n position: relative\n margin: 0 -0.5rem 0.5rem\n padding-left: 2rem\n padding-right: .5rem\n padding-top: .4rem\n padding-bottom: .4rem\n\n font-weight: 500\n font-size: var(--admonition-title-font-size)\n line-height: 1.3\n\n // Our fancy icon\n &::before\n content: \"\"\n position: absolute\n left: 0.5rem\n width: 1rem\n height: 1rem\n\n// Default styles\np.admonition-title\n background-color: var(--color-admonition-title-background)\n &::before\n background-color: var(--color-admonition-title)\n mask-image: var(--icon-admonition-default)\n mask-repeat: no-repeat\n\np.topic-title\n background-color: var(--color-topic-title-background)\n &::before\n background-color: var(--color-topic-title)\n mask-image: var(--icon-topic-default)\n mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n border-left: 0.2rem solid var(--color-admonition-title)\n\n @each $type, $value in $admonitions\n &.#{$type}\n border-left-color: var(--color-admonition-title--#{$type})\n > .admonition-title\n background-color: var(--color-admonition-title-background--#{$type})\n &::before\n background-color: var(--color-admonition-title--#{$type})\n mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n // Tweak the spacing of all the things!\n dd\n margin-left: 2rem\n > :first-child\n margin-top: 0.125rem\n > :last-child\n margin-bottom: 0.75rem\n\n // This is used for the arguments\n .field-list\n margin-bottom: 0.75rem\n\n // \"Headings\" (like \"Parameters\" and \"Return\")\n > dt\n text-transform: uppercase\n font-size: var(--font-size--small)\n\n dd:empty\n margin-bottom: 0.5rem\n dd > ul\n margin-left: -1.2rem\n > li\n > p:nth-child(2)\n margin-top: 0\n // When the last-empty-paragraph follows a paragraph, it doesn't need\n // to augument the existing spacing.\n > p + p:last-child:empty\n margin-top: 0\n margin-bottom: 0\n\n // Colorize the elements\n > dt\n color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n font-weight: bold\n\n font-size: var(--api-font-size)\n font-family: var(--font-stack--monospace)\n\n margin-left: -0.25rem\n margin-right: -0.25rem\n padding-top: 0.25rem\n padding-bottom: 0.25rem\n padding-right: 0.5rem\n\n // These are intentionally em, to properly match the font size.\n padding-left: 3em\n text-indent: -2.5em\n\n border-radius: 0.25rem\n\n background: var(--color-api-background)\n transition: background 100ms ease-out\n\n &:hover\n background: var(--color-api-background-hover)\n\n // adjust the size of the [source] link on the right.\n a.reference\n .viewcode-link\n font-weight: normal\n width: 3.5rem\n\nem.property\n font-style: normal\n &:first-child\n color: var(--color-api-keyword)\n.sig-name\n color: var(--color-api-name)\n.sig-prename\n font-weight: normal\n color: var(--color-api-pre-name)\n.sig-paren\n color: var(--color-api-paren)\n.sig-param\n font-style: normal\n\n.versionmodified\n font-style: italic\ndiv.versionadded, div.versionchanged, div.deprecated\n p\n margin-top: 0.125rem\n margin-bottom: 0.125rem\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n float: right\n text-align: right\n",".line-block\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n .line-block\n margin-top: 0rem\n margin-bottom: 0rem\n padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n font-size: var(--font-size--small)\n text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n .caption, :not(.caption) > .caption-text\n font-size: var(--font-size--small)\n text-transform: uppercase\n\n text-align: initial\n margin-bottom: 0\n\n > ul\n margin-top: 0\n margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n background: var(--color-inline-code-background)\n border-radius: 0.2em\n // Make the font smaller, and use padding to recover.\n font-size: var(--font-size--small--2)\n padding: 0.1em 0.2em\n\n pre.literal-block &\n font-size: inherit\n padding: 0\n\n p &\n border: 1px solid var(--color-background-border)\n\n.sig-inline\n font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n margin: 1em 0\n display: flex\n\n .table-wrapper\n margin: 0\n padding: 0\n\npre\n margin: 0\n padding: 0\n overflow: auto\n\n // Needed to have more specificity than pygments' \"pre\" selector. :(\n article[role=\"main\"] .highlight &\n line-height: 1.5\n\n &.literal-block,\n .highlight &\n font-size: var(--code-font-size)\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n // Make it look like all the other blocks.\n &.literal-block\n margin-top: 1rem\n margin-bottom: 1rem\n\n border-radius: 0.2rem\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n width: 100%\n border-radius: 0.2rem\n\n // Make line numbers and prompts un-selectable.\n .gp, span.linenos\n user-select: none\n pointer-events: none\n\n // Expand the line-highlighting.\n .hll\n display: block\n margin-left: -$code-spacing-horizontal\n margin-right: -$code-spacing-horizontal\n padding-left: $code-spacing-horizontal\n padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n display: flex\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n border-radius: 0.25rem\n border-bottom-left-radius: 0\n border-bottom-right-radius: 0\n font-weight: 300\n border-bottom: 1px solid\n\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n border-color: var(--color-background-border)\n\n + div[class]\n margin-top: 0\n pre\n border-top-left-radius: 0\n border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n width: 100%\n display: block\n tbody\n display: block\n\n tr\n display: flex\n\n // Line numbers\n td.linenos\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n padding: $code-spacing-vertical $code-spacing-horizontal\n padding-right: 0\n border-top-left-radius: 0.2rem\n border-bottom-left-radius: 0.2rem\n\n .linenodiv\n padding-right: $code-spacing-horizontal\n font-size: var(--code-font-size)\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n // Actual code\n td.code\n padding: 0\n display: block\n flex: 1\n overflow: hidden\n\n .highlight\n border-top-left-radius: 0\n border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n span.linenos\n display: inline-block\n padding-left: 0\n padding-right: $code-spacing-horizontal\n margin-right: $code-spacing-horizontal\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n font-size: var(--font-size--small--4)\n vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\n display: grid\n grid-template-columns: max-content auto\n dt\n margin: 0\n > .fn-backref\n margin-left: 0.25rem\n\n &:after\n content: \":\"\n\n .brackets\n &:before\n content: \"[\"\n &:after\n content: \"]\"\n\n dd\n margin: 0\n padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n float: left\n font-weight: 500\n padding-right: 0.25rem\n\naside.footnote > p,\ndiv.citation > p\n margin-left: 2rem\n","//\n// Figures\n//\nimg\n box-sizing: border-box\n max-width: 100%\n height: auto\n\narticle\n figure, .figure\n border-radius: 0.2rem\n\n margin: 0\n :last-child\n margin-bottom: 0\n\n .align-left\n float: left\n clear: left\n margin: 0 1rem 1rem\n\n .align-right\n float: right\n clear: right\n margin: 0 1rem 1rem\n\n .align-default,\n .align-center\n display: block\n text-align: center\n margin-left: auto\n margin-right: auto\n\n // WELL, table needs to be stylised like a table.\n table.align-default\n display: table\n text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n border-top: 1px solid var(--color-background-border)\n border-bottom: 1px solid var(--color-background-border)\n padding: 0.25rem\n\n.genindex-section, .domainindex-section\n h2\n margin-top: 0.75rem\n margin-bottom: 0.5rem\n ul\n margin-top: 0\n margin-bottom: 0\n","ul,\nol\n padding-left: 1.2rem\n\n // Space lists out like paragraphs\n margin-top: 1rem\n margin-bottom: 1rem\n // reduce margins within li.\n li\n > p:first-child\n margin-top: 0.25rem\n margin-bottom: 0.25rem\n\n > p:last-child\n margin-top: 0.25rem\n\n > ul,\n > ol\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n\nol\n &.arabic\n list-style: decimal\n &.loweralpha\n list-style: lower-alpha\n &.upperalpha\n list-style: upper-alpha\n &.lowerroman\n list-style: lower-roman\n &.upperroman\n list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n li\n > ul,\n > ol\n margin-top: 0\n margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n dt\n font-weight: 500\n margin-top: 0.25rem\n + dt\n margin-top: 0\n\n .classifier::before\n content: \":\"\n margin-left: 0.2rem\n margin-right: 0.2rem\n\n dd\n > p:first-child,\n ul\n margin-top: 0.125rem\n\n ul\n margin-bottom: 0.125rem\n",".math-wrapper\n width: 100%\n overflow-x: auto\n\ndiv.math\n position: relative\n text-align: center\n\n .headerlink,\n &:focus .headerlink\n display: none\n\n &:hover .headerlink\n display: inline-block\n\n span.eqno\n position: absolute\n right: 0.5rem\n top: 50%\n transform: translate(0, -50%)\n z-index: 1\n","// Abbreviations\nabbr[title]\n cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n margin: 0 0.2rem\n padding: 0 0.2rem\n border-radius: 0.2rem\n border: 1px solid var(--color-foreground-border)\n color: var(--color-foreground-primary)\n vertical-align: text-bottom\n\n font-size: var(--font-size--small--3)\n display: inline-block\n\n box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n border-left: 4px solid var(--color-background-border)\n background: var(--color-background-secondary)\n\n margin-left: 0\n margin-right: 0\n padding: 0.5rem 1rem\n\n .attribution\n font-weight: 600\n text-align: right\n\n &.pull-quote,\n &.highlights\n font-size: 1.25em\n\n &.epigraph,\n &.pull-quote\n border-left-width: 0\n border-radius: 0.5rem\n\n &.highlights\n border-left-width: 0\n background: transparent\n\n// Center align embedded-in-text images\np .reference img\n vertical-align: middle\n","p.rubric\n line-height: 1.25\n font-weight: bold\n font-size: 1.125em\n\n // For Numpy-style documentation that's got rubrics within it.