+
+ Read the Docs
+ v: ${config.versions.current.slug}
+
+
+
+ ${renderLanguages(config)}
+ ${renderVersions(config)}
+ ${renderDownloads(config)}
+
+ On Read the Docs
+
+ Project Home
+
+
+ Builds
+
+
+ Downloads
+
+
+
+ Search
+
+
+
+
+
+
+ Hosted by Read the Docs
+
+
+
+ `;
+
+ // Inject the generated flyout into the body HTML element.
+ document.body.insertAdjacentHTML("beforeend", flyout);
+
+ // Trigger the Read the Docs Addons Search modal when clicking on the "Search docs" input from inside the flyout.
+ document
+ .querySelector("#flyout-search-form")
+ .addEventListener("focusin", () => {
+ const event = new CustomEvent("readthedocs-search-show");
+ document.dispatchEvent(event);
+ });
+ })
+}
+
+if (themeLanguageSelector || themeVersionSelector) {
+ function onSelectorSwitch(event) {
+ const option = event.target.selectedIndex;
+ const item = event.target.options[option];
+ window.location.href = item.dataset.url;
+ }
+
+ document.addEventListener("readthedocs-addons-data-ready", function (event) {
+ const config = event.detail.data();
+
+ const versionSwitch = document.querySelector(
+ "div.switch-menus > div.version-switch",
+ );
+ if (themeVersionSelector) {
+ let versions = config.versions.active;
+ if (config.versions.current.hidden || config.versions.current.type === "external") {
+ versions.unshift(config.versions.current);
+ }
+ const versionSelect = `
+
+ ${versions
+ .map(
+ (version) => `
+
+ ${version.slug}
+ `,
+ )
+ .join("\n")}
+
+ `;
+
+ versionSwitch.innerHTML = versionSelect;
+ versionSwitch.firstElementChild.addEventListener("change", onSelectorSwitch);
+ }
+
+ const languageSwitch = document.querySelector(
+ "div.switch-menus > div.language-switch",
+ );
+
+ if (themeLanguageSelector) {
+ if (config.projects.translations.length) {
+ // Add the current language to the options on the selector
+ let languages = config.projects.translations.concat(
+ config.projects.current,
+ );
+ languages = languages.sort((a, b) =>
+ a.language.name.localeCompare(b.language.name),
+ );
+
+ const languageSelect = `
+
+ ${languages
+ .map(
+ (language) => `
+
+ ${language.language.name}
+ `,
+ )
+ .join("\n")}
+
+ `;
+
+ languageSwitch.innerHTML = languageSelect;
+ languageSwitch.firstElementChild.addEventListener("change", onSelectorSwitch);
+ }
+ else {
+ languageSwitch.remove();
+ }
+ }
+ });
+}
+
+document.addEventListener("readthedocs-addons-data-ready", function (event) {
+ // Trigger the Read the Docs Addons Search modal when clicking on "Search docs" input from the topnav.
+ document
+ .querySelector("[role='search'] input")
+ .addEventListener("focusin", () => {
+ const event = new CustomEvent("readthedocs-search-show");
+ document.dispatchEvent(event);
+ });
+});
\ No newline at end of file
diff --git a/.sphinx/_build/html/_static/language_data.js b/.sphinx/_build/html/_static/language_data.js
new file mode 100644
index 000000000..250f5665f
--- /dev/null
+++ b/.sphinx/_build/html/_static/language_data.js
@@ -0,0 +1,199 @@
+/*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * 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.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+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 */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+ var step2list = {
+ ational: 'ate',
+ tional: 'tion',
+ enci: 'ence',
+ anci: 'ance',
+ izer: 'ize',
+ bli: 'ble',
+ alli: 'al',
+ entli: 'ent',
+ eli: 'e',
+ ousli: 'ous',
+ ization: 'ize',
+ ation: 'ate',
+ ator: 'ate',
+ alism: 'al',
+ iveness: 'ive',
+ fulness: 'ful',
+ ousness: 'ous',
+ aliti: 'al',
+ iviti: 'ive',
+ biliti: 'ble',
+ logi: 'log'
+ };
+
+ var step3list = {
+ icate: 'ic',
+ ative: '',
+ alize: 'al',
+ iciti: 'ic',
+ ical: 'ic',
+ ful: '',
+ ness: ''
+ };
+
+ var c = "[^aeiou]"; // consonant
+ var v = "[aeiouy]"; // vowel
+ var C = c + "[^aeiouy]*"; // consonant sequence
+ var V = v + "[aeiou]*"; // vowel sequence
+
+ var mgr0 = "^(" + C + ")?" + V + C; // [C]VC... is m>0
+ var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$"; // [C]VC[V] is m=1
+ var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1
+ var s_v = "^(" + C + ")?" + v; // vowel in stem
+
+ this.stemWord = function (w) {
+ var stem;
+ var suffix;
+ var firstch;
+ var origword = w;
+
+ if (w.length < 3)
+ return w;
+
+ var re;
+ var re2;
+ var re3;
+ var re4;
+
+ firstch = w.substr(0,1);
+ if (firstch == "y")
+ w = firstch.toUpperCase() + w.substr(1);
+
+ // Step 1a
+ re = /^(.+?)(ss|i)es$/;
+ re2 = /^(.+?)([^s])s$/;
+
+ if (re.test(w))
+ w = w.replace(re,"$1$2");
+ else if (re2.test(w))
+ w = w.replace(re2,"$1$2");
+
+ // Step 1b
+ re = /^(.+?)eed$/;
+ re2 = /^(.+?)(ed|ing)$/;
+ if (re.test(w)) {
+ var fp = re.exec(w);
+ re = new RegExp(mgr0);
+ if (re.test(fp[1])) {
+ re = /.$/;
+ w = w.replace(re,"");
+ }
+ }
+ else if (re2.test(w)) {
+ var fp = re2.exec(w);
+ stem = fp[1];
+ re2 = new RegExp(s_v);
+ if (re2.test(stem)) {
+ w = stem;
+ re2 = /(at|bl|iz)$/;
+ re3 = new RegExp("([^aeiouylsz])\\1$");
+ re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+ if (re2.test(w))
+ w = w + "e";
+ else if (re3.test(w)) {
+ re = /.$/;
+ w = w.replace(re,"");
+ }
+ else if (re4.test(w))
+ w = w + "e";
+ }
+ }
+
+ // Step 1c
+ re = /^(.+?)y$/;
+ if (re.test(w)) {
+ var fp = re.exec(w);
+ stem = fp[1];
+ re = new RegExp(s_v);
+ if (re.test(stem))
+ w = stem + "i";
+ }
+
+ // Step 2
+ re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+ if (re.test(w)) {
+ var fp = re.exec(w);
+ stem = fp[1];
+ suffix = fp[2];
+ re = new RegExp(mgr0);
+ if (re.test(stem))
+ w = stem + step2list[suffix];
+ }
+
+ // Step 3
+ re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+ if (re.test(w)) {
+ var fp = re.exec(w);
+ stem = fp[1];
+ suffix = fp[2];
+ re = new RegExp(mgr0);
+ if (re.test(stem))
+ w = stem + step3list[suffix];
+ }
+
+ // Step 4
+ re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+ re2 = /^(.+?)(s|t)(ion)$/;
+ if (re.test(w)) {
+ var fp = re.exec(w);
