From 725d4c704f4c8acc64ddc2f379140235d72a722d Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Thu, 26 Oct 2023 19:16:28 +0000 Subject: [PATCH] delete history --- dev/api/index.html | 8 + dev/assets/documenter.js | 331 +++++++++++++++++++++++++ dev/assets/search.js | 267 ++++++++++++++++++++ dev/assets/themes/documenter-dark.css | 7 + dev/assets/themes/documenter-light.css | 9 + dev/assets/themeswap.js | 66 +++++ dev/assets/warner.js | 49 ++++ dev/index.html | 112 +++++++++ dev/search/index.html | 2 + dev/search_index.js | 3 + dev/siteinfo.js | 1 + index.html | 2 + versions.js | 5 + 13 files changed, 862 insertions(+) create mode 100644 dev/api/index.html create mode 100644 dev/assets/documenter.js create mode 100644 dev/assets/search.js create mode 100644 dev/assets/themes/documenter-dark.css create mode 100644 dev/assets/themes/documenter-light.css create mode 100644 dev/assets/themeswap.js create mode 100644 dev/assets/warner.js create mode 100644 dev/index.html create mode 100644 dev/search/index.html create mode 100644 dev/search_index.js create mode 100644 dev/siteinfo.js create mode 100644 index.html create mode 100644 versions.js diff --git a/dev/api/index.html b/dev/api/index.html new file mode 100644 index 0000000..7a1fa07 --- /dev/null +++ b/dev/api/index.html @@ -0,0 +1,8 @@ + +AdvancedMH.jl · AdvancedMH
Edit on GitHub

AdvancedMH.jl

Documentation for AdvancedMH.jl

Structs

AdvancedMH.MetropolisHastings — Type
MetropolisHastings{D}

MetropolisHastings has one field, proposal. proposal is a Proposal, NamedTuple of Proposal, or Array{Proposal} in the shape of your data. For example, if you wanted the sampler to return a NamedTuple with shape

x = (a = 1.0, b=3.8)

The proposal would be

proposal = (a=StaticProposal(Normal(0,1)), b=StaticProposal(Normal(0,1)))
+````
+
+Other allowed proposals are
+

p1 = StaticProposal(Normal(0,1)) p2 = StaticProposal([Normal(0,1), InverseGamma(2,3)]) p3 = StaticProposal((a=Normal(0,1), b=InverseGamma(2,3))) p4 = StaticProposal((x=1.0) -> Normal(x, 1))


+The sampler is constructed using
+

julia spl = MetropolisHastings(proposal) ```

When using MetropolisHastings with the function sample, the following keyword arguments are allowed:

  • init_params defines the initial parameterization for your model. If

none is given, the initial parameters will be drawn from the sampler's proposals.

  • param_names is a vector of strings to be assigned to parameters. This is only

used if chain_type=Chains.

  • chain_type is the type of chain you would like returned to you. Supported

types are chain_type=Chains if MCMCChains is imported, or chain_type=StructArray if StructArrays is imported.

source

Functions

Missing docstring.

Missing docstring for StaticMH. Check Documenter's build log for details.

Missing docstring.

Missing docstring for RWMH. Check Documenter's build log for details.