\n // https://github.com/pradyunsg/furo/discussions/505\n dd &\n line-height: inherit\n font-weight: inherit\n\n font-size: var(--font-size--small)\n text-transform: uppercase\n","article .sidebar\n float: right\n clear: right\n width: 30%\n\n margin-left: 1rem\n margin-right: 0\n\n border-radius: 0.2rem\n background-color: var(--color-background-secondary)\n border: var(--color-background-border) 1px solid\n\n > *\n padding-left: 1rem\n padding-right: 1rem\n\n > ul, > ol // lists need additional padding, because bullets.\n padding-left: 2.2rem\n\n .sidebar-title\n margin: 0\n padding: 0.5rem 1rem\n border-bottom: var(--color-background-border) 1px solid\n\n font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n",".table-wrapper\n width: 100%\n overflow-x: auto\n margin-top: 1rem\n margin-bottom: 0.5rem\n padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n border-radius: 0.2rem\n border-spacing: 0\n border-collapse: collapse\n\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n th\n background: var(--color-table-header-background)\n\n td,\n th\n // Space things out properly\n padding: 0 0.25rem\n\n // Get the borders looking just-right.\n border-left: 1px solid var(--color-table-border)\n border-right: 1px solid var(--color-table-border)\n border-bottom: 1px solid var(--color-table-border)\n\n p\n margin: 0.25rem\n\n &:first-child\n border-left: none\n &:last-child\n border-right: none\n\n // MyST-parser tables set these classes for control of column alignment\n &.text-left\n text-align: left\n &.text-right\n text-align: right\n &.text-center\n text-align: center\n",":target\n scroll-margin-top: 0.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n :target\n scroll-margin-top: calc(0.5rem + var(--header-height))\n\n // When a heading is selected\n section > span:target\n scroll-margin-top: calc(0.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n font-weight: 100\n user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n > .headerlink\n margin-left: 0.5rem\n visibility: hidden\n &:hover > .headerlink\n visibility: visible\n\n // Don't change to link-like, if someone adds the contents directive.\n > .toc-backref\n color: inherit\n text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n visibility: visible\n\n:target >, // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n h1,\n h2,\n h3,\n h4,\n h5,\n h6\n &:nth-of-type(1)\n background-color: var(--color-highlight-on-target)\n // .headerlink\n // visibility: visible\n code.literal\n background-color: transparent\n\ntable:target > caption,\nfigure:target\n background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n// There isn't really an alternative to !important here, due to the\n// high-specificity of API documentation's selector.\ndt:target\n background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n background-color: var(--color-highlight-on-target)\n",".guilabel\n background-color: var(--color-guilabel-background)\n border: 1px solid var(--color-guilabel-border)\n color: var(--color-guilabel-text)\n\n padding: 0 0.3em\n border-radius: 0.5em\n font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n font-size: var(--font-size--small)\n display: flex\n flex-direction: column\n\n margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n display: flex\n align-items: center\n justify-content: space-between\n\n margin-top: 1rem\n padding-top: 1rem\n padding-bottom: 1rem\n\n color: var(--color-foreground-secondary)\n border-top: 1px solid var(--color-background-border)\n\n line-height: 1.5\n\n @media (max-width: $content-width)\n text-align: center\n flex-direction: column-reverse\n gap: 0.25rem\n\n .left-details\n font-size: var(--font-size--small)\n\n .right-details\n display: flex\n flex-direction: column\n gap: 0.25rem\n text-align: right\n\n .icons\n display: flex\n justify-content: flex-end\n gap: 0.25rem\n font-size: 1rem\n\n a\n text-decoration: none\n\n svg,\n img\n font-size: 1.125rem\n height: 1em\n width: 1em\n\n// Next/Prev page information\n.related-pages\n a\n display: flex\n align-items: center\n\n text-decoration: none\n &:hover .page-info .title\n text-decoration: underline\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n svg.furo-related-icon,\n svg.furo-related-icon > use\n flex-shrink: 0\n\n color: var(--color-foreground-border)\n\n width: 0.75rem\n height: 0.75rem\n margin: 0 0.5rem\n\n &.next-page\n max-width: 50%\n\n float: right\n clear: right\n text-align: right\n\n &.prev-page\n max-width: 50%\n\n float: left\n clear: left\n\n svg\n transform: rotate(180deg)\n\n.page-info\n display: flex\n flex-direction: column\n overflow-wrap: anywhere\n\n .next-page &\n align-items: flex-end\n\n .context\n display: flex\n align-items: center\n\n padding-bottom: 0.1rem\n\n color: var(--color-foreground-muted)\n font-size: var(--font-size--small)\n text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n display: flex\n flex-direction: column\n flex-shrink: 0\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n text-decoration: none\n\n.sidebar-brand-text\n color: var(--color-sidebar-brand-text)\n overflow-wrap: break-word\n margin: var(--sidebar-item-spacing-vertical) 0\n font-size: 1.5rem\n\n.sidebar-logo-container\n margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n margin: 0 auto\n display: block\n max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n display: flex\n align-items: center\n margin-top: var(--sidebar-search-space-above)\n\n position: relative\n\n background: var(--color-sidebar-search-background)\n &:hover,\n &:focus-within\n background: var(--color-sidebar-search-background--focus)\n\n &::before\n content: \"\"\n position: absolute\n left: var(--sidebar-item-spacing-horizontal)\n width: var(--sidebar-search-icon-size)\n height: var(--sidebar-search-icon-size)\n\n background-color: var(--color-sidebar-search-icon)\n mask-image: var(--icon-search)\n\n.sidebar-search\n box-sizing: border-box\n\n border: none\n border-top: 1px solid var(--color-sidebar-search-border)\n border-bottom: 1px solid var(--color-sidebar-search-border)\n\n padding-top: var(--sidebar-search-input-spacing-vertical)\n padding-bottom: var(--sidebar-search-input-spacing-vertical)\n padding-right: var(--sidebar-search-input-spacing-horizontal)\n padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n width: 100%\n\n color: var(--color-sidebar-search-foreground)\n background: transparent\n z-index: 10\n\n &:focus\n outline: none\n\n &::placeholder\n font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n margin: 0\n text-align: center\n\n a\n color: var(--color-sidebar-search-icon)\n font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n font-size: var(--sidebar-item-font-size)\n margin-top: var(--sidebar-tree-space-above)\n margin-bottom: var(--sidebar-item-spacing-vertical)\n\n ul\n padding: 0\n margin-top: 0\n margin-bottom: 0\n\n display: flex\n flex-direction: column\n\n list-style: none\n\n li\n position: relative\n margin: 0\n\n > ul\n margin-left: var(--sidebar-item-spacing-horizontal)\n\n .icon\n color: var(--color-sidebar-link-text)\n\n .reference\n box-sizing: border-box\n color: var(--color-sidebar-link-text)\n\n // Fill the parent.\n display: inline-block\n line-height: var(--sidebar-item-line-height)\n text-decoration: none\n\n // Don't allow long words to cause wrapping.\n overflow-wrap: anywhere\n\n height: 100%\n width: 100%\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n &:hover\n background: var(--color-sidebar-item-background--hover)\n\n // Add a nice little \"external-link\" arrow here.\n &.external::after\n content: url('data:image/svg+xml,')\n margin: 0 0.25rem\n vertical-align: middle\n color: var(--color-sidebar-link-text)\n\n // Make the current page reference bold.\n .current-page > .reference\n font-weight: bold\n\n label\n position: absolute\n top: 0\n right: 0\n height: var(--sidebar-item-height)\n width: var(--sidebar-expander-width)\n\n cursor: pointer\n user-select: none\n\n display: flex\n justify-content: center\n align-items: center\n\n .caption, :not(.caption) > .caption-text\n font-size: var(--sidebar-caption-font-size)\n color: var(--color-sidebar-caption-text)\n\n font-weight: bold\n text-transform: uppercase\n\n margin: var(--sidebar-caption-space-above) 0 0 0\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n // If it has children, add a bit more padding to wrap the content to avoid\n // overlapping with the + +
@@ -130,7 +186,8 @@
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- +
+ + + + +
@@ -207,15 +270,15 @@
-
+
-