+ stem = fp[1];
+ re = new RegExp(mgr1);
+ if (re.test(stem))
+ w = stem;
+ }
+ else if (re2.test(w)) {
+ var fp = re2.exec(w);
+ stem = fp[1] + fp[2];
+ re2 = new RegExp(mgr1);
+ if (re2.test(stem))
+ w = stem;
+ }
+
+ // Step 5
+ re = /^(.+?)e$/;
+ if (re.test(w)) {
+ var fp = re.exec(w);
+ stem = fp[1];
+ re = new RegExp(mgr1);
+ re2 = new RegExp(meq1);
+ re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+ if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+ w = stem;
+ }
+ re = /ll$/;
+ re2 = new RegExp(mgr1);
+ if (re.test(w) && re2.test(w)) {
+ re = /.$/;
+ w = w.replace(re,"");
+ }
+
+ // and turn initial Y back to y
+ if (firstch == "y")
+ w = firstch.toLowerCase() + w.substr(1);
+ return w;
+ }
+}
+
diff --git a/.sphinx/_build/html/_static/minus.png b/.sphinx/_build/html/_static/minus.png
new file mode 100644
index 000000000..d96755fda
Binary files /dev/null and b/.sphinx/_build/html/_static/minus.png differ
diff --git a/.sphinx/_build/html/_static/plus.png b/.sphinx/_build/html/_static/plus.png
new file mode 100644
index 000000000..7107cec93
Binary files /dev/null and b/.sphinx/_build/html/_static/plus.png differ
diff --git a/.sphinx/_build/html/_static/pygments.css b/.sphinx/_build/html/_static/pygments.css
new file mode 100644
index 000000000..84ab3030a
--- /dev/null
+++ b/.sphinx/_build/html/_static/pygments.css
@@ -0,0 +1,75 @@
+pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #9C6500 } /* Comment.Preproc */
+.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
+.highlight .gr { color: #E40000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #008400 } /* Generic.Inserted */
+.highlight .go { color: #717171 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #687822 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #767600 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #A45A77 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/.sphinx/_build/html/_static/searchtools.js b/.sphinx/_build/html/_static/searchtools.js
new file mode 100644
index 000000000..97d56a74d
--- /dev/null
+++ b/.sphinx/_build/html/_static/searchtools.js
@@ -0,0 +1,566 @@
+/*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+ var Scorer = {
+ // Implement the following function to further tweak the score for each result
+ // The function takes a result array [docname, title, anchor, descr, score, filename]
+ // and returns the new score.
+ /*
+ score: result => {
+ const [docname, title, anchor, descr, score, filename] = result
+ return score
+ },
+ */
+
+ // query matches the full name of an object
+ objNameMatch: 11,
+ // or matches in the last dotted part of the object name
+ objPartialMatch: 6,
+ // Additive scores depending on the priority of the object
+ objPrio: {
+ 0: 15, // used to be importantResults
+ 1: 5, // used to be objectResults
+ 2: -5, // used to be unimportantResults
+ },
+ // Used when the priority is not in the mapping.
+ objPrioDefault: 0,
+
+ // query found in title
+ title: 15,
+ partialTitle: 7,
+ // query found in terms
+ term: 5,
+ partialTerm: 2,
+ };
+}
+
+const _removeChildren = (element) => {
+ while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+ string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms) => {
+ const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+ const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT;
+ const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+ const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+ const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+
+ const [docName, title, anchor, descr, score, _filename] = item;
+
+ let listItem = document.createElement("li");
+ let requestUrl;
+ let linkUrl;
+ if (docBuilder === "dirhtml") {
+ // dirhtml builder
+ let dirname = docName + "/";
+ if (dirname.match(/\/index\/$/))
+ dirname = dirname.substring(0, dirname.length - 6);
+ else if (dirname === "index/") dirname = "";
+ requestUrl = docUrlRoot + dirname;
+ linkUrl = requestUrl;
+ } else {
+ // normal html builders
+ requestUrl = docUrlRoot + docName + docFileSuffix;
+ linkUrl = docName + docLinkSuffix;
+ }
+ let linkEl = listItem.appendChild(document.createElement("a"));
+ linkEl.href = linkUrl + anchor;
+ linkEl.dataset.score = score;
+ linkEl.innerHTML = title;
+ if (descr)
+ listItem.appendChild(document.createElement("span")).innerHTML =
+ " (" + descr + ")";
+ else if (showSearchSummary)
+ fetch(requestUrl)
+ .then((responseData) => responseData.text())
+ .then((data) => {
+ if (data)
+ listItem.appendChild(
+ Search.makeSearchSummary(data, searchTerms)
+ );
+ });
+ Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+ Search.stopPulse();
+ Search.title.innerText = _("Search Results");
+ if (!resultCount)
+ Search.status.innerText = Documentation.gettext(
+ "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+ );
+ else
+ Search.status.innerText = _(
+ `Search finished, found ${resultCount} page(s) matching the search query.`
+ );
+};
+const _displayNextItem = (
+ results,
+ resultCount,
+ searchTerms
+) => {
+ // results left, load the summary and display it
+ // this is intended to be dynamic (don't sub resultsCount)
+ if (results.length) {
+ _displayItem(results.pop(), searchTerms);
+ setTimeout(
+ () => _displayNextItem(results, resultCount, searchTerms),
+ 5
+ );
+ }
+ // search finished, update title and status message
+ else _finishSearch(resultCount);
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+ var splitQuery = (query) => query
+ .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+ .filter(term => term) // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+ _index: null,
+ _queued_query: null,
+ _pulse_status: -1,
+
+ htmlToText: (htmlString) => {
+ const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+ htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+ const docContent = htmlElement.querySelector('[role="main"]');
+ if (docContent !== undefined) 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."