diff --git a/dev/assets/documenter.js b/dev/assets/documenter.js new file mode 100644 index 0000000..6adfbbb --- /dev/null +++ b/dev/assets/documenter.js @@ -0,0 +1,331 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fas", "fa-copy"); 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+ }); + // Close the dialog if X is clicked + $('#documenter-settings button.delete').click(function(){ + settings.removeClass('is-active'); + }); + // Close dialog if ESC is pressed + $(document).keyup(function(e) { + if (e.keyCode == 27) settings.removeClass('is-active'); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function() { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button") + sidebar_button.click(function(ev) { + ev.preventDefault(); + sidebar.toggleClass('visible'); + if (sidebar.hasClass('visible')) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind('click', function(ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass('visible')) { + sidebar.removeClass('visible'); 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+ } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function(x) { + target_href = version_selector_select.children("option:selected").get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if (typeof DOCUMENTER_CURRENT_VERSION !== 'undefined' && $('#version-selector > option').length == 0) { + var option = $(""); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== 'undefined') { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function(i,x){return x.text}); + DOC_VERSIONS.forEach(function(each) { + var version_url = documenterBaseURL + "/../" + each; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $(""); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}) + +}) diff --git a/dev/assets/search.js b/dev/assets/search.js new file mode 100644 index 0000000..c133f74 --- /dev/null +++ b/dev/assets/search.js @@ -0,0 +1,267 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'lunr': 'https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min', + 'lodash': 'https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', + } +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'lunr', 'lodash'], function($, lunr, _) { + +$(document).ready(function() { + // parseUri 1.2.2 + // (c) Steven Levithan + // MIT License + function parseUri (str) { + var o = parseUri.options, + m = o.parser[o.strictMode ? "strict" : "loose"].exec(str), + uri = {}, + i = 14; + + while (i--) uri[o.key[i]] = m[i] || ""; + + uri[o.q.name] = {}; + uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) { + if ($1) uri[o.q.name][$1] = $2; + }); + + return uri; + }; + parseUri.options = { + strictMode: false, + key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"], + q: { + name: "queryKey", + parser: /(?:^|&)([^&=]*)=?([^&]*)/g + }, + parser: { + strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/, + loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/ + } + }; + + $("#search-form").submit(function(e) { + e.preventDefault() + }) + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + lunr.stopWordFilter = lunr.generateStopWordFilter([ + 'a', + 'able', + 'about', + 'across', + 'after', + 'almost', + 'also', + 'am', + 'among', + 'an', + 'and', + 'are', + 'as', + 'at', + 'be', + 'because', + 'been', + 'but', + 'by', + 'can', + 'cannot', + 'could', + 'dear', + 'did', + 'does', + 'either', + 'ever', + 'every', + 'from', + 'got', + 'had', + 'has', + 'have', + 'he', + 'her', + 'hers', + 'him', + 'his', + 'how', + 'however', + 'i', + 'if', + 'into', + 'it', + 'its', + 'just', + 'least', + 'like', + 'likely', + 'may', + 'me', + 'might', + 'most', + 'must', + 'my', + 'neither', + 'no', + 'nor', + 'not', + 'of', + 'off', + 'often', + 'on', + 'or', + 'other', + 'our', + 'own', + 'rather', + 'said', + 'say', + 'says', + 'she', + 'should', + 'since', + 'so', + 'some', + 'than', + 'that', + 'the', + 'their', + 'them', + 'then', + 'there', + 'these', + 'they', + 'this', + 'tis', + 'to', + 'too', + 'twas', + 'us', + 'wants', + 'was', + 'we', + 'were', + 'what', + 'when', + 'who', + 'whom', + 'why', + 'will', + 'would', + 'yet', + 'you', + 'your' + ]) + + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!" + // would not find anything if searching for "add!", only for the entire qualification + lunr.tokenizer.separator = /[\s\-\.]