From 5be12a52d138ad2c7a9cb38792b417b0a53ead9e Mon Sep 17 00:00:00 2001 From: "Documenter.jl" Date: Fri, 22 Sep 2023 04:53:13 +0000 Subject: [PATCH] build based on c9eff40 --- dev/.documenter-siteinfo.json | 1 + dev/api/index.html | 6 +- dev/assets/documenter.js | 737 +++++++++++++++--- dev/assets/search.js | 267 ------- dev/assets/themes/documenter-dark.css | 4 +- dev/assets/themes/documenter-light.css | 4 +- dev/assets/themeswap.js | 82 +- dev/assets/warner.js | 87 ++- dev/index.html | 4 +- dev/models/index.html | 12 +- dev/search/index.html | 2 - dev/tutorials/classification-iris/index.html | 4 +- dev/tutorials/examples-API/index.html | 4 +- dev/tutorials/examples-MLJ/index.html | 4 +- .../logistic-regression-titanic/index.html | 4 +- dev/tutorials/ranking-LTRC/index.html | 4 +- dev/tutorials/regression-boston/index.html | 4 +- 17 files changed, 763 insertions(+), 467 deletions(-) create mode 100644 dev/.documenter-siteinfo.json delete mode 100644 dev/assets/search.js delete mode 100644 dev/search/index.html diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json new file mode 100644 index 00000000..82b177d3 --- /dev/null +++ b/dev/.documenter-siteinfo.json @@ -0,0 +1 @@ +{"documenter":{"julia_version":"1.6.7","generation_timestamp":"2023-09-22T04:53:02","documenter_version":"1.0.1"}} \ No newline at end of file diff --git a/dev/api/index.html b/dev/api/index.html index 83e1c7ba..3ecb9cc0 100644 --- a/dev/api/index.html +++ b/dev/api/index.html @@ -1,5 +1,5 @@ -API · EvoTrees.jl
Edit on GitHub