+ );
+ return "";
+ },
+
+ init: () => {
+ const query = new URLSearchParams(window.location.search).get("q");
+ document
+ .querySelectorAll('input[name="q"]')
+ .forEach((el) => (el.value = query));
+ if (query) Search.performSearch(query);
+ },
+
+ loadIndex: (url) =>
+ (document.body.appendChild(document.createElement("script")).src = url),
+
+ setIndex: (index) => {
+ Search._index = index;
+ if (Search._queued_query !== null) {
+ const query = Search._queued_query;
+ Search._queued_query = null;
+ Search.query(query);
+ }
+ },
+
+ hasIndex: () => Search._index !== null,
+
+ deferQuery: (query) => (Search._queued_query = query),
+
+ stopPulse: () => (Search._pulse_status = -1),
+
+ startPulse: () => {
+ if (Search._pulse_status >= 0) return;
+
+ const pulse = () => {
+ Search._pulse_status = (Search._pulse_status + 1) % 4;
+ Search.dots.innerText = ".".repeat(Search._pulse_status);
+ if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+ };
+ pulse();
+ },
+
+ /**
+ * perform a search for something (or wait until index is loaded)
+ */
+ performSearch: (query) => {
+ // create the required interface elements
+ const searchText = document.createElement("h2");
+ searchText.textContent = _("Searching");
+ const searchSummary = document.createElement("p");
+ searchSummary.classList.add("search-summary");
+ searchSummary.innerText = "";
+ const searchList = document.createElement("ul");
+ searchList.classList.add("search");
+
+ const out = document.getElementById("search-results");
+ Search.title = out.appendChild(searchText);
+ Search.dots = Search.title.appendChild(document.createElement("span"));
+ Search.status = out.appendChild(searchSummary);
+ Search.output = out.appendChild(searchList);
+
+ const searchProgress = document.getElementById("search-progress");
+ // Some themes don't use the search progress node
+ if (searchProgress) {
+ searchProgress.innerText = _("Preparing search...");
+ }
+ Search.startPulse();
+
+ // index already loaded, the browser was quick!
+ if (Search.hasIndex()) Search.query(query);
+ 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;
+
+ // stem the search terms and add them to the correct list
+ const stemmer = new Stemmer();
+ const searchTerms = new Set();
+ const excludedTerms = new Set();
+ const highlightTerms = new Set();
+ const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+ splitQuery(query.trim()).forEach((queryTerm) => {
+ const queryTermLower = queryTerm.toLowerCase();
+
+ // maybe skip this "word"
+ // stopwords array is from language_data.js
+ if (
+ stopwords.indexOf(queryTermLower) !== -1 ||
+ queryTerm.match(/^\d+$/)
+ )
+ return;
+
+ // stem the word
+ let word = stemmer.stemWord(queryTermLower);
+ // select the correct list
+ if (word[0] === "-") excludedTerms.add(word.substr(1));
+ else {
+ searchTerms.add(word);
+ highlightTerms.add(queryTermLower);
+ }
+ });
+
+ if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js
+ localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+ }
+
+ // console.debug("SEARCH: searching for:");
+ // console.info("required: ", [...searchTerms]);
+ // console.info("excluded: ", [...excludedTerms]);
+
+ // array of [docname, title, anchor, descr, score, filename]
+ let results = [];
+ _removeChildren(document.getElementById("search-progress"));
+
+ const queryLower = query.toLowerCase();
+ for (const [title, foundTitles] of Object.entries(allTitles)) {
+ if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+ for (const [file, id] of foundTitles) {
+ let score = Math.round(100 * queryLower.length / title.length)
+ results.push([
+ docNames[file],
+ titles[file] !== title ? `${titles[file]} > ${title}` : title,
+ id !== null ? "#" + id : "",
+ null,
+ score,
+ filenames[file],
+ ]);
+ }
+ }
+ }
+
+ // 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([
+ docNames[file],
+ titles[file],
+ id ? "#" + id : "",
+ null,
+ score,
+ filenames[file],
+ ]);
+ }
+ }
+ }
+
+ // lookup as object
+ objectTerms.forEach((term) =>
+ results.push(...Search.performObjectSearch(term, objectTerms))
+ );
+
+ // lookup as search terms in fulltext
+ results.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;
+ });
+
+ // remove duplicate search results
+ // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+ let seen = new Set();
+ results = results.reverse().reduce((acc, result) => {
+ let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+ if (!seen.has(resultStr)) {
+ acc.push(result);
+ seen.add(resultStr);
+ }
+ return acc;
+ }, []);
+
+ results = results.reverse();
+
+ // for debugging
+ //Search.lastresults = results.slice(); // a copy
+ // console.info("search results:", Search.lastresults);
+
+ // print the results
+ _displayNextItem(results, results.length, searchTerms);
+ },
+
+ /**
+ * search for object names
+ */
+ performObjectSearch: (object, objectTerms) => {
+ const filenames = Search._index.filenames;
+ const docNames = Search._index.docnames;
+ const objects = Search._index.objects;
+ const objNames = Search._index.objnames;
+ const titles = Search._index.titles;
+
+ const results = [];
+
+ const objectSearchCallback = (prefix, match) => {
+ const name = match[4]
+ const fullname = (prefix ? prefix + "." : "") + name;
+ const fullnameLower = fullname.toLowerCase();
+ if (fullnameLower.indexOf(object) < 0) return;
+
+ let score = 0;
+ const parts = fullnameLower.split(".");
+
+ // check for different match types: exact matches of full name or
+ // "last name" (i.e. last dotted part)
+ if (fullnameLower === object || parts.slice(-1)[0] === object)
+ score += Scorer.objNameMatch;
+ else if (parts.slice(-1)[0].indexOf(object) > -1)
+ score += Scorer.objPartialMatch; // matches in last name
+
+ const objName = objNames[match[1]][2];
+ const title = titles[match[0]];
+
+ // If more than one term searched for, we require other words to be
+ // found in the name/title/description
+ const otherTerms = new Set(objectTerms);
+ otherTerms.delete(object);
+ if (otherTerms.size > 0) {
+ const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+ if (
+ [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+ )
+ return;
+ }
+
+ let anchor = match[3];
+ if (anchor === "") anchor = fullname;
+ else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+ const descr = objName + _(", in ") + title;