How-to Guides#

+

How-to Guides

-

How to save and resume long computation#

+

How to save and resume long computation

RandomState is pickleable. Pickling allows to save and restore the internal state of the pseudo-random number generators.

-
Saving state of pseudo-random basic random number generators#
+
Saving state of pseudo-random basic random number generators
    import numpy as np
     import mkl_random
     import pickle
@@ -241,7 +304,7 @@ 
How to save and resume long computation
-
Stochastic computations in parallel with multiprocessing#

+
Stochastic computations in parallel with multiprocessing

 
When performing stochastic computations in parallel, care is due to ensure
 statistical independence of samples drawn in parallel.

 
Basic quasi-random number generators provide different means to accomplishing
@@ -251,7 +314,7 @@ 
Stochastic computations in parallel with multiprocessing
 

-skipahead(nskips)#

+skipahead(nskips)
 
Advance the state of the generator using skip-ahead method, or raise ValueError
 exception if not supported.

 
The argument nskips must be a positive Python integer.

@@ -269,7 +332,7 @@ 
Stochastic computations in parallel with multiprocessing
 

-leapfrog(k, nstreams)#

+leapfrog(k, nstreams)
 
Initialize the state of the generator using leap-frog method, or raise ValueError
 exception if not supported.

 
The leap-frog method partitions state tragectory into nstream interleaved non-overlapping
@@ -367,9 +430,9 @@ 
Stochastic computations in parallel with multiprocessing
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diff --git a/index.html b/index.html
index 5289472..74b8b64 100644
--- a/index.html
+++ b/index.html
@@ -5,11 +5,11 @@
     
 
 
-    
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         mkl_random 1.2.5 documentation
       
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           Back to top
         
         

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+

 

             
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-        

+        

           

-
mkl_random: random numbers fast#

+
mkl_random: random numbers fast

 
mkl_random is Python package exposing pseudo-random and
 non-deterministic
 random  number generators and sampling from continuous and discrete distribution available in
@@ -314,9 +377,10 @@ 

     
   

 

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-    
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\ No newline at end of file
diff --git a/maintenance/index.html b/maintenance/index.html
index 4d35178..47b7cda 100644
--- a/maintenance/index.html
+++ b/maintenance/index.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         Contributing - mkl_random 1.2.5 documentation
       
-    
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+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
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     Dark mode
     
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     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
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+  
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-
Contributing#

+
Contributing

 
mkl_random is an free and open source project.
 We welcome and appreciate your contributions.