fit_evotree

EvoTrees.fit_evotree — Function
fit_evotree(
+API · EvoTrees.jl
GitHub
fit_evotree
EvoTrees.fit_evotree — Function
fit_evotree(
     params::EvoTypes{L}, 
     dtrain;
     target_name,
@@ -12,9 +12,9 @@
     print_every_n=9999,
     verbosity=1,
     return_logger=false,
-    device="cpu")
Main training function. Performs model fitting given configuration params, dtrain, target_name and other optional kwargs. 
Arguments
Keyword arguments
  • target_name: name of target variable. 
  • fnames = nothing: the names of the x_train features. If provided, should be a vector of string with length(fnames) = size(x_train, 2).
  • w_name = nothing: name of the variable containing weights. If nothing, common weights on one will be used.
  • offset_name = nothing: name of the offset variable.
  • deval: A Tables compatible evaluation data containing features and target variables. 
  • metric: The evaluation metric that wil be tracked on deval.    Supported metrics are: 
    • :mse: mean-squared error. Adapted for general regression models.
    • :rmse: root-mean-squared error (CPU only). Adapted for general regression models.
    • :mae: mean absolute error. Adapted for general regression models.
    • :logloss: Adapted for :logistic regression models.
    • :mlogloss: Multi-class cross entropy. Adapted to EvoTreeClassifier classification models. 
    • :poisson: Poisson deviance. Adapted to EvoTreeCount count models.
    • :gamma: Gamma deviance. Adapted to regression problem on Gamma like, positively distributed targets.
    • :tweedie: Tweedie deviance. Adapted to regression problem on Tweedie like, positively distributed targets with probability mass at y == 0.
    • :gaussian_mle: Gaussian maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :gaussian_mle. 
    • :logistic_mle: Logistic maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :logistic_mle. 
  • early_stopping_rounds::Integer: number of consecutive rounds without metric improvement after which fitting in stopped. 
  • print_every_n: sets at which frequency logging info should be printed. 
  • verbosity: set to 1 to print logging info during training.
  • return_logger::Bool = false: if set to true (default), fit_evotree return a tuple (m, logger) where logger is a dict containing various tracking information.
  • device="cpu": Hardware device to use for computations. Can be either "cpu" or "gpu". Following losses are not GPU supported at the moment:l1, :quantile, :logistic_mle.
source
fit_evotree(params::EvoTypes{L};
+    device="cpu")
Main training function. Performs model fitting given configuration params, dtrain, target_name and other optional kwargs. 
Arguments
Keyword arguments
  • target_name: name of target variable. 
  • fnames = nothing: the names of the x_train features. If provided, should be a vector of string with length(fnames) = size(x_train, 2).
  • w_name = nothing: name of the variable containing weights. If nothing, common weights on one will be used.
  • offset_name = nothing: name of the offset variable.
  • deval: A Tables compatible evaluation data containing features and target variables. 
  • metric: The evaluation metric that wil be tracked on deval.    Supported metrics are: 
    • :mse: mean-squared error. Adapted for general regression models.
    • :rmse: root-mean-squared error (CPU only). Adapted for general regression models.
    • :mae: mean absolute error. Adapted for general regression models.
    • :logloss: Adapted for :logistic regression models.
    • :mlogloss: Multi-class cross entropy. Adapted to EvoTreeClassifier classification models. 
    • :poisson: Poisson deviance. Adapted to EvoTreeCount count models.
    • :gamma: Gamma deviance. Adapted to regression problem on Gamma like, positively distributed targets.
    • :tweedie: Tweedie deviance. Adapted to regression problem on Tweedie like, positively distributed targets with probability mass at y == 0.
    • :gaussian_mle: Gaussian maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :gaussian_mle. 
    • :logistic_mle: Logistic maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :logistic_mle. 
  • early_stopping_rounds::Integer: number of consecutive rounds without metric improvement after which fitting in stopped. 
  • print_every_n: sets at which frequency logging info should be printed. 
  • verbosity: set to 1 to print logging info during training.
  • return_logger::Bool = false: if set to true (default), fit_evotree return a tuple (m, logger) where logger is a dict containing various tracking information.
  • device="cpu": Hardware device to use for computations. Can be either "cpu" or "gpu". Following losses are not GPU supported at the moment:l1, :quantile, :logistic_mle.
source
fit_evotree(params::EvoTypes{L};
     x_train::AbstractMatrix, y_train::AbstractVector, w_train=nothing, offset_train=nothing,
     x_eval=nothing, y_eval=nothing, w_eval=nothing, offset_eval=nothing,
     early_stopping_rounds=9999,
     print_every_n=9999,
-    verbosity=1)
Main training function. Performs model fitting given configuration params, x_train, y_train and other optional kwargs. 
Arguments
Keyword arguments
  • x_train::Matrix: training data of size [#observations, #features]. 
  • y_train::Vector: vector of train targets of length #observations.
  • w_train::Vector: vector of train weights of length #observations. If nothing, a vector of ones is assumed.
  • offset_train::VecOrMat: offset for the training data. Should match the size of the predictions.
  • x_eval::Matrix: evaluation data of size [#observations, #features]. 
  • y_eval::Vector: vector of evaluation targets of length #observations.
  • w_eval::Vector: vector of evaluation weights of length #observations. Defaults to nothing (assumes a vector of 1s).
  • offset_eval::VecOrMat: evaluation data offset. Should match the size of the predictions.
  • metric: The evaluation metric that wil be tracked on x_eval, y_eval and optionally w_eval / offset_eval data.    Supported metrics are: 
    • :mse: mean-squared error. Adapted for general regression models.
    • :rmse: root-mean-squared error (CPU only). Adapted for general regression models.
    • :mae: mean absolute error. Adapted for general regression models.
    • :logloss: Adapted for :logistic regression models.
    • :mlogloss: Multi-class cross entropy. Adapted to EvoTreeClassifier classification models. 
    • :poisson: Poisson deviance. Adapted to EvoTreeCount count models.
    • :gamma: Gamma deviance. Adapted to regression problem on Gamma like, positively distributed targets.
    • :tweedie: Tweedie deviance. Adapted to regression problem on Tweedie like, positively distributed targets with probability mass at y == 0.
    • :gaussian_mle: Gaussian maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :gaussian_mle. 
    • :logistic_mle: Logistic maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :logistic_mle. 
  • early_stopping_rounds::Integer: number of consecutive rounds without metric improvement after which fitting in stopped. 
  • print_every_n: sets at which frequency logging info should be printed. 
  • verbosity: set to 1 to print logging info during training.
  • fnames: the names of the x_train features. If provided, should be a vector of string with length(fnames) = size(x_train, 2).
  • return_logger::Bool = false: if set to true (default), fit_evotree return a tuple (m, logger) where logger is a dict containing various tracking information.
  • device="cpu": Hardware device to use for computations. Can be either "cpu" or "gpu". Following losses are not GPU supported at the moment:l1, :quantile, :logistic_mle.
source
Predict
MLJModelInterface.predict — Function
predict(model::EvoTree, X::AbstractMatrix; ntree_limit = length(model.trees))
Predictions from an EvoTree model - sums the predictions from all trees composing the model. Use ntree_limit=N to only predict with the first N trees.
source
Features Importance
EvoTrees.importance — Function
importance(model::EvoTree; fnames=model.info[:fnames])
Sorted normalized feature importance based on loss function gain. Feature names associated to the model are stored in model.info[:fnames] as a string Vector and can be updated at any time. Eg: model.info[:fnames] = new_fnames_vec.
source

+    verbosity=1)

Main training function. Performs model fitting given configuration params, x_train, y_train and other optional kwargs.