+
+ // add custom score for some objects according to scorer
+ if (Scorer.objPrio.hasOwnProperty(match[2]))
+ score += Scorer.objPrio[match[2]];
+ else score += Scorer.objPrioDefault;
+
+ results.push([
+ docNames[match[0]],
+ fullname,
+ "#" + anchor,
+ descr,
+ score,
+ filenames[match[0]],
+ ]);
+ };
+ Object.keys(objects).forEach((prefix) =>
+ objects[prefix].forEach((array) =>
+ objectSearchCallback(prefix, array)
+ )
+ );
+ return results;
+ },
+
+ /**
+ * search for full-text terms in the index
+ */
+ performTermsSearch: (searchTerms, excludedTerms) => {
+ // prepare search
+ const terms = Search._index.terms;
+ const titleTerms = Search._index.titleterms;
+ const filenames = Search._index.filenames;
+ const docNames = Search._index.docnames;
+ const titles = Search._index.titles;
+
+ const scoreMap = new Map();
+ const fileMap = new Map();
+
+ // perform the search on the required terms
+ searchTerms.forEach((word) => {
+ const files = [];
+ const arr = [
+ { files: terms[word], score: Scorer.term },
+ { files: titleTerms[word], score: Scorer.title },
+ ];
+ // 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 });
+ });
+ }
+
+ // no match but word was a required one
+ if (arr.every((record) => record.files === undefined)) return;
+
+ // found search word in contents
+ arr.forEach((record) => {
+ if (record.files === undefined) return;
+
+ let recordFiles = record.files;
+ if (recordFiles.length === undefined) recordFiles = [recordFiles];
+ files.push(...recordFiles);
+
+ // set score for the word in each file
+ recordFiles.forEach((file) => {
+ if (!scoreMap.has(file)) scoreMap.set(file, {});
+ scoreMap.get(file)[word] = record.score;
+ });
+ });
+
+ // 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]);
+ });
+ });
+
+ // now check if the files don't contain excluded terms
+ const results = [];
+ for (const [file, wordList] of fileMap) {
+ // check if all requirements are matched
+
+ // as search terms with length < 3 are discarded
+ const filteredTermCount = [...searchTerms].filter(
+ (term) => term.length > 2
+ ).length;
+ if (
+ wordList.length !== searchTerms.size &&
+ wordList.length !== filteredTermCount
+ )
+ continue;
+
+ // ensure that none of the excluded terms is in the search result
+ if (
+ [...excludedTerms].some(
+ (term) =>
+ terms[term] === file ||
+ titleTerms[term] === file ||
+ (terms[term] || []).includes(file) ||
+ (titleTerms[term] || []).includes(file)
+ )
+ )
+ break;
+
+ // select one (max) score for the file.
+ const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+ // add result to the result list
+ results.push([
+ docNames[file],
+ titles[file],
+ "",
+ null,
+ score,
+ filenames[file],
+ ]);
+ }
+ return results;
+ },
+
+ /**
+ * helper function to return a node containing the
+ * search summary for a given text. keywords is a list
+ * of stemmed words.
+ */
+ makeSearchSummary: (htmlText, keywords) => {
+ const text = Search.htmlToText(htmlText);
+ if (text === "") return null;
+
+ const textLower = text.toLowerCase();
+ const actualStartPosition = [...keywords]
+ .map((k) => textLower.indexOf(k.toLowerCase()))
+ .filter((i) => i > -1)
+ .slice(-1)[0];
+ const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+ const top = startWithContext === 0 ? "" : "...";
+ const tail = startWithContext + 240 < text.length ? "..." : "";
+
+ let summary = document.createElement("p");
+ summary.classList.add("context");
+ summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+ return summary;
+ },
+};
+
+_ready(Search.init);
diff --git a/.sphinx/_build/html/_static/sphinx_highlight.js b/.sphinx/_build/html/_static/sphinx_highlight.js
new file mode 100644
index 000000000..aae669d7e
--- /dev/null
+++ b/.sphinx/_build/html/_static/sphinx_highlight.js
@@ -0,0 +1,144 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+ if (node.nodeType === Node.TEXT_NODE) {
+ const val = node.nodeValue;
+ const parent = node.parentNode;
+ const pos = val.toLowerCase().indexOf(text);
+ if (
+ pos >= 0 &&
+ !parent.classList.contains(className) &&
+ !parent.classList.contains("nohighlight")
+ ) {
+ let span;
+
+ const closestNode = parent.closest("body, svg, foreignObject");
+ const isInSVG = closestNode && closestNode.matches("svg");
+ if (isInSVG) {
+ span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+ } else {
+ span = document.createElement("span");
+ span.classList.add(className);
+ }
+
+ span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+ parent.insertBefore(
+ span,
+ parent.insertBefore(
+ document.createTextNode(val.substr(pos + text.length)),
+ node.nextSibling
+ )
+ );
+ node.nodeValue = val.substr(0, pos);
+
+ if (isInSVG) {
+ const rect = document.createElementNS(
+ "http://www.w3.org/2000/svg",
+ "rect"
+ );
+ const bbox = parent.getBBox();
+ rect.x.baseVal.value = bbox.x;
+ rect.y.baseVal.value = bbox.y;
+ rect.width.baseVal.value = bbox.width;
+ rect.height.baseVal.value = bbox.height;
+ rect.setAttribute("class", className);
+ addItems.push({ parent: parent, target: rect });
+ }
+ }
+ } else if (node.matches && !node.matches("button, select, textarea")) {
+ node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+ }
+};
+const _highlightText = (thisNode, text, className) => {
+ let addItems = [];
+ _highlight(thisNode, addItems, text, className);
+ addItems.forEach((obj) =>
+ obj.parent.insertAdjacentElement("beforebegin", obj.target)
+ );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+ /**
+ * highlight the search words provided in localstorage in the text
+ */
+ highlightSearchWords: () => {
+ if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight
+
+ // get and clear terms from localstorage
+ const url = new URL(window.location);
+ const highlight =
+ localStorage.getItem("sphinx_highlight_terms")
+ || url.searchParams.get("highlight")
+ || "";
+ localStorage.removeItem("sphinx_highlight_terms")
+ url.searchParams.delete("highlight");
+ window.history.replaceState({}, "", url);
+
+ // get individual terms from highlight string
+ const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+ if (terms.length === 0) return; // nothing to do
+
+ // There should never be more than one element matching "div.body"
+ const divBody = document.querySelectorAll("div.body");