 
To contribute, fork the repo https://github.com/IntelPython/mkl_random.git,
 clone it:

 

-
How to clone the repo#

+
How to clone the repo

 
     git clone https://github.com/<fork-org>/mkl_random.git
 

 

@@ -233,7 +296,7 @@ 
Contributing${MKLROOT}/include/mkl.h and ${MKLROOT}/lib/libmkl_rt.so
 can be found.

 

-
Building mkl_random#

+
Building mkl_random

 
   $ export MKLROOT=</path/to/mkl>
    python setup.py develop
 

@@ -241,14 +304,14 @@ 
Contributingpytest, and run

 

-
Running mkl_random test suite#

+
Running mkl_random test suite

 
   python -m pytest mkl_random/tests
 

 

 

 
To build documentation, install dependencies and running

 

-
Building mkl_random documentation#

+
Building mkl_random documentation

 
   $ sphinx-build -M html docs/source docs/build
 

 

@@ -298,9 +361,9 @@ 
Contributing
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diff --git a/reference/api.html b/reference/api.html
index f16896c..643611e 100644
--- a/reference/api.html
+++ b/reference/api.html
@@ -5,11 +5,11 @@
     
 
 
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+    
         Class RandomState - mkl_random 1.2.5 documentation
       
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+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
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@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
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           Back to top
         
         

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-        

+        

           

-
Class RandomState#

+
Class RandomState

 

 

-class mkl_random.RandomState(seed=None, brng='MT19937')#

+class mkl_random.RandomState(seed=None, brng='MT19937')
 
Container for the Intel(R) MKL-powered (pseudo-)random number generators.

 
RandomState exposes a number of methods for generating random numbers
 drawn from a variety of probability distributions. In addition to the
@@ -254,7 +317,7 @@
 
MKL Documentation: https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl.html

 

 

-beta(a, b, size=None)#

+beta(a, b, size=None)
 
Draw samples from a Beta distribution.

 
The Beta distribution is a special case of the Dirichlet distribution
 and is related to the Gamma distribution.  It has the probability
@@ -293,7 +356,7 @@
 
 

 

-binomial(n, p, size=None)#

+binomial(n, p, size=None)
 
Draw samples from a binomial distribution.

 
Samples are drawn from a binomial distribution with specified
 parameters, n trials and p probability of success where
@@ -387,7 +450,7 @@
 
 

 

-bytes(length)#

+bytes(length)
 
Return random bytes.

 

 
Parameters:

@@ -409,7 +472,7 @@
 
 

 

-chisquare(df, size=None)#

+chisquare(df, size=None)
 
Draw samples from a chi-square distribution.

 
When df independent random variables, each with standard normal
 distributions (mean 0, variance 1), are squared and summed, the
@@ -476,11 +539,11 @@
 
 

 

-choice(a, size=None, replace=True, p=None)#

+choice(a, size=None, replace=True, p=None)
 
Generates a random sample from a given 1-D array

 

 

-
New in version 1.7.0.

+
Added in version 1.7.0.

 

 

 

@@ -552,7 +615,7 @@
 
 

 

-dirichlet(alpha, size=None)#

+dirichlet(alpha, size=None)
 
Draw samples from the Dirichlet distribution.

 
Draw size samples of dimension k from a Dirichlet distribution. A
 Dirichlet-distributed random variable can be seen as a multivariate
@@ -618,7 +681,7 @@
 
 

 

-exponential(scale=1.0, size=None)#

+exponential(scale=1.0, size=None)
 
Draw samples from an exponential distribution.

 
Its probability density function is

 

@@ -665,7 +728,7 @@
 
 

 

-f(dfnum, dfden, size=None)#

+f(dfnum, dfden, size=None)
 
Draw samples from an F distribution.

 
Samples are drawn from an F distribution with specified parameters,
 dfnum (degrees of freedom in numerator) and dfden (degrees of
@@ -747,7 +810,7 @@
 
 

 

-gamma(shape, scale=1.0, size=None)#

+gamma(shape, scale=1.0, size=None)
 
Draw samples from a Gamma distribution.

 
Samples are drawn from a Gamma distribution with specified parameters,
 shape (sometimes designated “k”) and scale (sometimes designated
@@ -822,7 +885,7 @@
 
 

 

-geometric(p, size=None)#

+geometric(p, size=None)
 
Draw samples from the geometric distribution.

 
Bernoulli trials are experiments with one of two outcomes:
 success or failure (an example of such an experiment is flipping
@@ -867,7 +930,7 @@
 
 

 

-get_state()#

+get_state()
 
Return a tuple representing the internal state of the generator.

 
For more details, see set_state.

 

@@ -899,7 +962,7 @@
 
 

 

-gumbel(loc=0.0, scale=1.0, size=None)#

+gumbel(loc=0.0, scale=1.0, size=None)
 
Draw samples from a Gumbel distribution.

 
Draw samples from a Gumbel distribution with specified location and
 scale.  For more information on the Gumbel distribution, see
@@ -1006,7 +1069,7 @@
 
 

 

-hypergeometric(ngood, nbad, nsample, size=None)#

+hypergeometric(ngood, nbad, nsample, size=None)
 
Draw samples from a Hypergeometric distribution.

 
Samples are drawn from a hypergeometric distribution with specified
 parameters, ngood (ways to make a good selection), nbad (ways to make
@@ -1096,7 +1159,7 @@
 
 

 

-laplace(loc=0.0, scale=1.0, size=None)#

+laplace(loc=0.0, scale=1.0, size=None)
 
Draw samples from the Laplace or double exponential distribution with
 specified location (or mean) and scale (decay).

 
The Laplace distribution is similar to the Gaussian/normal distribution,
@@ -1183,7 +1246,7 @@
 
 

 

-leapfrog(k, nstreams)#

+leapfrog(k, nstreams)
 
Initializes the current state generator using leap-frog method,
 if supported for the basic random pseudo-random number generation
 algorithm.

@@ -1191,15 +1254,15 @@
 
 

 

-logistic(loc=0.0, scale=1.0, size=None)#

+logistic(loc=0.0, scale=1.0, size=None)
 
Draw samples from a logistic distribution.

 
Samples are drawn from a logistic distribution with specified
 parameters, loc (location or mean, also median), and scale (>0).

 

 
Parameters:

 
    
-
  • loc (float) – 
    • 
-
  • scale (float > 0.) – 
    • 
+
  • loc (float)
    • 
+
  • scale (float > 0.)
    • 
 
  • size (int or tuple of ints, optional) – Output shape.  If the given shape is, e.g., (m, n, k), then
 m * n * k samples are drawn.  Default is None, in which case a
 single value is returned.
    • 
@@ -1270,7 +1333,7 @@
 
 
    
 
    
-lognormal(mean=0.0, sigma=1.0, size=None, method='ICDF')#
    
+lognormal(mean=0.0, sigma=1.0, size=None, method='ICDF')
 
    Draw samples from a log-normal distribution.
    