Arguments

Keyword arguments

  • x_train::Matrix: training data of size [#observations, #features].
  • y_train::Vector: vector of train targets of length #observations.
  • w_train::Vector: vector of train weights of length #observations. If nothing, a vector of ones is assumed.
  • offset_train::VecOrMat: offset for the training data. Should match the size of the predictions.
  • x_eval::Matrix: evaluation data of size [#observations, #features].
  • y_eval::Vector: vector of evaluation targets of length #observations.
  • w_eval::Vector: vector of evaluation weights of length #observations. Defaults to nothing (assumes a vector of 1s).
  • offset_eval::VecOrMat: evaluation data offset. Should match the size of the predictions.
  • metric: The evaluation metric that wil be tracked on x_eval, y_eval and optionally w_eval / offset_eval data. Supported metrics are:
    • :mse: mean-squared error. Adapted for general regression models.
    • :rmse: root-mean-squared error (CPU only). Adapted for general regression models.
    • :mae: mean absolute error. Adapted for general regression models.
    • :logloss: Adapted for :logistic regression models.
    • :mlogloss: Multi-class cross entropy. Adapted to EvoTreeClassifier classification models.
    • :poisson: Poisson deviance. Adapted to EvoTreeCount count models.
    • :gamma: Gamma deviance. Adapted to regression problem on Gamma like, positively distributed targets.
    • :tweedie: Tweedie deviance. Adapted to regression problem on Tweedie like, positively distributed targets with probability mass at y == 0.
    • :gaussian_mle: Gaussian maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :gaussian_mle.
    • :logistic_mle: Logistic maximum log-likelihood. Adapted to EvoTreeMLE models with loss = :logistic_mle.
  • early_stopping_rounds::Integer: number of consecutive rounds without metric improvement after which fitting in stopped.
  • print_every_n: sets at which frequency logging info should be printed.
  • verbosity: set to 1 to print logging info during training.
  • fnames: the names of the x_train features. If provided, should be a vector of string with length(fnames) = size(x_train, 2).
  • return_logger::Bool = false: if set to true (default), fit_evotree return a tuple (m, logger) where logger is a dict containing various tracking information.
  • device="cpu": Hardware device to use for computations. Can be either "cpu" or "gpu". Following losses are not GPU supported at the moment:l1, :quantile, :logistic_mle.
source

Predict

MLJModelInterface.predict — Function
predict(model::EvoTree, X::AbstractMatrix; ntree_limit = length(model.trees))

Predictions from an EvoTree model - sums the predictions from all trees composing the model. Use ntree_limit=N to only predict with the first N trees.

source

Features Importance

EvoTrees.importance — Function
importance(model::EvoTree; fnames=model.info[:fnames])

Sorted normalized feature importance based on loss function gain. Feature names associated to the model are stored in model.info[:fnames] as a string Vector and can be updated at any time. Eg: model.info[:fnames] = new_fnames_vec.

source
diff --git a/dev/assets/documenter.js b/dev/assets/documenter.js index 6adfbbbf..7002e251 100644 --- a/dev/assets/documenter.js +++ b/dev/assets/documenter.js @@ -1,15 +1,16 @@ // Generated by Documenter.jl requirejs.config({ paths: { - 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min', + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', - 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min', - 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'minisearch': 'https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', - 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min', - 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min', - 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia-repl.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', }, shim: { "highlight-julia": { @@ -70,13 +71,75 @@ $(document).ready(function() { hljs.highlightAll(); }) +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +var isExpanded = true; + +$(document).on("click", ".docstring header", function () { + let articleToggleTitle = "Expand docstring"; + + if ($(this).siblings("section").is(":visible")) { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + $(this) + .find(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + $(this).siblings("section").slideToggle(); +}); + +$(document).on("click", ".docs-article-toggle-button", function () { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); +}); + }) //////////////////////////////////////////////////////////////////////////////// require([], function() { function addCopyButtonCallbacks() { for (const el of document.getElementsByTagName("pre")) { const button = document.createElement("button"); - button.classList.add("copy-button", "fas", "fa-copy"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + el.appendChild(button); const success = function () { @@ -85,7 +148,7 @@ function addCopyButtonCallbacks() { }; const failure = function () { - button.classList.add("error", "fa-times"); + button.classList.add("error", "fa-xmark"); button.classList.remove("fa-copy"); }; @@ -94,7 +157,7 @@ function addCopyButtonCallbacks() { setTimeout(function () { button.classList.add("fa-copy"); - button.classList.remove("success", "fa-check", "fa-times"); + button.classList.remove("success", "fa-check", "fa-xmark"); }, 5000); }); } @@ -138,29 +201,418 @@ require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { // Manages the top navigation bar (hides it when the user starts scrolling down on the // mobile). window.Headroom = Headroom; // work around buggy module loading? -$(document).ready(function() { - $('#documenter .docs-navbar').headroom({ - "tolerance": {"up": 10, "down": 10}, +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, }); +}); + }) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'minisearch'], function($, minisearch) { + +// In general, most search related things will have "search" as a prefix. +// To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +let results = []; +let timer = undefined; + +let data = documenterSearchIndex["docs"].map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; +}); + +// list below is the lunr 2.1.3 list minus the intersect with names(Base) +// (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) +// ideally we'd just filter the original list but it's not available as a variable +const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", +]); + +let index = new minisearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with search results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + boost: { title: 100 }, + fuzzy: 2, + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + } + + return word ?? null; + }, + tokenize: (string) => string.split(/[\s\-\.]+/), + }, +}); + +index.addAll(data); + +let filters = [...new Set(data.map((x) => x.category))]; +var modal_filters = make_modal_body_filters(filters); +var filter_results = []; + +$(document).on("keyup", ".documenter-search-input", function (event) { + // Adding a debounce to prevent disruptions from super-speed typing! + debounce(() => update_search(filter_results), 300); +}); + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + $(this).removeClass("search-filter-selected"); + } else { + $(this).addClass("search-filter-selected"); + } + + // Adding a debounce to prevent disruptions from crazy clicking! + debounce(() => get_filters(), 300); +}); + +/** + * A debounce function, takes a function and an optional timeout in milliseconds + * + * @function callback + * @param {number} timeout + */ +function debounce(callback, timeout = 300) { + clearTimeout(timer); + timer = setTimeout(callback, timeout); +} + +/** + * Make/Update the search component + * + * @param {string[]} selected_filters + */ +function update_search(selected_filters = []) { + let initial_search_body = ` +
Type something to get started!
+ `; + + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + results = index.search(querystring, { + filter: (result) => { + // Filtering results + if (selected_filters.length === 0) { + return result.score >= 1; + } else { + return ( + result.score >= 1 && selected_filters.includes(result.category) + ); + } + }, + }); + + let search_result_container = ``; + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + results.forEach(function (result) { + if (result.location) { + // Checking for duplication of results for the same page + if (!links.includes(result.location)) { + search_results += make_search_result(result, querystring); + count++; + } + + links.push(result.location); + } + }); + + let result_count = `
${count} result(s)
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + filter_results = []; + modal_filters = make_modal_body_filters(filters, filter_results); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(initial_search_body); + } +} + +/** + * Make the modal filter html + * + * @param {string[]} filters + * @param {string[]} selected_filters + * @returns string + */ +function make_modal_body_filters(filters, selected_filters = []) { + let str = ``; + + filters.forEach((val) => { + if (selected_filters.includes(val)) { + str += `${val}`; + } else { + str += `${val}`; + } + }); + + let filter_html = ` +
+ Filters: + ${str} +
+ `; + + return filter_html; +} + +/** + * Make the result component given a minisearch result data object and the value of the search input as queryString. + * To view the result object structure, refer: https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ +function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + + let textindex = new RegExp(`\\b${querystring}\\b`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`\\b${querystring}\\b`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${result.title}
+
${result.category}
+
+