+/ + + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + lunr.trimmer = function (token) { + return token.update(function (s) { + return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '') + }) + } + + lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter') + lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer') + + var index = lunr(function () { + this.ref('location') + this.field('title',{boost: 100}) + this.field('text') + documenterSearchIndex['docs'].forEach(function(e) { + this.add(e) + }, this) + }) + var store = {} + + documenterSearchIndex['docs'].forEach(function(e) { + store[e.location] = {title: e.title, category: e.category, page: e.page} + }) + + $(function(){ + searchresults = $('#documenter-search-results'); + searchinfo = $('#documenter-search-info'); + searchbox = $('#documenter-search-query'); + searchform = $('.docs-search'); + sidebar = $('.docs-sidebar'); + function update_search(querystring) { + tokens = lunr.tokenizer(querystring) + results = index.query(function (q) { + tokens.forEach(function (t) { + q.term(t.toString(), { + fields: ["title"], + boost: 100, + usePipeline: true, + editDistance: 0, + wildcard: lunr.Query.wildcard.NONE + }) + q.term(t.toString(), { + fields: ["title"], + boost: 10, + usePipeline: true, + editDistance: 2, + wildcard: lunr.Query.wildcard.NONE + }) + q.term(t.toString(), { + fields: ["text"], + boost: 1, + usePipeline: true, + editDistance: 0, + wildcard: lunr.Query.wildcard.NONE + }) + }) + }) + searchinfo.text("Number of results: " + results.length) + searchresults.empty() + results.forEach(function(result) { + data = store[result.ref] + link = $(''+data.title+'') + link.attr('href', documenterBaseURL+'/'+result.ref) + if (data.category != "page"){ + cat = $('('+data.category+', '+data.page+')') + } else { + cat = $('('+data.category+')') + } + li = $('
  • ').append(link).append(" ").append(cat) + searchresults.append(li) + }) + } + + function update_search_box() { + querystring = searchbox.val() + update_search(querystring) + } + + searchbox.keyup(_.debounce(update_search_box, 250)) + searchbox.change(update_search_box) + + // Disable enter-key form submission for the searchbox on the search page + // and just re-run search rather than refresh the whole page. + searchform.keypress( + function(event){ + if (event.which == '13') { + if (sidebar.hasClass('visible')) { + sidebar.removeClass('visible'); + } + update_search_box(); + event.preventDefault(); + } + } + ); + + search_query_uri = parseUri(window.location).queryKey["q"] + if(search_query_uri !== undefined) { + search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20')) + searchbox.val(search_query) + } + update_search_box(); + }) +}) + +}) diff --git a/dev/assets/themes/documenter-dark.css b/dev/assets/themes/documenter-dark.css new file mode 100644 index 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kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ecf0f1 #ecf0f1 !important}html.theme--documenter-dark .button.is-dark.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-outlined,fieldset[disabled] html.theme--documenter-dark .content kbd.button.is-outlined{background-color:transparent;border-color:#282f2f;box-shadow:none;color:#282f2f}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,html.theme--documenter-dark .content 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.button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #282f2f #282f2f !important}html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined[disabled],html.theme--documenter-dark .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--documenter-dark .content 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1055px){html.theme--documenter-dark .navbar>.container{display:block}html.theme--documenter-dark .navbar-brand .navbar-item,html.theme--documenter-dark .navbar-tabs .navbar-item{align-items:center;display:flex}html.theme--documenter-dark .navbar-link::after{display:none}html.theme--documenter-dark .navbar-menu{background-color:#375a7f;box-shadow:0 8px 16px rgba(10,10,10,0.1);padding:0.5rem 0}html.theme--documenter-dark .navbar-menu.is-active{display:block}html.theme--documenter-dark .navbar.is-fixed-bottom-touch,html.theme--documenter-dark .navbar.is-fixed-top-touch{left:0;position:fixed;right:0;z-index:30}html.theme--documenter-dark .navbar.is-fixed-bottom-touch{bottom:0}html.theme--documenter-dark .navbar.is-fixed-bottom-touch.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--documenter-dark .navbar.is-fixed-top-touch{top:0}html.theme--documenter-dark .navbar.is-fixed-top .navbar-menu,html.theme--documenter-dark .navbar.is-fixed-top-touch 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a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#dbdee0}html.theme--documenter-dark .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#1abc9c}.navbar.is-spaced html.theme--documenter-dark .navbar-dropdown,html.theme--documenter-dark .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--documenter-dark .navbar-dropdown.is-right{left:auto;right:0}html.theme--documenter-dark .navbar-divider{display:block}html.theme--documenter-dark .navbar>.container .navbar-brand,html.theme--documenter-dark .