 
    Draw samples from a log-normal distribution with specified mean,
 standard deviation, and array shape.  Note that the mean and standard
@@ -1386,15 +1449,15 @@
 
 
    
 
    
-logseries(p, size=None)#
    
+logseries(p, size=None)
 
    Draw samples from a logarithmic series distribution.
    
 
    Samples are drawn from a log series distribution with specified
 shape parameter, 0 < p < 1.
    
 
    
 
    Parameters:
    
 
      
-
    • loc (float) – 
      • 
-
    • scale (float > 0.) – 
      • 
+
    • loc (float)
      • 
+
    • scale (float > 0.)
      • 
 
    • size (int or tuple of ints, optional) – Output shape.  If the given shape is, e.g., (m, n, k), then
 m * n * k samples are drawn.  Default is None, in which case a
 single value is returned.
      • 
@@ -1471,7 +1534,7 @@
 
 
      
 
      
-multinomial(n, pvals, size=None, method='ICDF')#
      
+multinomial(n, pvals, size=None, method='ICDF')
 
      Draw samples from a multinomial distribution.
      
 
      The multinomial distribution is a multivariate generalisation of the
 binomial distribution.  Take an experiment with one of p
@@ -1544,7 +1607,7 @@
 
 
      
 
      
-multinormal_cholesky(mean, ch, size=None, method=0)#
      
+multinormal_cholesky(mean, ch, size=None, method=0)
 
      multivariate_normal(mean, ch, size=None, method=’ICDF’)
      
 
      Draw random samples from a multivariate normal distribution.
      
 
      The multivariate normal, multinormal or Gaussian distribution is a
@@ -1647,7 +1710,7 @@
 
 
      
 
      
-multivariate_normal(mean, cov[, size])#
      
+multivariate_normal(mean, cov[, size])
 
      Draw random samples from a multivariate normal distribution.
      
 
      The multivariate normal, multinormal or Gaussian distribution is a
 generalization of the one-dimensional normal distribution to higher
@@ -1746,7 +1809,7 @@
 
 
      
 
      
-negative_binomial(n, p, size=None)#
      
+negative_binomial(n, p, size=None)
 
      Draw samples from a negative binomial distribution.
      
 
      Samples are drawn from a negative binomial distribution with specified
 parameters, n trials and p probability of success where n is an
@@ -1813,7 +1876,7 @@
 
 
      
 
      
-noncentral_chisquare(df, nonc, size=None)#
      
+noncentral_chisquare(df, nonc, size=None)
 
      Draw samples from a noncentral chi-square distribution.
      
 
      The noncentral \(\chi^2\) distribution is a generalisation of
 the \(\chi^2\) distribution.
      
@@ -1888,7 +1951,7 @@
 
 
      
 
      
-noncentral_f(dfnum, dfden, nonc, size=None)#
      
+noncentral_f(dfnum, dfden, nonc, size=None)
 
      Draw samples from the noncentral F distribution.
      
 
      Samples are drawn from an F distribution with specified parameters,
 dfnum (degrees of freedom in numerator) and dfden (degrees of
@@ -1954,7 +2017,7 @@
 
 
      
 
      
-normal(loc=0.0, scale=1.0, size=None, method='ICDF')#
      
+normal(loc=0.0, scale=1.0, size=None, method='ICDF')
 
      Draw random samples from a normal (Gaussian) distribution.
      
 
      The probability density function of the normal distribution, first
 derived by De Moivre and 200 years later by both Gauss and Laplace
@@ -2042,7 +2105,7 @@
 
 
      
 
      
-pareto(a, size=None)#
      
+pareto(a, size=None)
 
      Draw samples from a Pareto II or Lomax distribution with
 specified shape.
      
 
      The Lomax or Pareto II distribution is a shifted Pareto
@@ -2137,7 +2200,7 @@
 
 
      
 
      
-permutation(x)#
      
+permutation(x)
 
      Randomly permute a sequence, or return a permuted range.
      
 
      If x is a multi-dimensional array, it is only shuffled along its
 first index.
      
@@ -2174,7 +2237,7 @@
 
 
      
 
      
-poisson(lam=1.0, size=None, method='POISNORM')#
      
+poisson(lam=1.0, size=None, method='POISNORM')
 
      Draw samples from a Poisson distribution.
      
 
      The Poisson distribution is the limit of the binomial distribution
 for large N.
      
@@ -2244,7 +2307,7 @@
 
 
      
 
      
-power(a, size=None)#
      
+power(a, size=None)
 
      Draws samples in [0, 1] from a power distribution with positive
 exponent a - 1.
      
 
      Also known as the power function distribution.
      
@@ -2342,7 +2405,7 @@
 
 
      
 
      
-rand(d0, d1, ..., dn)#
      
+rand(d0, d1, ..., dn)
 
      Random values in a given shape.
      
 
      Create an array of the given shape and propagate it with
 random samples from a uniform distribution
@@ -2386,7 +2449,7 @@
 
 
      
 
      
-randint(low, high=None, size=None, dtype=int)#
      
+randint(low, high=None, size=None, dtype=int)
 
      Return random integers from low (inclusive) to high (exclusive).
      
 
      Return random integers from the “discrete uniform” distribution of
 the specified dtype in the “half-open” interval [low, high). If
@@ -2407,7 +2470,7 @@
 and a specific precision may have different C types depending
 on the platform. The default value is ‘np.int’.
      
 
      
-
      New in version 1.11.0.
      
+
      Added in version 1.11.0.
      
 
      
 
      
 
    
@@ -2444,7 +2507,7 @@
 
 
    
 
    
-randint_untyped(low, high=None, size=None, dtype=int)#
    
+randint_untyped(low, high=None, size=None, dtype=int)
 
    Return random integers from low (inclusive) to high (exclusive).
    
 
    Return random integers from the “discrete uniform” distribution of
 the specified dtype in the “half-open” interval [low, high). If
@@ -2494,7 +2557,7 @@
 
 
    
 
    
-randn(d0, d1, ..., dn)#
    
+randn(d0, d1, ..., dn)
 
    Return a sample (or samples) from the “standard normal” distribution.
    
 
    If positive, int_like or int-convertible arguments are provided,
 randn generates an array of shape (d0, d1, ..., dn), filled
@@ -2552,7 +2615,7 @@
 
 
    
 
    
-random_integers(low, high=None, size=None)#
    
+random_integers(low, high=None, size=None)
 
    Random integers of type np.int between low and high, inclusive.
    
 
    Return random integers of type np.int from the “discrete uniform”
 distribution in the closed interval [low, high].  If high is
@@ -2631,7 +2694,7 @@
 
 
    
 
    
-random_sample(size=None)#
    
+random_sample(size=None)
 
    Return random floats in the half-open interval [0.0, 1.0).
    