+ ${display_result} +

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

+ + + + +

+
+
+ +
+
+`; + +let initial_search_body = ` +
Type something to get started!
+`; + +let search_modal_footer = ` + +`; + +$(document.body).append( + ` + + ` +); + +document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); +}); + +document.querySelector(".close-search-modal").addEventListener("click", () => { + closeModal(); +}); + +$(document).on("click", ".search-result-link", function () { + closeModal(); +}); + +document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; +}); + +// Functions to open and close a modal +function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); +} + +function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); +} + +document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + // Manages the showing and hiding of the sidebar. -$(document).ready(function() { +$(document).ready(function () { var sidebar = $("#documenter > .docs-sidebar"); - var sidebar_button = $("#documenter-sidebar-button") - sidebar_button.click(function(ev) { + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { ev.preventDefault(); - sidebar.toggleClass('visible'); - if (sidebar.hasClass('visible')) { + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { // Makes sure that the current menu item is visible in the sidebar. $("#documenter .docs-menu a.is-active").focus(); } }); - $("#documenter > .docs-main").bind('click', function(ev) { + $("#documenter > .docs-main").bind("click", function (ev) { if ($(ev.target).is(sidebar_button)) { return; } - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); } }); -}) +}); // Resizes the package name / sitename in the sidebar if it is too wide. // Inspired by: https://github.com/davatron5000/FitText.js -$(document).ready(function() { +$(document).ready(function () { e = $("#documenter .docs-autofit"); function resize() { - var L = parseInt(e.css('max-width'), 10); + var L = parseInt(e.css("max-width"), 10); var L0 = e.width(); - if(L0 > L) { - var h0 = parseInt(e.css('font-size'), 10); - e.css('font-size', L * h0 / L0); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); // TODO: make sure it survives resizes? } } // call once and then register events resize(); $(window).resize(resize); - $(window).on('orientationchange', resize); + $(window).on("orientationchange", resize); }); // Scroll the navigation bar to the currently selected menu item -$(document).ready(function() { +$(document).ready(function () { var sidebar = $("#documenter .docs-menu").get(0); var active = $("#documenter .docs-menu .is-active").get(0); - if(typeof active !== 'undefined') { + if (typeof active !== "undefined") { sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; } -}) +}); }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { -function set_theme(theme) { - var active = null; - var disabled = []; - for (var i = 0; i < document.styleSheets.length; i++) { - var ss = document.styleSheets[i]; - var themename = ss.ownerNode.getAttribute("data-theme-name"); - if(themename === null) continue; // ignore non-theme stylesheets - // Find the active theme - if(themename === theme) active = ss; - else disabled.push(ss); - } - if(active !== null) { - active.disabled = false; - if(active.ownerNode.getAttribute("data-theme-primary") === null) { - document.getElementsByTagName('html')[0].className = "theme--" + theme; - } else { - document.getElementsByTagName('html')[0].className = ""; - } - disabled.forEach(function(ss){ - ss.disabled = true; - }); - } - - // Store the theme in localStorage - if(typeof(window.localStorage) !== "undefined") { - window.localStorage.setItem("documenter-theme", theme); - } else { - console.error("Browser does not support window.localStorage"); - } -} - // Theme picker setup -$(document).ready(function() { +$(document).ready(function () { // onchange callback - $('#documenter-themepicker').change(function themepick_callback(ev){ - var themename = $('#documenter-themepicker option:selected').attr('value'); - set_theme(themename); + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); }); // Make sure that the themepicker displays the correct theme when the theme is retrieved // from localStorage - if(typeof(window.localStorage) !== "undefined") { - var theme = window.localStorage.getItem("documenter-theme"); - if(theme !== null) { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = (e.value === theme); - }) - } else { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = $("html").hasClass(`theme--${e.value}`); - }) + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); } } -}) +}); }) //////////////////////////////////////////////////////////////////////////////// require(['jquery'], function($) { // update the version selector with info from the siteinfo.js and ../versions.js files -$(document).ready(function() { +$(document).ready(function () { // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the // siteinfo.js file, we just return immediately and not display the version selector. - if (typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === 'boolean' && DOCUMENTER_VERSION_SELECTOR_DISABLED) { + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { return; } var version_selector = $("#documenter .docs-version-selector"); var version_selector_select = $("#documenter .docs-version-selector select"); - version_selector_select.change(function(x) { - target_href = version_selector_select.children("option:selected").get(0).value; + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; window.location.href = target_href; }); // add the current version to the selector based on siteinfo.js, but only if the selector is empty - if (typeof DOCUMENTER_CURRENT_VERSION !== 'undefined' && $('#version-selector > option').length == 0) { - var option = $(""); + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); version_selector_select.append(option); } - if (typeof DOC_VERSIONS !== 'undefined') { + if (typeof DOC_VERSIONS !== "undefined") { var existing_versions = version_selector_select.children("option"); - var existing_versions_texts = existing_versions.map(function(i,x){return x.text}); - DOC_VERSIONS.forEach(function(each) { - var version_url = documenterBaseURL + "/../" + each; + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; var existing_id = $.inArray(each, existing_versions_texts); // if not already in the version selector, add it as a new option, // otherwise update the old option with the URL and enable it if (existing_id == -1) { - var option = $(""); + var option = $( + "" + ); version_selector_select.append(option); } else { var option = existing_versions[existing_id]; @@ -326,6 +869,6 @@ $(document).ready(function() { if (version_selector_select.children("option").length > 0) { version_selector.toggleClass("visible"); } -}) +}); }) diff --git a/dev/assets/search.js b/dev/assets/search.js deleted file mode 100644 index c133f741..00000000 --- a/dev/assets/search.js +++ /dev/null @@ -1,267 +0,0 @@ -// Generated by Documenter.jl -requirejs.config({ - paths: { - 'lunr': 'https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min', - 'lodash': 'https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', - } -}); -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'lunr', 'lodash'], function($, lunr, _) { - -$(document).ready(function() { - // parseUri 1.2.2 - // (c) Steven Levithan - // MIT License - function parseUri (str) { - var o = parseUri.options, - m = o.parser[o.strictMode ? "strict" : "loose"].exec(str), - uri = {}, - i = 14; - - while (i--) uri[o.key[i]] = m[i] || ""; - - uri[o.q.name] = {}; - uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) { - if ($1) uri[o.q.name][$1] = $2; - }); - - return uri; - }; - parseUri.options = { - strictMode: false, - key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"], - q: { - name: "queryKey", - parser: /(?:^|&)([^&=]*)=?