+ const body = divBody.length ? divBody[0] : document.querySelector("body");
+ window.setTimeout(() => {
+ terms.forEach((term) => _highlightText(body, term, "highlighted"));
+ }, 10);
+
+ const searchBox = document.getElementById("searchbox");
+ if (searchBox === null) return;
+ searchBox.appendChild(
+ document
+ .createRange()
+ .createContextualFragment(
+ '
' +
+ '' +
+ _("Hide Search Matches") +
+ "
"
+ )
+ );
+ },
+
+ /**
+ * helper function to hide the search marks again
+ */
+ hideSearchWords: () => {
+ document
+ .querySelectorAll("#searchbox .highlight-link")
+ .forEach((el) => el.remove());
+ document
+ .querySelectorAll("span.highlighted")
+ .forEach((el) => el.classList.remove("highlighted"));
+ localStorage.removeItem("sphinx_highlight_terms")
+ },
+
+ initEscapeListener: () => {
+ // only install a listener if it is really needed
+ if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+ document.addEventListener("keydown", (event) => {
+ // bail for input elements
+ if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+ // bail with special keys
+ if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+ if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+ SphinxHighlight.hideSearchWords();
+ event.preventDefault();
+ }
+ });
+ },
+};
+
+_ready(SphinxHighlight.highlightSearchWords);
+_ready(SphinxHighlight.initEscapeListener);
diff --git a/.sphinx/_build/html/api/codecs.html b/.sphinx/_build/html/api/codecs.html
new file mode 100644
index 000000000..ed55d65a0
--- /dev/null
+++ b/.sphinx/_build/html/api/codecs.html
@@ -0,0 +1,174 @@
+
+
+
+
+
+
+
+
+
Codecs — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+Codecs
+Codecs in MLServer handle the encoding and decoding of requests and responses
+between different content types. They provide a flexible way to handle various
+data formats and serialization methods.
+The codecs module provides:
+
+Input Codecs : For decoding incoming requests
Output Codecs : For encoding outgoing responses
Request Codecs : For handling complete request/response cycles
Utility Functions : For working with encoded/decoded data
+
+Codec Interface
+All codecs implement a common interface that allows MLServer to:
+
+Detect if a codec can handle a specific content type
Decode incoming data into Python objects
Encode Python objects into the appropriate format
Validate data structures and types
+
+
+Built-in Codecs
+MLServer comes with several built-in codecs for common formats:
+
+JSON : For JSON-formatted data
Numpy : For NumPy arrays
Pandas : For Pandas DataFrames
String : For plain text data
Base64 : For binary data encoded as base64
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.sphinx/_build/html/api/metrics.html b/.sphinx/_build/html/api/metrics.html
new file mode 100644
index 000000000..2b0d315f6
--- /dev/null
+++ b/.sphinx/_build/html/api/metrics.html
@@ -0,0 +1,160 @@
+
+
+
+
+
+
+
+
+
Metrics — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+Metrics
+The metrics module provides utilities for collecting and exposing metrics
+from MLServer instances. This includes performance metrics, health checks,
+and operational statistics.
+
+Metrics Collection
+MLServer automatically collects various metrics including:
+
+Request Counts : Number of requests processed
Response Times : Latency measurements
Error Rates : Failed request statistics
Model Performance : Inference-specific metrics
Resource Usage : CPU, memory, and GPU utilization
+
+
+Prometheus Integration
+Metrics are exposed in Prometheus format and can be scraped by monitoring
+systems for alerting and visualization.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.sphinx/_build/html/api/model.html b/.sphinx/_build/html/api/model.html
new file mode 100644
index 000000000..83ba38212
--- /dev/null
+++ b/.sphinx/_build/html/api/model.html
@@ -0,0 +1,148 @@
+
+
+
+
+
+
+
+
+
MLModel — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+MLModel
+The MLModel
+The bulk of its public interface are the load() unload() predict()
+When writing custom runtimes, this class should be
+extended to implement your own load and predict logic .
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.sphinx/_build/html/api/reference.html b/.sphinx/_build/html/api/reference.html
new file mode 100644
index 000000000..24ad4083c
--- /dev/null
+++ b/.sphinx/_build/html/api/reference.html
@@ -0,0 +1,210 @@
+
+
+
+
+
+
+
+
+
Python API — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+Python API
+MLServer can be installed as a Python package, which exposes a public
+framework that can be used to build custom inference runtimes and codecs.
+Below, you can find the main reference for the Python API exposed by the
+MLServer framework.
+
+
+Core Components
+The MLServer framework consists of several key components:
+
+MLModel
+The base class for all custom inference runtimes. It exposes the main interface that MLServer will use to interact with ML models.
+
+
+Codecs
+Handlers for encoding and decoding requests and responses between different content types.
+
+
+Types
+Core data structures and types used throughout the MLServer framework.
+
+
+Metrics
+Utilities for collecting and exposing metrics from MLServer instances.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.sphinx/_build/html/api/types.html b/.sphinx/_build/html/api/types.html
new file mode 100644
index 000000000..6e5bcbe2f
--- /dev/null
+++ b/.sphinx/_build/html/api/types.html
@@ -0,0 +1,163 @@
+
+
+
+
+
+
+
+
+
Types — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+Types
+The types module contains the core data structures and types used throughout
+the MLServer framework. These types define the structure of requests, responses,
+and metadata that MLServer uses internally.
+
+Core Data Structures
+The main types include:
+
+InferenceRequest : Represents an incoming inference request
InferenceResponse : Represents an outgoing inference response
RequestInput : Individual input data within a request
ResponseOutput : Individual output data within a response
MetadataTensor : Metadata describing input/output tensors
Parameters : Additional parameters for requests/responses
+
+
+Type Safety
+All types are designed to work with Python’s type system and provide
+proper validation and serialization capabilities.