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--documenter-dark .navbar>.container .navbar-menu,html.theme--documenter-dark .container>.navbar .navbar-menu{margin-right:-.75rem}html.theme--documenter-dark .navbar.is-fixed-bottom-desktop,html.theme--documenter-dark .navbar.is-fixed-top-desktop{left:0;position:fixed;right:0;z-index:30}html.theme--documenter-dark .navbar.is-fixed-bottom-desktop{bottom:0}html.theme--documenter-dark .navbar.is-fixed-bottom-desktop.has-shadow{box-shadow:0 -2px 3px rgba(10,10,10,0.1)}html.theme--documenter-dark .navbar.is-fixed-top-desktop{top:0}html.theme--documenter-dark html.has-navbar-fixed-top-desktop,html.theme--documenter-dark body.has-navbar-fixed-top-desktop{padding-top:4rem}html.theme--documenter-dark html.has-navbar-fixed-bottom-desktop,html.theme--documenter-dark body.has-navbar-fixed-bottom-desktop{padding-bottom:4rem}html.theme--documenter-dark html.has-spaced-navbar-fixed-top,html.theme--documenter-dark body.has-spaced-navbar-fixed-top{padding-top:6rem}html.theme--documenter-dark html.has-spaced-navbar-fixed-bottom,html.theme--documenter-dark body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--documenter-dark a.navbar-item.is-active,html.theme--documenter-dark .navbar-link.is-active{color:#1abc9c}html.theme--documenter-dark a.navbar-item.is-active:not(:focus):not(:hover),html.theme--documenter-dark .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--documenter-dark .navbar-item.has-dropdown:focus .navbar-link,html.theme--documenter-dark .navbar-item.has-dropdown:hover .navbar-link,html.theme--documenter-dark .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--documenter-dark .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--documenter-dark .pagination{font-size:15px;margin:-.25rem}html.theme--documenter-dark .pagination.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.85em}html.theme--documenter-dark .pagination.is-medium{font-size:1.25rem}html.theme--documenter-dark .pagination.is-large{font-size:1.5rem}html.theme--documenter-dark .pagination.is-rounded .pagination-previous,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--documenter-dark .pagination.is-rounded .pagination-next,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:290486px}html.theme--documenter-dark .pagination.is-rounded .pagination-link,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:290486px}html.theme--documenter-dark .pagination,html.theme--documenter-dark .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link{border-color:#5e6d6f;color:#1abc9c;min-width:2.25em}html.theme--documenter-dark .pagination-previous:hover,html.theme--documenter-dark .pagination-next:hover,html.theme--documenter-dark .pagination-link:hover{border-color:#8c9b9d;color:#1dd2af}html.theme--documenter-dark .pagination-previous:focus,html.theme--documenter-dark .pagination-next:focus,html.theme--documenter-dark .pagination-link:focus{border-color:#8c9b9d}html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active{box-shadow:inset 0 1px 2px rgba(10,10,10,0.2)}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark 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ul.is-center{flex:none;justify-content:center;padding-left:0.75em;padding-right:0.75em}html.theme--documenter-dark .tabs ul.is-right{justify-content:flex-end;padding-left:0.75em}html.theme--documenter-dark .tabs .icon:first-child{margin-right:0.5em}html.theme--documenter-dark .tabs .icon:last-child{margin-left:0.5em}html.theme--documenter-dark .tabs.is-centered ul{justify-content:center}html.theme--documenter-dark .tabs.is-right ul{justify-content:flex-end}html.theme--documenter-dark .tabs.is-boxed a{border:1px solid transparent;border-radius:.4em .4em 0 0}html.theme--documenter-dark .tabs.is-boxed a:hover{background-color:#282f2f;border-bottom-color:#5e6d6f}html.theme--documenter-dark .tabs.is-boxed li.is-active a{background-color:#fff;border-color:#5e6d6f;border-bottom-color:rgba(0,0,0,0) !important}html.theme--documenter-dark .tabs.is-fullwidth li{flex-grow:1;flex-shrink:0}html.theme--documenter-dark .tabs.is-toggle a{border-color:#5e6d6f;border-style:solid;border-width:1px;margin-bottom:0;position:relative}html.theme--documenter-dark .tabs.is-toggle a:hover{background-color:#282f2f;border-color:#8c9b9d;z-index:2}html.theme--documenter-dark .tabs.is-toggle li+li{margin-left:-1px}html.theme--documenter-dark .tabs.is-toggle li:first-child a{border-radius:.4em 0 0 .4em}html.theme--documenter-dark .tabs.is-toggle li:last-child a{border-radius:0 .4em .4em 0}html.theme--documenter-dark .tabs.is-toggle li.is-active a{background-color:#1abc9c;border-color:#1abc9c;color:#fff;z-index:1}html.theme--documenter-dark .tabs.is-toggle ul{border-bottom:none}html.theme--documenter-dark .tabs.is-toggle.is-toggle-rounded li:first-child a{border-bottom-left-radius:290486px;border-top-left-radius:290486px;padding-left:1.25em}html.theme--documenter-dark .tabs.is-toggle.is-toggle-rounded li:last-child a{border-bottom-right-radius:290486px;border-top-right-radius:290486px;padding-right:1.25em}html.theme--documenter-dark 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    Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +}; + +if (document.readyState === 'loading') { + document.addEventListener('DOMContentLoaded', maybeAddWarning); +} else { + maybeAddWarning(); +}; diff --git a/dev/index.html b/dev/index.html new file mode 100644 index 0000000..955a2c8 --- /dev/null +++ b/dev/index.html @@ -0,0 +1,112 @@ + +AdvancedMH.jl · AdvancedMH
    Edit on GitHub