([^&]*)/g - }, - parser: { - strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/, - loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/ - } - }; - - $("#search-form").submit(function(e) { - e.preventDefault() - }) - - // list below is the lunr 2.1.3 list minus the intersect with names(Base) - // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) - // ideally we'd just filter the original list but it's not available as a variable - lunr.stopWordFilter = lunr.generateStopWordFilter([ - 'a', - 'able', - 'about', - 'across', - 'after', - 'almost', - 'also', - 'am', - 'among', - 'an', - 'and', - 'are', - 'as', - 'at', - 'be', - 'because', - 'been', - 'but', - 'by', - 'can', - 'cannot', - 'could', - 'dear', - 'did', - 'does', - 'either', - 'ever', - 'every', - 'from', - 'got', - 'had', - 'has', - 'have', - 'he', - 'her', - 'hers', - 'him', - 'his', - 'how', - 'however', - 'i', - 'if', - 'into', - 'it', - 'its', - 'just', - 'least', - 'like', - 'likely', - 'may', - 'me', - 'might', - 'most', - 'must', - 'my', - 'neither', - 'no', - 'nor', - 'not', - 'of', - 'off', - 'often', - 'on', - 'or', - 'other', - 'our', - 'own', - 'rather', - 'said', - 'say', - 'says', - 'she', - 'should', - 'since', - 'so', - 'some', - 'than', - 'that', - 'the', - 'their', - 'them', - 'then', - 'there', - 'these', - 'they', - 'this', - 'tis', - 'to', - 'too', - 'twas', - 'us', - 'wants', - 'was', - 'we', - 'were', - 'what', - 'when', - 'who', - 'whom', - 'why', - 'will', - 'would', - 'yet', - 'you', - 'your' - ]) - - // add . as a separator, because otherwise "title": "Documenter.Anchors.add!" - // would not find anything if searching for "add!", only for the entire qualification - lunr.tokenizer.separator = /[\s\-\.]+/ - - // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names - lunr.trimmer = function (token) { - return token.update(function (s) { - return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '') - }) - } - - lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter') - lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer') - - var index = lunr(function () { - this.ref('location') - this.field('title',{boost: 100}) - this.field('text') - documenterSearchIndex['docs'].forEach(function(e) { - this.add(e) - }, this) - }) - var store = {} - - documenterSearchIndex['docs'].forEach(function(e) { - store[e.location] = {title: e.title, category: e.category, page: e.page} - }) - - $(function(){ - searchresults = $('#documenter-search-results'); - searchinfo = $('#documenter-search-info'); - searchbox = $('#documenter-search-query'); - searchform = $('.docs-search'); - sidebar = $('.docs-sidebar'); - function update_search(querystring) { - tokens = lunr.tokenizer(querystring) - results = index.query(function (q) { - tokens.forEach(function (t) { - q.term(t.toString(), { - fields: ["title"], - boost: 100, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["title"], - boost: 10, - usePipeline: true, - editDistance: 2, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["text"], - boost: 1, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - }) - }) - searchinfo.text("Number of results: " + results.length) - searchresults.empty() - results.forEach(function(result) { - data = store[result.ref] - link = $(''+data.title+'') - link.attr('href', documenterBaseURL+'/'+result.ref) - if (data.category != "page"){ - cat = $('('+data.category+', '+data.page+')') - } else { - cat = $('('+data.category+')') - } - li = $('
  • ').append(link).append(" ").append(cat) - searchresults.append(li) - }) - } - - function update_search_box() { - querystring = searchbox.val() - update_search(querystring) - } - - searchbox.keyup(_.debounce(update_search_box, 250)) - searchbox.change(update_search_box) - - // Disable enter-key form submission for the searchbox on the search page - // and just re-run search rather than refresh the whole page. - searchform.keypress( - function(event){ - if (event.which == '13') { - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); - } - update_search_box(); - event.preventDefault(); - } - } - ); - - search_query_uri = parseUri(window.location).queryKey["q"] - if(search_query_uri !== undefined) { - search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20')) - searchbox.val(search_query) - } - update_search_box(); - }) -}) - -}) diff --git a/dev/assets/themes/documenter-dark.css b/dev/assets/themes/documenter-dark.css index c94a294d..691b83ab 100644 --- a/dev/assets/themes/documenter-dark.css +++ b/dev/assets/themes/documenter-dark.css @@ -1,7 +1,7 @@ -@keyframes spinAround{from{transform:rotate(0deg)}to{transform:rotate(359deg)}}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable,html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" ";display:block;height:0.625em;margin-top:-0.4375em;pointer-events:none;position:absolute;top:50%;transform:rotate(-45deg);transform-origin:center;width:0.625em}html.theme--documenter-dark .admonition:not(:last-child),html.theme--documenter-dark .tabs:not(:last-child),html.theme--documenter-dark .message:not(:last-child),html.theme--documenter-dark .list:not(:last-child),html.theme--documenter-dark .level:not(:last-child),html.theme--documenter-dark .breadcrumb:not(:last-child),html.theme--documenter-dark .highlight:not(:last-child),html.theme--documenter-dark .block:not(:last-child),html.theme--documenter-dark .title:not(:last-child),html.theme--documenter-dark .subtitle:not(:last-child),html.theme--documenter-dark .table-container:not(:last-child),html.theme--documenter-dark .table:not(:last-child),html.theme--documenter-dark .progress:not(:last-child),html.theme--documenter-dark .notification:not(:last-child),html.theme--documenter-dark .content:not(:last-child),html.theme--documenter-dark .box:not(:last-child){margin-bottom:1.5rem}html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-moz-appearance:none;-webkit-appearance:none;background-color:rgba(10,10,10,0.2);border:none;border-radius:290486px;cursor:pointer;pointer-events:auto;display:inline-block;flex-grow:0;flex-shrink:0;font-size:0;height:20px;max-height:20px;max-width:20px;min-height:20px;min-width:20px;outline:none;position:relative;vertical-align:top;width:20px}html.theme--documenter-dark .modal-close::before,html.theme--documenter-dark .delete::before,html.theme--documenter-dark .modal-close::after,html.theme--documenter-dark .delete::after{background-color:#fff;content:"";display:block;left:50%;position:absolute;top:50%;transform:translateX(-50%) translateY(-50%) rotate(45deg);transform-origin:center center}html.theme--documenter-dark .modal-close::before,html.theme--documenter-dark .delete::before{height:2px;width:50%}html.theme--documenter-dark .modal-close::after,html.theme--documenter-dark .delete::after{height:50%;width:2px}html.theme--documenter-dark .modal-close:hover,html.theme--documenter-dark .delete:hover,html.theme--documenter-dark .modal-close:focus,html.theme--documenter-dark .delete:focus{background-color:rgba(10,10,10,0.3)}html.theme--documenter-dark .modal-close:active,html.theme--documenter-dark .delete:active{background-color:rgba(10,10,10,0.4)}html.theme--documenter-dark .is-small.modal-close,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.modal-close,html.theme--documenter-dark .is-small.delete,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.delete{height:16px;max-height:16px;max-width:16px;min-height:16px;min-width:16px;width:16px}html.theme--documenter-dark .is-medium.modal-close,html.theme--documenter-dark .is-medium.delete{height:24px;max-height:24px;max-width:24px;min-height:24px;min-width:24px;width:24px}html.theme--documenter-dark .is-large.modal-close,html.theme--documenter-dark .is-large.delete{height:32px;max-height:32px;max-width:32px;min-height:32px;min-width:32px;width:32px}html.theme--documenter-dark .control.is-loading::after,html.theme--documenter-dark .select.is-loading::after,html.theme--documenter-dark .loader,html.theme--documenter-dark .button.is-loading::after{animation:spinAround 500ms infinite linear;border:2px solid #dbdee0;border-radius:290486px;border-right-color:transparent;border-top-color:transparent;content:"";display:block;height:1em;position:relative;width:1em}html.theme--documenter-dark .hero-video,html.theme--documenter-dark .modal-background,html.theme--documenter-dark .modal,html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--documenter-dark .image.is-5by4 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 .has-ratio,html.theme--documenter-dark .image.is-4by3 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 img,html.theme--documenter-dark .image.is-4by3 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3 .has-ratio,html.theme--documenter-dark .image.is-3by2 img,html.theme--documenter-dark #documenter 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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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form.docs-search>input.button{border-radius:290486px;padding-left:1em;padding-right:1em}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:0.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){border-radius:3px;font-size:.85em}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons 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h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content 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.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 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.button.is-info.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#024c7d}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #024c7d #024c7d !important}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-info.is-light{background-color:#ebf7ff;color:#0e9dfb}html.theme--documenter-dark .button.is-info.is-light:hover,html.theme--documenter-dark .button.is-info.is-light.is-hovered{background-color:#def2fe;border-color:transparent;color:#0e9dfb}html.theme--documenter-dark .button.is-info.is-light:active,html.theme--documenter-dark .button.is-info.is-light.is-active{background-color:#d2edfe;border-color:transparent;color:#0e9dfb}html.theme--documenter-dark .button.is-success{background-color:#008438;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:hover,html.theme--documenter-dark .button.is-success.is-hovered{background-color:#073;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:focus,html.theme--documenter-dark 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.button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#008438;box-shadow:none;color:#008438}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#008438}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #008438 #008438 !important}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-success.is-light{background-color:#ebfff3;color:#00eb64}html.theme--documenter-dark .button.is-success.is-light:hover,html.theme--documenter-dark 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.button.is-warning.is-active{background-color:#946e00;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-warning[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning{background-color:#ad8100;border-color:#ad8100;box-shadow:none}html.theme--documenter-dark .button.is-warning.is-inverted{background-color:#fff;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-inverted:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#ad8100;color:#ad8100}html.theme--documenter-dark .button.is-warning.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-outlined.is-focused{background-color:#ad8100;border-color:#ad8100;color:#fff}html.theme--documenter-dark .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #ad8100 #ad8100 !important}html.theme--documenter-dark .button.is-warning.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark 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.button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#92190c;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(158,27,13,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#86170b;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#9e1b0d;border-color:#9e1b0d;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark 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.button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#9e1b0d;box-shadow:none;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark 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.docs-logo>img.is-4by5{padding-top:125%}html.theme--documenter-dark .image.is-3by4,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--documenter-dark .image.is-2by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--documenter-dark .image.is-3by5,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--documenter-dark .image.is-9by16,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-9by16{padding-top:177.7777%}html.theme--documenter-dark .image.is-1by2,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by2{padding-top:200%}html.theme--documenter-dark .image.is-1by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by3{padding-top:300%}html.theme--documenter-dark .image.is-16x16,html.theme--documenter-dark #documenter .docs-sidebar 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Theme: Default Description: Original highlight.js style Author: (c) Ivan Sagalaev @@ -6,4 +6,4 @@ Website: https://highlightjs.org/ License: see project LICENSE Touched: 2021 -*/pre code.hljs{display:block;overflow-x:auto}code.hljs{padding:3px 5px}.hljs{background:#F0F0F0;color:#444}.hljs-comment{color:#888888}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#BC6060}.hljs-literal{color:#78A960}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#4d99bf}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold} +*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold} diff --git a/dev/assets/themeswap.js b/dev/assets/themeswap.js index c58e993e..9f5eebe6 100644 --- a/dev/assets/themeswap.js +++ b/dev/assets/themeswap.js @@ -1,20 +1,17 @@ // Small function to quickly swap out themes. Gets put into the tag.. function set_theme_from_local_storage() { - // Intialize the theme to null, which means default + // Initialize the theme to null, which means default var theme = null; // If the browser supports the localstorage and is not disabled then try to get the // documenter theme - if(window.localStorage != null) { + if (window.localStorage != null) { // Get the user-picked theme from localStorage. May be `null`, which means the default // theme. - theme = window.localStorage.getItem("documenter-theme"); + theme = window.localStorage.getItem("documenter-theme"); } - // Check if the browser supports user color preference - var darkPreference = false; // Check if the users preference is for dark color scheme - if(window.matchMedia('(prefers-color-scheme: dark)').matches === true) { - darkPreference = true; - } + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; // Initialize a few variables for the loop: // // - active: will contain the index of the theme that should be active. Note that there @@ -24,43 +21,64 @@ function set_theme_from_local_storage() { // // - disabled: style sheets that should be disabled (i.e. all the theme style sheets // that are not the currently active theme) - var active = null; var disabled = []; var darkTheme = null; + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; for (var i = 0; i < document.styleSheets.length; i++) { var ss = document.styleSheets[i]; // The tag of each style sheet is expected to have a data-theme-name attribute // which must contain the name of the theme. The names in localStorage much match this. var themename = ss.ownerNode.getAttribute("data-theme-name"); // attribute not set => non-theme stylesheet => ignore - if(themename === null) continue; + if (themename === null) continue; // To distinguish the default (primary) theme, it needs to have the data-theme-primary // attribute set. - var isprimary = (ss.ownerNode.getAttribute("data-theme-primary") !== null); - // Check if the theme is primary dark theme - var isDarkTheme = (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null); - // If ss is for dark theme then set the value of darkTheme to the name of the theme - if(isDarkTheme) darkTheme = themename; + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } // If we find a matching theme (and it's not the default), we'll set active to non-null - if(themename === theme) active = i; + if (themename === theme) active = i; // Store the style sheets of inactive themes so that we could disable them - if(themename !== theme) disabled.push(ss); + if (themename !== theme) disabled.push(ss); } - if(active !== null) { + var activeTheme = null; + if (active !== null) { // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + theme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - ss.disabled = true; - }); + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } } - else if(darkTheme !== null && darkPreference === true) { - // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + darkTheme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - if (ss.ownerNode.getAttribute("data-theme-name") !== darkTheme) { - ss.disabled = true; - } - }); + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); } } set_theme_from_local_storage(); diff --git a/dev/assets/warner.js b/dev/assets/warner.js index 5531c885..3f6f5d00 100644 --- a/dev/assets/warner.js +++ b/dev/assets/warner.js @@ -1,49 +1,52 @@ -function maybeAddWarning () { - // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE - // in siteinfo.js. - // If either of these are undefined something went horribly wrong, so we abort. - if ( - window.DOCUMENTER_NEWEST === undefined || - window.DOCUMENTER_CURRENT_VERSION === undefined || - window.DOCUMENTER_STABLE === undefined - ) { - return - }; +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } - // Current version is not a version number, so we can't tell if it's the newest version. Abort. - if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { - return - }; + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } - // Current version is newest version, so no need to add a warning. - if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { - return - }; + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } - // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. - if (document.body.querySelector('meta[name="robots"]') === null) { - const meta = document.createElement('meta'); - meta.name = 'robots'; - meta.content = 'noindex'; + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; - document.getElementsByTagName('head')[0].appendChild(meta); - }; + document.getElementsByTagName("head")[0].appendChild(meta); + } - const div = document.createElement('div'); - div.classList.add('outdated-warning-overlay'); - const closer = document.createElement('button'); - closer.classList.add('outdated-warning-closer', 'delete'); - closer.addEventListener('click', function () { - document.body.removeChild(div); - }); - const href = window.documenterBaseURL + '/../' + window.DOCUMENTER_STABLE; - div.innerHTML = 'This documentation is not for the latest stable release, but for either the development version or an older release.
    Click here to go to the documentation for the latest stable release.'; - div.appendChild(closer); - document.body.appendChild(div); -}; + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
    Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} -if (document.readyState === 'loading') { - document.addEventListener('DOMContentLoaded', maybeAddWarning); +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); } else { - maybeAddWarning(); -}; + maybeAddWarning(); +} diff --git a/dev/index.html b/dev/index.html index 17b3933d..367f0b36 100644 --- a/dev/index.html +++ b/dev/index.html @@ -1,5 +1,5 @@ -Introduction · EvoTrees.jl
    Edit on GitHub