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.sphinx/_build/html/genindex.html b/.sphinx/_build/html/genindex.html
new file mode 100644
index 000000000..be1580e3b
--- /dev/null
+++ b/.sphinx/_build/html/genindex.html
@@ -0,0 +1,168 @@
+
+
+
+
+
+
+
+
Index — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+
Index
+
+
+
M
+
+
+
+ mlserver.codecs
+
+
+
+ mlserver.metrics
+
+
+
+ mlserver.model
+
+
+
+
+ mlserver.types
+
+
+
+ module
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.sphinx/_build/html/index.html b/.sphinx/_build/html/index.html
new file mode 100644
index 000000000..767a73f05
--- /dev/null
+++ b/.sphinx/_build/html/index.html
@@ -0,0 +1,328 @@
+
+
+
+
+
+
+
+
+
MLServer — MLServer Documentation
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ MLServer
+
+
+
+
+
+
+
+
+
+
+
+MLServer
+An open source inference server for your machine learning models.
+
+
+Overview
+MLServer aims to provide an easy way to start serving your machine learning
+models through a REST and gRPC interface, fully compliant with KFServing’s V2
+Dataplane
+spec. Watch a quick video introducing the project here .
+
+Multi-model serving, letting users run multiple models within the same
+process.
Ability to run inference in parallel for vertical
+scaling
+across multiple models through a pool of inference workers.
Support for adaptive
+batching ,
+to group inference requests together on the fly.
Scalability with deployment in Kubernetes native frameworks, including
+Seldon Core and
+KServe (formerly known as KFServing) , where
+MLServer is the core Python inference server used to serve machine learning
+models.
Support for the standard V2 Inference Protocol on
+both the gRPC and REST flavours, which has been standardised and adopted by
+various model serving frameworks.
+You can read more about the goals of this project on the initial design
+document .
+
+
+Usage
+You can install the mlserver
+
+Note that to use any of the optional inference runtimes ,
+you’ll need to install the relevant package.
+For example, to serve a scikit-learn mlserver-sklearn
+ install mlserver-sklearn
+
+
For further information on how to use MLServer, you can check any of the
+available examples .
+
+
+Inference Runtimes
+Inference runtimes allow you to define how your model should be used within
+MLServer.
+You can think of them as the backend glue between MLServer and your machine
+learning framework of choice.
+You can read more about inference runtimes in their documentation
+page .
+Out of the box, MLServer comes with a set of pre-packaged runtimes which let
+you interact with a subset of common frameworks.
+This allows you to start serving models saved in these frameworks straight
+away.
+However, it’s also possible to write custom
+runtimes
+Out of the box, MLServer provides support for:
+
+MLServer is licensed under the Apache License, Version 2.0. However please note that software used in conjunction with, or alongside, MLServer may be licensed under different terms. For example, Alibi Detect and Alibi Explain are both licensed under the Business Source License 1.1. For more information about the legal terms of products that are used in conjunction with or alongside MLServer, please refer to their respective documentation.
+
+
+Supported Python Versions
+🔴 Unsupported
+🟠 Deprecated: To be removed in a future version
+🟢 Supported
+🔵 Untested
+
+
+Python Version
Status
+
+3.7
🔴
3.8
🔴
3.9
🟢
3.10
🟢
3.11
🟢
3.12
🟢
3.13
🔴
+
+
+
+Examples
+To see MLServer in action, check out our full list of
+examples .
+You can find below a few selected examples showcasing how you can leverage
+MLServer to start serving your machine learning models.
+
+Serving a scikit-learn
Serving a xgboost
Serving a lightgbm
Serving a catboost
Serving a tempo
Serving a custom model
Serving an alibi-detect
Serving a HuggingFace
Multi-Model Serving with multiple frameworks
Loading / unloading models from a model repository
+
+
+Developer Guide
+
+Versioning
+Both the main mlserver inference runtimes
+packages try to follow the same versioning schema.
+To bump the version across all of them, you can use the
+./hack/update-version.sh
+We generally keep the version as a placeholder for an upcoming version.
+For example:
+ 0 .2.0.dev1
+
+
+
+Testing
+To run all of the tests for MLServer and the runtimes, use:
+
+To run run tests for a single file, use something like:
+ -e py3 -- tests/batch_processing/test_rest.py
+
+
+
+
+
+MLServer Documentation
+Welcome to the MLServer documentation. This documentation is built using Sphinx and optimized for GitBook deployment.
+
+
+
+
+
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Search — MLServer Documentation
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+# MLServer Sphinx Documentation (GitBook Optimized)
+
+This directory contains the Sphinx configuration for building MLServer documentation that is optimized for GitBook deployment.
+
+## Overview
+
+This setup follows the same approach as the main `docs/` folder but is specifically configured for:
+
+- **Sphinx + GitBook compatibility**: Outputs Markdown that works well with GitBook
+- **API documentation**: Auto-generated from the MLServer Python code
+- **Clean structure**: Organized documentation following the main docs approach
+
+## Structure
+
+```default
+.sphinx/
+├── conf.py # Sphinx configuration
+├── index.md # Main documentation index
+├── api/ # API documentation
+│ ├── reference.md # API overview
+│ ├── model.md # MLModel documentation
+│ ├── codecs.md # Codecs documentation
+│ ├── types.md # Types documentation
+│ └── metrics.md # Metrics documentation
+├── _static/ # Static assets
+│ └── css/
+│ └── custom.css # Custom styling
+├── Makefile # Build commands
+└── README.md # This file
+```
+
+## Building Documentation
+
+### Prerequisites
+
+Install the required dependencies:
+
+```bash
+make install-dev
+```
+
+### Build Commands
+
+- **HTML documentation**: `make html`
+- **GitBook Markdown**: `make gitbook`
+- **Development server**: `make start`
+- **Clean build**: `make clean`
+
+### GitBook Deployment
+
+To build for GitBook deployment:
+
+```bash
+make gitbook
+```
+
+This will generate Markdown files in `_build/markdown/` that can be used with GitBook.