    AdvancedMH.jl

    Stable Dev AdvancedMH-CI

    AdvancedMH.jl currently provides a robust implementation of random walk Metropolis-Hastings samplers.

    Further development aims to provide a suite of adaptive Metropolis-Hastings implementations.

    AdvancedMH works by allowing users to define composable Proposal structs in different formats.

    Usage

    First, construct a DensityModel, which is a wrapper around the log density function for your inference problem. The DensityModel is then used in a sample call.

    # Import the package.
+using AdvancedMH
+using Distributions
+using MCMCChains
+
+using LinearAlgebra
+
+# Generate a set of data from the posterior we want to estimate.
+data = rand(Normal(0, 1), 30)
+
+# Define the components of a basic model.
+insupport(θ) = θ[2] >= 0
+dist(θ) = Normal(θ[1], θ[2])
+density(θ) = insupport(θ) ? sum(logpdf.(dist(θ), data)) : -Inf
+
+# Construct a DensityModel.
+model = DensityModel(density)
+
+# Set up our sampler with a joint multivariate Normal proposal.
+spl = RWMH(MvNormal(zeros(2), I))
+
+# Sample from the posterior.
+chain = sample(model, spl, 100000; param_names=["μ", "σ"], chain_type=Chains)

    Output:

    Object of type Chains, with data of type 100000×3×1 Array{Float64,3}
+
+Iterations        = 1:100000
+Thinning interval = 1
+Chains            = 1
+Samples per chain = 100000
+internals         = lp
+parameters        = μ, σ
+
+2-element Array{ChainDataFrame,1}
+
+Summary Statistics
+
+│ Row │ parameters │ mean     │ std      │ naive_se    │ mcse       │ ess     │ r_hat   │
+│     │ Symbol     │ Float64  │ Float64  │ Float64     │ Float64    │ Any     │ Any     │
+├─────┼────────────┼──────────┼──────────┼─────────────┼────────────┼─────────┼─────────┤
+│ 1   │ μ          │ 0.156152 │ 0.19963  │ 0.000631285 │ 0.00323033 │ 3911.73 │ 1.00009 │
+│ 2   │ σ          │ 1.07493  │ 0.150111 │ 0.000474693 │ 0.00240317 │ 3707.73 │ 1.00027 │
+
+Quantiles
+
+│ Row │ parameters │ 2.5%     │ 25.0%     │ 50.0%    │ 75.0%    │ 97.5%    │
+│     │ Symbol     │ Float64  │ Float64   │ Float64  │ Float64  │ Float64  │
+├─────┼────────────┼──────────┼───────────┼──────────┼──────────┼──────────┤
+│ 1   │ μ          │ -0.23361 │ 0.0297006 │ 0.159139 │ 0.283493 │ 0.558694 │
+│ 2   │ σ          │ 0.828288 │ 0.972682  │ 1.05804  │ 1.16155  │ 1.41349  │
+

    Usage with LogDensityProblems.jl

    Alternatively, you can define your model with the LogDensityProblems.jl interface:

    using LogDensityProblems
+
+# Use a struct instead of `typeof(density)` for sake of readability.
+struct LogTargetDensity end
+
+LogDensityProblems.logdensity(p::LogTargetDensity, θ) = density(θ)  # standard multivariate normal
+LogDensityProblems.dimension(p::LogTargetDensity) = 2
+LogDensityProblems.capabilities(::LogTargetDensity) = LogDensityProblems.LogDensityOrder{0}()
+
+sample(LogTargetDensity(), spl, 100000; param_names=["μ", "σ"], chain_type=Chains)

    Proposals

    AdvancedMH offers various methods of defining your inference problem. Behind the scenes, a MetropolisHastings sampler simply holds some set of Proposal structs. AdvancedMH will return posterior samples in the "shape" of the proposal provided – currently supported methods are Array{Proposal}, Proposal, and NamedTuple{Proposal}. For example, proposals can be created as:

    # Provide a univariate proposal.
+m1 = DensityModel(x -> logpdf(Normal(x,1), 1.0))
+p1 = StaticProposal(Normal(0,1))
+c1 = sample(m1, MetropolisHastings(p1), 100; chain_type=Vector{NamedTuple})
+
+# Draw from a vector of distributions.
+m2 = DensityModel(x -> logpdf(Normal(x[1], x[2]), 1.0))
+p2 = StaticProposal([Normal(0,1), InverseGamma(2,3)])
+c2 = sample(m2, MetropolisHastings(p2), 100; chain_type=Vector{NamedTuple})
+
+# Draw from a `NamedTuple` of distributions.
+m3 = DensityModel(x -> logpdf(Normal(x.a, x.b), 1.0))
+p3 = (a=StaticProposal(Normal(0,1)), b=StaticProposal(InverseGamma(2,3)))
+c3 = sample(m3, MetropolisHastings(p3), 100; chain_type=Vector{NamedTuple})
+
+# Draw from a functional proposal.
+m4 = DensityModel(x -> logpdf(Normal(x,1), 1.0))
+p4 = StaticProposal((x=1.0) -> Normal(x, 1))
+c4 = sample(m4, MetropolisHastings(p4), 100; chain_type=Vector{NamedTuple})

    Static vs. Random Walk

    Currently there are only two methods of inference available. Static MH simply draws from the prior, with no conditioning on the previous sample. Random walk will add the proposal to the previously observed value. If you are constructing a Proposal by hand, you can determine whether the proposal is a StaticProposal or a RandomWalkProposal using

    static_prop = StaticProposal(Normal(0,1))
+rw_prop = RandomWalkProposal(Normal(0,1))

    Different methods are easily composeable. One parameter can be static and another can be a random walk, each of which may be drawn from separate distributions.

    Multiple chains

    AdvancedMH.jl implements the interface of AbstractMCMC which means sampling of multiple chains is supported for free:

    # Sample 4 chains from the posterior serially, without thread or process parallelism.
+chain = sample(model, RWMH(init_params), MCMCSerial(), 100000, 4; param_names=["μ","σ"], chain_type=Chains)
+
+# Sample 4 chains from the posterior using multiple threads.
+chain = sample(model, RWMH(init_params), MCMCThreads(), 100000, 4; param_names=["μ","σ"], chain_type=Chains)
+
+# Sample 4 chains from the posterior using multiple processes.
+chain = sample(model, RWMH(init_params), MCMCDistributed(), 100000, 4; param_names=["μ","σ"], chain_type=Chains)

    Metropolis-adjusted Langevin algorithm (MALA)

    AdvancedMH.jl also offers an implementation of MALA if the ForwardDiff and DiffResults packages are available.