 
    Results are from the “continuous uniform” distribution over the
 stated interval.  To sample \(Unif[a, b), b > a\) multiply
@@ -2673,7 +2736,7 @@
 
 
    
 
    
-rayleigh(scale=1.0, size=None)#
    
+rayleigh(scale=1.0, size=None)
 
    Draw samples from a Rayleigh distribution.
    
 
    The \(\chi\) and Weibull distributions are generalizations of the
 Rayleigh.
    
@@ -2732,7 +2795,7 @@
 
 
    
 
    
-seed(seed=None, brng=None)#
    
+seed(seed=None, brng=None)
 
    Seed the generator.
    
 
    This method is called when RandomState is initialized. It can be
 called again to re-seed the generator. For details, see RandomState.
    
@@ -2762,7 +2825,7 @@
 
 
    
 
    
-set_state(state)#
    
+set_state(state)
 
    Set the internal state of the generator from a tuple.
    
 
    For use if one has reason to manually (re-)set the internal state of the
 chosen pseudo-random number generating algorithm.
    
@@ -2801,7 +2864,7 @@
 
 
    
 
    
-shuffle(x)#
    
+shuffle(x)
 
    Modify a sequence in-place by shuffling its contents.
    
 
    
 
    Parameters:
    
@@ -2832,7 +2895,7 @@
 
 
    
 
    
-skipahead(nskips)#
    
+skipahead(nskips)
 
    Initializes the current state generator using skip-ahead method,
 if supported for the basic random pseudo-random number generation
 algorithm.
    
@@ -2840,7 +2903,7 @@
 
 
    
 
    
-standard_cauchy(size=None)#
    
+standard_cauchy(size=None)
 
    Draw samples from a standard Cauchy distribution with mode = 0.
    
 
    Also known as the Lorentz distribution.
    
 
    
@@ -2905,7 +2968,7 @@
 
 
    
 
    
-standard_exponential(size=None)#
    
+standard_exponential(size=None)
 
    Draw samples from the standard exponential distribution.
    
 
    standard_exponential is identical to the exponential distribution
 with a scale parameter of 1.
    
@@ -2931,7 +2994,7 @@
 
 
    
 
    
-standard_gamma(shape, size=None)#
    
+standard_gamma(shape, size=None)
 
    Draw samples from a standard Gamma distribution.
    
 
    Samples are drawn from a Gamma distribution with specified parameters,
 shape (sometimes designated “k”) and scale=1.
    
@@ -3004,7 +3067,7 @@
 
 
    
 
    
-standard_normal(size=None, method='ICDF')#
    
+standard_normal(size=None, method='ICDF')
 
    Draw samples from a standard Normal distribution (mean=0, stdev=1).
    
 
    
 
    Parameters:
    
@@ -3039,7 +3102,7 @@
 
 
    
 
    
-standard_t(df, size=None)#
    
+standard_t(df, size=None)
 
    Draw samples from a standard Student’s t distribution with df degrees
 of freedom.
    
 
    A special case of the hyperbolic distribution.  As df gets
@@ -3127,7 +3190,7 @@
 
 
    
 
    
-tomaxint(size=None)#
    
+tomaxint(size=None)
 
    Random integers between 0 and sys.maxint, inclusive.
    
 
    Return a sample of uniformly distributed random integers in the interval
 [0, sys.maxint].
    
@@ -3174,7 +3237,7 @@
 
 
    
 
    
-triangular(left, mode, right, size=None)#
    
+triangular(left, mode, right, size=None)
 
    Draw samples from the triangular distribution.
    
 
    The triangular distribution is a continuous probability
 distribution with lower limit left, peak at mode, and upper
@@ -3233,7 +3296,7 @@
 
 
    
 
    
-uniform(low=0.0, high=1.0, size=None)#
    
+uniform(low=0.0, high=1.0, size=None)
 
    Draw samples from a uniform distribution.
    
 
    Samples are uniformly distributed over the half-open interval
 [low, high) (includes low, but excludes high).  In other words,
@@ -3304,7 +3367,7 @@
 
 
    
 
    
-vonmises(mu, kappa, size=None)#
    
+vonmises(mu, kappa, size=None)
 
    Draw samples from a von Mises distribution.
    
 
    Samples are drawn from a von Mises distribution with specified mode
 (mu) and dispersion (kappa), on the interval [-pi, pi].
    
@@ -3384,7 +3447,7 @@
 
 
    
 
    
-wald(mean, scale, size=None)#
    
+wald(mean, scale, size=None)
 
    Draw samples from a Wald, or inverse Gaussian, distribution.
    
 
    As the scale approaches infinity, the distribution becomes more like a
 Gaussian. Some references claim that the Wald is an inverse Gaussian
@@ -3451,7 +3514,7 @@
 
 
    
 
    
-weibull(a, size=None)#
    
+weibull(a, size=None)
 
    Draw samples from a Weibull distribution.
    
 
    Draw samples from a 1-parameter Weibull distribution with the given
 shape parameter a.
    
@@ -3545,7 +3608,7 @@
 
 
    
 
    
-zipf(a, size=None)#
    
+zipf(a, size=None)
 
    Draw samples from a Zipf distribution.
    
 
    Samples are drawn from a Zipf distribution with specified parameter
 a > 1.
    
@@ -3742,10 +3805,10 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
     
 
\ No newline at end of file
diff --git a/reference/ars5.html b/reference/ars5.html
index 967d741..69ee2a6 100644
--- a/reference/ars5.html
+++ b/reference/ars5.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         ARS5 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
ARS5 brng#

+
ARS5 brng

 
The ARS5 counter-based pseudo-random number generator based on AES encryption algorithm can be
 initialized with either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for ARS5 basic pseudo-random number generator with scalar seed#

+
Construction for ARS5 basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="ars5")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for ARS5 basic pseudo-random number generator with vector seed#

+
Construction for ARS5 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="ars5")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for ARS5 basic pseudo-random number generator with automatic seed#

+
Construction for ARS5 basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="ars5")
 
@@ -298,9 +361,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/index.html b/reference/index.html
index d4f87c4..aafa797 100644
--- a/reference/index.html
+++ b/reference/index.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         mkl_random APIs - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
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           Back to top
         
         

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+          

+  
+    
+    
+  
+

 

             
@@ -207,9 +270,9 @@
             
           
         

-        

+        

           

-
mkl_random APIs#

+
mkl_random APIs

 
The class mkl_random.RandomState exposes sampling from probability distributions while supporting
 different streams of randomness, also known as basic random number generators.

 
The basic random number generator is chosen by specifying brng keyword argument to the constructor of mkl.RandomState class.