+
+## Configuration
+
+The `conf.py` file is configured to:
+
+- Use the same extensions as the main docs
+- Output Markdown for GitBook compatibility
+- Auto-generate API documentation using autodoc2
+- Include proper styling and navigation
+
+## Differences from Main Docs
+
+This setup differs from the main `docs/` folder in that it:
+
+1. **Focuses on API documentation**: Primarily for reference material
+2. **GitBook optimized**: Outputs Markdown instead of HTML
+3. **Simplified structure**: Less content, more focused on code reference
+4. **Same approach**: Uses the same configuration patterns and extensions
+
+## Customization
+
+To customize the documentation:
+
+1. **Add new API modules**: Update `autodoc2_packages` in `conf.py`
+2. **Modify styling**: Edit `_static/css/custom.css`
+3. **Add content**: Create new `.md` files and update the toctree
+4. **Change theme**: Modify `html_theme_options` in `conf.py`
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diff --git a/.sphinx/_build/markdown/_static/js/rtd_search_config.js b/.sphinx/_build/markdown/_static/js/rtd_search_config.js
new file mode 100644
index 000000000..c512b4db3
--- /dev/null
+++ b/.sphinx/_build/markdown/_static/js/rtd_search_config.js
@@ -0,0 +1,2 @@
+
+var RTD_SEARCH_CONFIG = {"default_filter": "project:/", "filters": []};
\ No newline at end of file
diff --git a/.sphinx/_build/markdown/_static/js/rtd_sphinx_search.min.js b/.sphinx/_build/markdown/_static/js/rtd_sphinx_search.min.js
new file mode 100644
index 000000000..9bb6a075d
--- /dev/null
+++ b/.sphinx/_build/markdown/_static/js/rtd_sphinx_search.min.js
@@ -0,0 +1 @@
+"use strict";function _createForOfIteratorHelper(e,t){var r;if("undefined"==typeof Symbol||null==e[Symbol.iterator]){if(Array.isArray(e)||(r=_unsupportedIterableToArray(e))||t&&e&&"number"==typeof e.length){r&&(e=r);var n=0,t=function(){};return{s:t,n:function(){return n>=e.length?{done:!0}:{done:!1,value:e[n++]}},e:function(e){throw e},f:t}}throw new TypeError("Invalid attempt to iterate non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}var a,o=!0,l=!1;return{s:function(){r=e[Symbol.iterator]()},n:function(){var e=r.next();return o=e.done,e},e:function(e){l=!0,a=e},f:function(){try{o||null==r.return||r.return()}finally{if(l)throw a}}}}function _slicedToArray(e,t){return _arrayWithHoles(e)||_iterableToArrayLimit(e,t)||_unsupportedIterableToArray(e,t)||_nonIterableRest()}function _nonIterableRest(){throw new TypeError("Invalid attempt to destructure non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}function _unsupportedIterableToArray(e,t){if(e){if("string"==typeof e)return _arrayLikeToArray(e,t);var r=Object.prototype.toString.call(e).slice(8,-1);return"Map"===(r="Object"===r&&e.constructor?e.constructor.name:r)||"Set"===r?Array.from(e):"Arguments"===r||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(r)?_arrayLikeToArray(e,t):void 0}}function _arrayLikeToArray(e,t){(null==t||t>e.length)&&(t=e.length);for(var r=0,n=new Array(t);r
Searching ....",a.appendChild(e);return debounce(function(){updateUrl(),updateSearchBar();var e=t+"?"+new URLSearchParams(r).toString();fetch(e,{method:"GET"}).then(function(e){if(!e.ok)throw new Error;return e.json()}).then(function(e){var t;0
+```
+
+```{include} ../README.md
+:relative-docs: ./
+```
+
+# MLServer Documentation
+
+Welcome to the MLServer documentation. This documentation is built using Sphinx and optimized for GitBook deployment.
+
+## Quick Links
+
+- [API Reference](./api/reference) - Complete Python API documentation
+- [GitHub Repository](https://github.com/SeldonIO/MLServer/) - Source code and issues
+- [Main Documentation](https://mlserver.readthedocs.io/) - Full documentation with guides and examples
diff --git a/docs-gb/.doctrees/api/index.doctree b/docs-gb/.doctrees/api/index.doctree
new file mode 100644
index 000000000..68fb0ccf5
Binary files /dev/null and b/docs-gb/.doctrees/api/index.doctree differ
diff --git a/docs-gb/.doctrees/api/mlserver.codecs.doctree b/docs-gb/.doctrees/api/mlserver.codecs.doctree
new file mode 100644
index 000000000..5ae713cbc
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diff --git a/docs-gb/.doctrees/api/mlserver.metrics.doctree b/docs-gb/.doctrees/api/mlserver.metrics.doctree
new file mode 100644
index 000000000..65908f5e3
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diff --git a/docs-gb/.doctrees/api/mlserver.model.doctree b/docs-gb/.doctrees/api/mlserver.model.doctree
new file mode 100644
index 000000000..16428f9c0
Binary files /dev/null and b/docs-gb/.doctrees/api/mlserver.model.doctree differ
diff --git a/docs-gb/.doctrees/api/mlserver.types.doctree b/docs-gb/.doctrees/api/mlserver.types.doctree
new file mode 100644
index 000000000..04ce2cd9f
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diff --git a/docs-gb/.doctrees/api/reference.doctree b/docs-gb/.doctrees/api/reference.doctree
new file mode 100644
index 000000000..b23169d1c
Binary files /dev/null and b/docs-gb/.doctrees/api/reference.doctree differ
diff --git a/docs-gb/.doctrees/environment.pickle b/docs-gb/.doctrees/environment.pickle
new file mode 100644
index 000000000..381c24435
Binary files /dev/null and b/docs-gb/.doctrees/environment.pickle differ
diff --git a/docs-gb/.doctrees/index.doctree b/docs-gb/.doctrees/index.doctree
new file mode 100644
index 000000000..43ce6f924
Binary files /dev/null and b/docs-gb/.doctrees/index.doctree differ
diff --git a/docs-gb/SUMMARY.md b/docs-gb/SUMMARY.md