    A MALA sampler can be constructed by MALA(proposal) where proposal is a function that takes the gradient computed at the current sample. It is required to specify an initial sample init_params when calling sample.

    # Import the package.
+using AdvancedMH
+using Distributions
+using MCMCChains
+using ForwardDiff
+using StructArrays
+
+using LinearAlgebra
+
+# Generate a set of data from the posterior we want to estimate.
+data = rand(Normal(0, 1), 30)
+
+# Define the components of a basic model.
+insupport(θ) = θ[2] >= 0
+dist(θ) = Normal(θ[1], θ[2])
+density(θ) = insupport(θ) ? sum(logpdf.(dist(θ), data)) : -Inf
+
+# Construct a DensityModel.
+model = DensityModel(density)
+
+# Set up the sampler with a multivariate Gaussian proposal.
+σ² = 0.01
+spl = MALA(x -> MvNormal((σ² / 2) .* x, σ² * I))
+
+# Sample from the posterior.
+chain = sample(model, spl, 100000; init_params=ones(2), chain_type=StructArray, param_names=["μ", "σ"])

    Usage with LogDensityProblems.jl

    As above, we can define the model with the LogDensityProblems.jl interface. We can implement the gradient of the log density function manually, or use LogDensityProblemsAD.jl to provide us with the gradient computation used in MALA. Using our implementation of the LogDensityProblems.jl interface above:

    using LogDensityProblemsAD
+model_with_ad = LogDensityProblemsAD.ADgradient(Val(:ForwardDiff), LogTargetDensity())
+sample(model_with_ad, spl, 100000; init_params=ones(2), chain_type=StructArray, param_names=["μ", "σ"])
    diff --git a/dev/search/index.html b/dev/search/index.html new file mode 100644 index 0000000..33191b0 --- /dev/null +++ b/dev/search/index.html @@ -0,0 +1,2 @@ + +Search · AdvancedMH

    Loading search...