@@ -281,9 +344,10 @@ 

     
   

 

-    
+    
     
-    
-    
+    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/mcg31.html b/reference/mcg31.html
index 5c42750..e7d70ce 100644
--- a/reference/mcg31.html
+++ b/reference/mcg31.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         MCG31 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
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           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
MCG31 brng#

+
MCG31 brng

 
The 31-bit multiplicative congruential pseudo-random number generator \(mcg(1132489760, 2^{31} -1)\) can be
 initialized with  either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for MCG31 basic random pseudo-number generator with scalar seed#

+
Construction for MCG31 basic random pseudo-number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="MCG31")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for MCG31 basic pseudo-random number generator with vector seed#

+
Construction for MCG31 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="MCG31")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for MCG31 basic pseudo-random number generator with automatic seed#

+
Construction for MCG31 basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="MCG31")
 
@@ -298,10 +361,10 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
     
 
\ No newline at end of file
diff --git a/reference/mcg59.html b/reference/mcg59.html
index ea875e3..998b718 100644
--- a/reference/mcg59.html
+++ b/reference/mcg59.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         MCG59 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
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           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
MCG59 brng#

+
MCG59 brng

 
The 59-bit multiplicative congruential pseudo-random number generator can be
 initialized with  either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for MCG31 basic pseudo-random number generator with scalar seed#

+
Construction for MCG31 basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="MCG59")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for MCG31 basic pseudo-random number generator with vector seed#

+
Construction for MCG31 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="MCG59")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for MCG31 basic pseudo-random number generator with automatic seed#

+
Construction for MCG31 basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="MCG59")
 
@@ -298,9 +361,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/mrg32k3a.html b/reference/mrg32k3a.html
index 6b9c5f5..5222bea 100644
--- a/reference/mrg32k3a.html
+++ b/reference/mrg32k3a.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         MRG32k3a brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
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-        

+        

           

-
MRG32k3a brng#

+
MRG32k3a brng

 
The combined multiple recursive pseudo-random number generator MRG32k3a can be
 initialized with  either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for MRG32k3a basic pseudo-random number generator with scalar seed#

+
Construction for MRG32k3a basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="MRG32k3a")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for MRG32k3a basic pseudo-random number generator with vector seed#

+
Construction for MRG32k3a basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="MRG32k3a")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for MRG32k3a basic psuedo-random number generator with automatic seed#

+
Construction for MRG32k3a basic psuedo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="MRG32k3a")
 
@@ -298,9 +361,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/mt19937.html b/reference/mt19937.html
index b5850cb..5cb1f25 100644
--- a/reference/mt19937.html
+++ b/reference/mt19937.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         MT19937 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
MT19937 brng#

+
MT19937 brng

 
The Mersenne Twister pseudo-random number generator can be initialized with either an integral seed,
 a list of integral seeds, or automatically.

 

-
Construction for MT19937 basic pseudo-random number generator with scalar seed#

+
Construction for MT19937 basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="MT19937")
 
@@ -223,7 +286,7 @@
 

 

 

-
Construction for MT19937 basic pseudo-random number generator with vector seed#

+
Construction for MT19937 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="MT19937")
 
@@ -234,7 +297,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for MT19937 basic pseudo-random number generator with automatic seed#

+
Construction for MT19937 basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="MT19937")
 
@@ -296,9 +359,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/mt2203.html b/reference/mt2203.html
index dfaa3cc..b37a481 100644
--- a/reference/mt2203.html
+++ b/reference/mt2203.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         MT2203 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,15 +270,15 @@
             
           
         

-        

+        

           

-
MT2203 brng#

+
MT2203 brng

 
Each generator from the set of 6024 Mersenne Twister pseudorandom number generators can be
 initialized with either an integral seed, a list of integral seeds, or automatically.

 
An individual member of the set can be addressed by using a tuple to specify the generator
 brng=("MT2203", set_id) where \(0 \leq \text{set_id} < 6024\).

 

-
Construction for MT2203 basic psuedo-random number generator with scalar seed#

+
Construction for MT2203 basic psuedo-random number generator with scalar seed

 
    import mkl_random
     seed = 777
     # initialize representative generator from the set
@@ -232,7 +295,7 @@
 

 

 

-
Construction for MT2203 basic psuedo-random number generator with vector seed#

+
Construction for MT2203 basic psuedo-random number generator with vector seed

 
    import mkl_random
     rs = mkl_random.RandomState([1234, 567, 89, 0], brng=("MT2203", 6023))
 
@@ -244,7 +307,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for MT2203 basic psuedo-random number generator with automatic seed#

+
Construction for MT2203 basic psuedo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="MT2203")
 
@@ -309,10 +372,10 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
     
 
\ No newline at end of file
diff --git a/reference/nondeterministic.html b/reference/nondeterministic.html
index 0dbb19c..2420004 100644
--- a/reference/nondeterministic.html
+++ b/reference/nondeterministic.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         Nondeterm brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,16 +270,16 @@
             
           
         

-        

+        

           

-
Nondeterm brng#

+
Nondeterm brng

 
The generator with non-deterministic source of randomness, such as a hardware device, requires no seeding.

 

 
Note

 
This basic random number generator should not be used if reproducibility of stochastic simulation is required.

 

 

-
Construction for non-deterministic basic random number generator#

+
Construction for non-deterministic basic random number generator

 
    import mkl_random
     rs = mkl_random.RandomState(brng="nondeterm")
 
@@ -280,9 +343,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/philox4x32x10.html b/reference/philox4x32x10.html
index c148582..d777c79 100644
--- a/reference/philox4x32x10.html
+++ b/reference/philox4x32x10.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         Philox4x32x10 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
Philox4x32x10 brng#

+
Philox4x32x10 brng

 
The Philox 4x32x10 counter-based pseudo-random number generator can be
 initialized with  either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for Philox4x32x10 basic pseudo-random number generator with scalar seed#

+
Construction for Philox4x32x10 basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="philox4x32x10")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for Philox4x32x10 basic pseudo-random number generator with vector seed#

+
Construction for Philox4x32x10 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="philox4x32x10")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for Philox4x32x10 basic pseudo random number generator with automatic seed#

+
Construction for Philox4x32x10 basic pseudo random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="philox4x32x10")
 
@@ -298,9 +361,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/r250.html b/reference/r250.html
index fd0c6e0..fa5c392 100644
--- a/reference/r250.html
+++ b/reference/r250.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         R250 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
R250 brng#

+
R250 brng

 
The 32-bit generalized feedback shift register pseudo-random number generator GFSR(250,103) can be
 initialized with  either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for R250 basic pseudo-random number generator with scalar seed#

+
Construction for R250 basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="R250")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for R250 basic pseudo-random number generator with vector seed#

+
Construction for R250 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="R250")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for R250 basic pseudo-random number generator with automatic seed#

+
Construction for R250 basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="R250")
 
@@ -298,9 +361,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/sfmt19937.html b/reference/sfmt19937.html
index d93328e..c1a1c33 100644
--- a/reference/sfmt19937.html
+++ b/reference/sfmt19937.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         SFMT19937 brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,13 +270,13 @@
             
           
         

-        

+        

           

-
SFMT19937 brng#

+
SFMT19937 brng

 
The SIMD-oriented Mersenne Twister pseudo-random number generator can be initialized with
 either an integral seed, a list of integral seeds, or automatically.