index 5dfd5c1bb..cb5a8e6c7 100644
--- a/docs-gb/SUMMARY.md
+++ b/docs-gb/SUMMARY.md
@@ -28,11 +28,18 @@
* [MLServer Settings](reference/settings.md)
* [Model Settings](reference/model-settings.md)
* [MLServer CLI](reference/cli.md)
- * [Python API](reference/python-api/README.md)
+
+
+* [API Reference](api/index.md)
+ * [Model](api/mlserver.model.md)
+ * [Codecs](api/mlserver.codecs.md)
+ * [Types](api/mlserver.types.md)
+ * [Metrics](api/mlserver.metrics.md)
+
* [Examples](examples/README.md)
* [Serving Scikit-Learn models](examples/sklearn/README.md)
* [Serving XGBoost models](examples/xgboost/README.md)
diff --git a/docs-gb/api/index.md b/docs-gb/api/index.md
new file mode 100644
index 000000000..a8669e0e3
--- /dev/null
+++ b/docs-gb/api/index.md
@@ -0,0 +1,6 @@
+# API Reference
+
+* [mlserver.model](mlserver.model.md)
+* [mlserver.codecs](mlserver.codecs.md)
+* [mlserver.types](mlserver.types.md)
+* [mlserver.metrics](mlserver.metrics.md)
diff --git a/docs-gb/api/mlserver.codecs.md b/docs-gb/api/mlserver.codecs.md
new file mode 100644
index 000000000..d38900314
--- /dev/null
+++ b/docs-gb/api/mlserver.codecs.md
@@ -0,0 +1 @@
+# mlserver.codecs
diff --git a/docs-gb/api/mlserver.metrics.md b/docs-gb/api/mlserver.metrics.md
new file mode 100644
index 000000000..98a62c0f7
--- /dev/null
+++ b/docs-gb/api/mlserver.metrics.md
@@ -0,0 +1 @@
+# mlserver.metrics
diff --git a/docs-gb/api/mlserver.model.md b/docs-gb/api/mlserver.model.md
new file mode 100644
index 000000000..640d23e33
--- /dev/null
+++ b/docs-gb/api/mlserver.model.md
@@ -0,0 +1 @@
+# mlserver.model
diff --git a/docs-gb/api/mlserver.types.md b/docs-gb/api/mlserver.types.md
new file mode 100644
index 000000000..aef470a4d
--- /dev/null
+++ b/docs-gb/api/mlserver.types.md
@@ -0,0 +1 @@
+# mlserver.types
diff --git a/docs-gb/api/reference.md b/docs-gb/api/reference.md
new file mode 100644
index 000000000..fc52563ff
--- /dev/null
+++ b/docs-gb/api/reference.md
@@ -0,0 +1,17 @@
+# API Reference
+
+# [`mlserver.model`](#module-mlserver.model)
+
+## Module Contents
+
+# [`mlserver.codecs`](#module-mlserver.codecs)
+
+## Submodules
+
+# [`mlserver.types`](#module-mlserver.types)
+
+## Submodules
+
+# [`mlserver.metrics`](#module-mlserver.metrics)
+
+## Submodules
diff --git a/docs-gb/index.md b/docs-gb/index.md
new file mode 100644
index 000000000..89e8cd736
--- /dev/null
+++ b/docs-gb/index.md
@@ -0,0 +1,13 @@
+# MLServer Docs (GitBook build)
+
+# Contents
+
+* [API Reference](api/reference.md)
+* [`mlserver.model`](api/reference.md#module-mlserver.model)
+ * [Module Contents](api/reference.md#module-contents)
+* [`mlserver.codecs`](api/reference.md#module-mlserver.codecs)
+ * [Submodules](api/reference.md#submodules)
+* [`mlserver.types`](api/reference.md#module-mlserver.types)
+ * [Submodules](api/reference.md#id1)
+* [`mlserver.metrics`](api/reference.md#module-mlserver.metrics)
+ * [Submodules](api/reference.md#id2)
diff --git a/docs-gb/reference/api/codecs.md b/docs-gb/reference/api/codecs.md
index 53e876a57..99acab8f8 100644
--- a/docs-gb/reference/api/codecs.md
+++ b/docs-gb/reference/api/codecs.md
@@ -15,9 +15,13 @@ or the {class}`RequestCodec ` base classes.
These define the interface to deal with input (outputs) and request (responses)
respectively.
-```{eval-rst}
-.. automodule:: mlserver.codecs
- :members: InputCodec, RequestCodec
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* InputCodec"
+:end-before: "### *class* RequestCodec"
+```
+
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* RequestCodec"
```
## Built-in Codecs
@@ -27,7 +31,37 @@ conversions.
You can learn more about these in the [](../../user-guide/content-type.md#available-content-types) section of
the docs.
-```{eval-rst}
-.. automodule:: mlserver.codecs
- :members: NumpyCodec, NumpyRequestCodec, StringCodec, StringRequestCodec, Base64Codec, DatetimeCodec, PandasCodec
+### NumPy Codecs
+
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* NumpyCodec"
+:end-before: "### *class* StringCodec"
+```
+
+### String Codecs
+
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* StringCodec"
+:end-before: "### *class* Base64Codec"
+```
+
+### Base64 Codec
+
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* Base64Codec"
+:end-before: "### *class* DatetimeCodec"
+```
+
+### Datetime Codec
+
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* DatetimeCodec"
+:end-before: "### *class* PandasCodec"
+```
+
+### Pandas Codec
+
+```{include} ../../api/mlserver.codecs.md
+:start-after: "### *class* PandasCodec"
+:end-before: "### *class* InputCodec"
```
diff --git a/mlserver/settings.py b/mlserver/settings.py
index 6c873ed7b..8c3c5b128 100644
--- a/mlserver/settings.py
+++ b/mlserver/settings.py
@@ -39,11 +39,6 @@
DEFAULT_ENVIRONMENTS_DIR = os.path.join(os.getcwd(), ".envs")
DEFAULT_METRICS_DIR = os.path.join(os.getcwd(), ".metrics")
-# Conditionally imported due to cyclic dependencies
-if TYPE_CHECKING:
- from ..model import MLModel
-
-
@contextmanager
def _extra_sys_path(extra_path: str):
sys.path.insert(0, extra_path)
@@ -473,4 +468,4 @@ def version(self) -> Optional[str]:
cache_enabled: bool = False
"""Enable caching for a specific model. This parameter can be used to disable
cache for a specific model, if the server level caching is enabled. If the
- server level caching is disabled, this parameter value will have no effect."""
+ server level caching is disabled, this parameter value will have no effect."""
\ No newline at end of file