      diff --git a/dev/search_index.js b/dev/search_index.js new file mode 100644 index 0000000..38d4e64 --- /dev/null +++ b/dev/search_index.js @@ -0,0 +1,3 @@ +var documenterSearchIndex = {"docs": +[{"location":"api/#AdvancedMH.jl","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"","category":"section"},{"location":"api/","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Documentation for AdvancedMH.jl","category":"page"},{"location":"api/#Structs","page":"AdvancedMH.jl","title":"Structs","text":"","category":"section"},{"location":"api/","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"MetropolisHastings","category":"page"},{"location":"api/#AdvancedMH.MetropolisHastings","page":"AdvancedMH.jl","title":"AdvancedMH.MetropolisHastings","text":"MetropolisHastings{D}\n\nMetropolisHastings has one field, proposal. proposal is a Proposal, NamedTuple of Proposal, or Array{Proposal} in the shape of your data. For example, if you wanted the sampler to return a NamedTuple with shape\n\nx = (a = 1.0, b=3.8)\n\nThe proposal would be\n\nproposal = (a=StaticProposal(Normal(0,1)), b=StaticProposal(Normal(0,1)))\n````\n\nOther allowed proposals are\n\n\np1 = StaticProposal(Normal(0,1)) p2 = StaticProposal([Normal(0,1), InverseGamma(2,3)]) p3 = StaticProposal((a=Normal(0,1), b=InverseGamma(2,3))) p4 = StaticProposal((x=1.0) -> Normal(x, 1))\n\n\nThe sampler is constructed using\n\n\njulia spl = MetropolisHastings(proposal) ```\n\nWhen using MetropolisHastings with the function sample, the following keyword arguments are allowed:\n\ninit_params defines the initial parameterization for your model. If\n\nnone is given, the initial parameters will be drawn from the sampler's proposals.\n\nparam_names is a vector of strings to be assigned to parameters. This is only\n\nused if chain_type=Chains.\n\nchain_type is the type of chain you would like returned to you. Supported\n\ntypes are chain_type=Chains if MCMCChains is imported, or chain_type=StructArray if StructArrays is imported.\n\n\n\n\n\n","category":"type"},{"location":"api/#Functions","page":"AdvancedMH.jl","title":"Functions","text":"","category":"section"},{"location":"api/","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"StaticMH\nRWMH","category":"page"},{"location":"#AdvancedMH.jl","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"(Image: Stable) (Image: Dev) (Image: AdvancedMH-CI)","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"AdvancedMH.jl currently provides a robust implementation of random walk Metropolis-Hastings samplers.","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Further development aims to provide a suite of adaptive Metropolis-Hastings implementations.","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"AdvancedMH works by allowing users to define composable Proposal structs in different formats.","category":"page"},{"location":"#Usage","page":"AdvancedMH.jl","title":"Usage","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"First, construct a DensityModel, which is a wrapper around the log density function for your inference problem. The DensityModel is then used in a sample call.","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"# Import the package.\nusing AdvancedMH\nusing Distributions\nusing MCMCChains\n\nusing LinearAlgebra\n\n# Generate a set of data from the posterior we want to estimate.\ndata = rand(Normal(0, 1), 30)\n\n# Define the components of a basic model.\ninsupport(θ) = θ[2] >= 0\ndist(θ) = Normal(θ[1], θ[2])\ndensity(θ) = insupport(θ) ? sum(logpdf.(dist(θ), data)) : -Inf\n\n# Construct a DensityModel.\nmodel = DensityModel(density)\n\n# Set up our sampler with a joint multivariate Normal proposal.\nspl = RWMH(MvNormal(zeros(2), I))\n\n# Sample from the posterior.\nchain = sample(model, spl, 100000; param_names=[\"μ\", \"σ\"], chain_type=Chains)","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Output:","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Object of type Chains, with data of type 100000×3×1 Array{Float64,3}\n\nIterations = 1:100000\nThinning interval = 1\nChains = 1\nSamples per chain = 100000\ninternals = lp\nparameters = μ, σ\n\n2-element Array{ChainDataFrame,1}\n\nSummary Statistics\n\n│ Row │ parameters │ mean │ std │ naive_se │ mcse │ ess │ r_hat │\n│ │ Symbol │ Float64 │ Float64 │ Float64 │ Float64 │ Any │ Any │\n├─────┼────────────┼──────────┼──────────┼─────────────┼────────────┼─────────┼─────────┤\n│ 1 │ μ │ 0.156152 │ 0.19963 │ 0.000631285 │ 0.00323033 │ 3911.73 │ 1.00009 │\n│ 2 │ σ │ 1.07493 │ 0.150111 │ 0.000474693 │ 0.00240317 │ 3707.73 │ 1.00027 │\n\nQuantiles\n\n│ Row │ parameters │ 2.5% │ 25.0% │ 50.0% │ 75.0% │ 97.5% │\n│ │ Symbol │ Float64 │ Float64 │ Float64 │ Float64 │ Float64 │\n├─────┼────────────┼──────────┼───────────┼──────────┼──────────┼──────────┤\n│ 1 │ μ │ -0.23361 │ 0.0297006 │ 0.159139 │ 0.283493 │ 0.558694 │\n│ 2 │ σ │ 0.828288 │ 0.972682 │ 1.05804 │ 1.16155 │ 1.41349 │\n","category":"page"},{"location":"#Usage-with-[LogDensityProblems.jl](https://github.com/tpapp/LogDensityProblems.jl)","page":"AdvancedMH.jl","title":"Usage with LogDensityProblems.jl","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Alternatively, you can define your model with the LogDensityProblems.jl interface:","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"using LogDensityProblems\n\n# Use a struct instead of `typeof(density)` for sake of readability.\nstruct LogTargetDensity end\n\nLogDensityProblems.logdensity(p::LogTargetDensity, θ) = density(θ) # standard multivariate normal\nLogDensityProblems.dimension(p::LogTargetDensity) = 2\nLogDensityProblems.capabilities(::LogTargetDensity) = LogDensityProblems.LogDensityOrder{0}()\n\nsample(LogTargetDensity(), spl, 100000; param_names=[\"μ\", \"σ\"], chain_type=Chains)","category":"page"},{"location":"#Proposals","page":"AdvancedMH.jl","title":"Proposals","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"AdvancedMH offers various methods of defining your inference problem. Behind the scenes, a MetropolisHastings sampler simply holds some set of Proposal structs. AdvancedMH will return posterior samples in the \"shape\" of the proposal provided – currently supported methods are Array{Proposal}, Proposal, and NamedTuple{Proposal}. For example, proposals can be created as:","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"# Provide a univariate proposal.