 

-
Construction for SFMT19937 basic pseudo-random number generator with scalar seed#

+
Construction for SFMT19937 basic pseudo-random number generator with scalar seed

 
    import mkl_random
     rs = mkl_random.RandomState(1234, brng="SFMT19937")
 
@@ -224,7 +287,7 @@
 

 

 

-
Construction for SFMT19937 basic pseudo-random number generator with vector seed#

+
Construction for SFMT19937 basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs_vec = mkl_random.RandomState([1234, 567, 89, 0], brng="SFMT19937")
 
@@ -236,7 +299,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for SFMT19937 basic pseudo-random number generator with automatic seed#

+
Construction for SFMT19937 basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="SFMT19937")
 
@@ -298,9 +361,9 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
 
\ No newline at end of file
diff --git a/reference/wichmann_hill.html b/reference/wichmann_hill.html
index bca4c91..bf35a64 100644
--- a/reference/wichmann_hill.html
+++ b/reference/wichmann_hill.html
@@ -5,11 +5,11 @@
     
 
 
-    
+    
         Wichmann-Hill brng - mkl_random 1.2.5 documentation
       
-    
-    
+    
+    
     
     
     
@@ -69,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -84,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -92,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -102,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -113,6 +167,8 @@
   
 
 
+
+
 
 
 

@@ -130,7 +186,8 @@
       

         
@@ -193,11 +250,17 @@
           Back to top
         
         

-          
+          

+  
+    
+    
+  
+

 

             
@@ -207,16 +270,16 @@
             
           
         

-        

+        

           

-
Wichmann-Hill brng#

+
Wichmann-Hill brng

 
Each generator from the set of 273 Wichmann-Hill’s combined multiplicative congruential
 generators can be initialized with  either an integral seed, a list of integral seeds,
 or automatically.

 
An individual member of the set can be addressed by using a tuple to specify the generator as
 brng=("WH", set_id) where \(0 \leq \text{set_id} < 273\).

 

-
Construction for WH basic psuedo-random number generator with scalar seed#

+
Construction for WH basic psuedo-random number generator with scalar seed

 
    import mkl_random
     seed = 777
     # initialize representative generator from the set
@@ -233,7 +296,7 @@
 

 

 

-
Construction for WH basic pseudo-random number generator with vector seed#

+
Construction for WH basic pseudo-random number generator with vector seed

 
    import mkl_random
     rs = mkl_random.RandomState([1234, 567, 89, 0], brng=("WH", 200))
 
@@ -245,7 +308,7 @@
 

 
When seed is not specified, the generator is initialized using system clock, e.g.:

 

-
Construction for WH basic pseudo-random number generator with automatic seed#

+
Construction for WH basic pseudo-random number generator with automatic seed

 
    import mkl_random
     rs_def = mkl_random.RandomState(brng="WH")
 
@@ -310,10 +373,10 @@
     
   

 

-    
+    
     
-    
-    
+    
+    
     
     
 
\ No newline at end of file
diff --git a/search.html b/search.html
index 47a2ebe..bcc6af9 100644
--- a/search.html
+++ b/search.html
@@ -1,12 +1,15 @@
 
 
-  
+  
+
     
     
 
-    Search - mkl_random 1.2.5 documentation
-    
-    
+    
+
+Search - mkl_random 1.2.5 documentation
+    
+    
     
     
     
@@ -66,7 +69,7 @@
   
     Light mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
       
       
       
@@ -81,7 +84,7 @@
   
     Dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
       
       
     
@@ -89,7 +92,7 @@
   
     Auto light/dark mode
     
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow">
       
       
       
@@ -99,6 +102,60 @@
       
     
   
+  
+    Auto light/dark, in light mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    Auto light/dark, in dark mode
+    
+      
+      
+      
+      
+      
+      
+      
+      
+      
+      
+    
+  
+  
+    
+      
+      
+      
+      
+  
+  
+    
+      
+      
+      
+      
+      
+    
+  
 
 
 
@@ -110,6 +167,8 @@
   
 
 
+
+
 
 
 

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diff --git a/searchindex.js b/searchindex.js
index c838817..77adff9 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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         Beginner’s guide - mkl_random 1.2.5 documentation
       
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Beginner’s guide#

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Beginner’s guide

 

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Installation#

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Installation

 
The package mkl_random is available in conda ecosystem on “conda-forge”, “main”, and
 “intel” channels (i.e. locations).

 

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Install mkl_random from conda-forge channel#

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Install mkl_random from conda-forge channel

 
    $ conda install -c conda-forge mkl_random
 

 

 

 

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Install mkl_random from intel channel#

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Install mkl_random from intel channel

 
    $ conda install -c intel mkl_random
 

 

 

 

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Install mkl_random from default channel main#

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Install mkl_random from default channel main

 
    $ conda install mkl_random
 

 

 

 
The package can also be installed via pip package manager, either from central Python package index (PyPI) repository, or from index maintained by Intel(R):

 

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Install mkl_random using pip from intel channel on Anaconda#

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Install mkl_random using pip from intel channel on Anaconda

 
$ pip install -i https://pypi.anaconda.org/intel/simple mkl_random
 

 

 

 

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Install mkl_random using pip from PyPI#

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Install mkl_random using pip from PyPI

 
$ pip install mkl_random
 

 

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Installationmkl_random is also distributed as part of Intel(R) Distribution for Python*.

 

 

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First steps#

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First steps

 
The mkl_random package has followed the design of numpy.random package to
 make mkl_random easy to use for those already familiar with the numpy.random module.

 

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First stepsmkl_random.RandomState class,
 so using mkl_random begins with creating an instance of this class:

 

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Construct random number generator#

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Construct random number generator

 
    import mkl_random
     rs = mkl_random.RandomState(seed=1234)
 

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First steps
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Generate one million variates from standard continuous uniform distribution#

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Generate one million variates from standard continuous uniform distribution

 
    s = rs.uniform(0, 1, size=1_000_000)
 

 

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First steps\(\pi\) by using Monte-Carlo method:

 

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Using Monte-Carlo method to estimate value of pi#

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Using Monte-Carlo method to estimate value of pi

 
    import numpy as np
     import mkl_random
 
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First steps
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Sample output after executing above script#

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Sample output after executing above script

 
    $ python pi.py
     Pi estimate:  3.14167732
 

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First steps
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Pseudo-random vs. non-deterministic generators#

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Pseudo-random vs. non-deterministic generators

 
Stochastic computations often need to work with independent samples
 from either the same probability distribution, or a set of probability
 distributions of interest.

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Pseudo-random vs. non-deterministic generators
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