\nm1 = DensityModel(x -> logpdf(Normal(x,1), 1.0))\np1 = StaticProposal(Normal(0,1))\nc1 = sample(m1, MetropolisHastings(p1), 100; chain_type=Vector{NamedTuple})\n\n# Draw from a vector of distributions.\nm2 = DensityModel(x -> logpdf(Normal(x[1], x[2]), 1.0))\np2 = StaticProposal([Normal(0,1), InverseGamma(2,3)])\nc2 = sample(m2, MetropolisHastings(p2), 100; chain_type=Vector{NamedTuple})\n\n# Draw from a `NamedTuple` of distributions.\nm3 = DensityModel(x -> logpdf(Normal(x.a, x.b), 1.0))\np3 = (a=StaticProposal(Normal(0,1)), b=StaticProposal(InverseGamma(2,3)))\nc3 = sample(m3, MetropolisHastings(p3), 100; chain_type=Vector{NamedTuple})\n\n# Draw from a functional proposal.\nm4 = DensityModel(x -> logpdf(Normal(x,1), 1.0))\np4 = StaticProposal((x=1.0) -> Normal(x, 1))\nc4 = sample(m4, MetropolisHastings(p4), 100; chain_type=Vector{NamedTuple})","category":"page"},{"location":"#Static-vs.-Random-Walk","page":"AdvancedMH.jl","title":"Static vs. Random Walk","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Currently there are only two methods of inference available. Static MH simply draws from the prior, with no conditioning on the previous sample. Random walk will add the proposal to the previously observed value. If you are constructing a Proposal by hand, you can determine whether the proposal is a StaticProposal or a RandomWalkProposal using","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"static_prop = StaticProposal(Normal(0,1))\nrw_prop = RandomWalkProposal(Normal(0,1))","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"Different methods are easily composeable. One parameter can be static and another can be a random walk, each of which may be drawn from separate distributions.","category":"page"},{"location":"#Multiple-chains","page":"AdvancedMH.jl","title":"Multiple chains","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"AdvancedMH.jl implements the interface of AbstractMCMC which means sampling of multiple chains is supported for free:","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"# Sample 4 chains from the posterior serially, without thread or process parallelism.\nchain = sample(model, RWMH(init_params), MCMCSerial(), 100000, 4; param_names=[\"μ\",\"σ\"], chain_type=Chains)\n\n# Sample 4 chains from the posterior using multiple threads.\nchain = sample(model, RWMH(init_params), MCMCThreads(), 100000, 4; param_names=[\"μ\",\"σ\"], chain_type=Chains)\n\n# Sample 4 chains from the posterior using multiple processes.\nchain = sample(model, RWMH(init_params), MCMCDistributed(), 100000, 4; param_names=[\"μ\",\"σ\"], chain_type=Chains)","category":"page"},{"location":"#Metropolis-adjusted-Langevin-algorithm-(MALA)","page":"AdvancedMH.jl","title":"Metropolis-adjusted Langevin algorithm (MALA)","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"AdvancedMH.jl also offers an implementation of MALA if the ForwardDiff and DiffResults packages are available. ","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"A MALA sampler can be constructed by MALA(proposal) where proposal is a function that takes the gradient computed at the current sample. It is required to specify an initial sample init_params when calling sample.","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"# Import the package.\nusing AdvancedMH\nusing Distributions\nusing MCMCChains\nusing ForwardDiff\nusing StructArrays\n\nusing LinearAlgebra\n\n# Generate a set of data from the posterior we want to estimate.\ndata = rand(Normal(0, 1), 30)\n\n# Define the components of a basic model.\ninsupport(θ) = θ[2] >= 0\ndist(θ) = Normal(θ[1], θ[2])\ndensity(θ) = insupport(θ) ? sum(logpdf.(dist(θ), data)) : -Inf\n\n# Construct a DensityModel.\nmodel = DensityModel(density)\n\n# Set up the sampler with a multivariate Gaussian proposal.\nσ² = 0.01\nspl = MALA(x -> MvNormal((σ² / 2) .* x, σ² * I))\n\n# Sample from the posterior.\nchain = sample(model, spl, 100000; init_params=ones(2), chain_type=StructArray, param_names=[\"μ\", \"σ\"])","category":"page"},{"location":"#Usage-with-[LogDensityProblems.jl](https://github.com/tpapp/LogDensityProblems.jl)-2","page":"AdvancedMH.jl","title":"Usage with LogDensityProblems.jl","text":"","category":"section"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"As above, we can define the model with the LogDensityProblems.jl interface. We can implement the gradient of the log density function manually, or use LogDensityProblemsAD.jl to provide us with the gradient computation used in MALA. Using our implementation of the LogDensityProblems.jl interface above:","category":"page"},{"location":"","page":"AdvancedMH.jl","title":"AdvancedMH.jl","text":"using LogDensityProblemsAD\nmodel_with_ad = LogDensityProblemsAD.ADgradient(Val(:ForwardDiff), LogTargetDensity())\nsample(model_with_ad, spl, 100000; init_params=ones(2), chain_type=StructArray, param_names=[\"μ\", \"σ\"])","category":"page"}] +} diff --git a/dev/siteinfo.js b/dev/siteinfo.js new file mode 100644 index 0000000..3343491 --- /dev/null +++ b/dev/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "dev"; diff --git a/index.html b/index.html new file mode 100644 index 0000000..1a6cc11 --- /dev/null +++ b/index.html @@ -0,0 +1,2 @@ + + diff --git a/versions.js b/versions.js new file mode 100644 index 0000000..4ec0f8f --- /dev/null +++ b/versions.js @@ -0,0 +1,5 @@ +var DOC_VERSIONS = [ + "dev", +]; +var DOCUMENTER_NEWEST = "dev"; +var DOCUMENTER_STABLE = "dev";