    EvoTrees.jl

    A Julia implementation of boosted trees with CPU and GPU support. Efficient histogram based algorithms with support for multiple loss functions, including various regressions, multi-classification and Gaussian max likelihood.

    See the examples-API section to get started using the internal API, or examples-MLJ to use within the MLJ framework.

    Complete details about hyper-parameters are found in the Models section.

    R binding available.

    Installation

    Latest:

    julia> Pkg.add(url="https://github.com/Evovest/EvoTrees.jl")

    From General Registry:

    julia> Pkg.add("EvoTrees")

    Quick start

    A model configuration must first be defined, using one of the model constructor:

    Then fitting can be performed using fit_evotree. 2 broad methods are supported: Matrix and Tables based inputs. Optional kwargs can be used to specify eval data on which to track eval metric and perform early stopping. Look at the docs for more details on available hyper-parameters for each of the above constructors and other options for training.

    Predictions are obtained by passing features data to the model. Model acts as a functor, ie. it's a struct containing the fitted model as well as a function generating the prediction of that model for the features argument.

    Matrix features input

    using EvoTrees
+Introduction · EvoTrees.jl
    GitHub
    EvoTrees.jl
    A Julia implementation of boosted trees with CPU and GPU support. Efficient histogram based algorithms with support for multiple loss functions, including various regressions, multi-classification and Gaussian max likelihood. 
    See the examples-API section to get started using the internal API, or examples-MLJ to use within the MLJ framework.
    Complete details about hyper-parameters are found in the Models section.
    R binding available.
    Installation
    Latest:
    julia> Pkg.add(url="https://github.com/Evovest/EvoTrees.jl")
    From General Registry:
    julia> Pkg.add("EvoTrees")
    Quick start
    A model configuration must first be defined, using one of the model constructor: 
    Then fitting can be performed using fit_evotree. 2 broad methods are supported: Matrix and Tables based inputs. Optional kwargs can be used to specify eval data on which to track eval metric and perform early stopping. Look at the docs for more details on available hyper-parameters for each of the above constructors and other options for training.
    Predictions are obtained by passing features data to the model. Model acts as a functor, ie. it's a struct containing the fitted model as well as a function generating the prediction of that model for the features argument. 
    Matrix features input
    using EvoTrees
 
 config = EvoTreeRegressor(
     loss=:mse, 
@@ -20,4 +20,4 @@
 m2 = fit_evotree(config, df; target_name="y");
    However, the following m1 and m2 models won't be because the there's stochasticity involved in the model from rowsample and the random generator in the config isn't reset between the fits:
    config = EvoTreeRegressor(rowsample=0.5, rng=123)
 m1 = fit_evotree(config, df; target_name="y");
 m2 = fit_evotree(config, df; target_name="y");
    Note that in presence of multiple identical or very highly correlated features, model may not be reproducible if features are permuted since in situation where 2 features provide identical gains, the first one will be selected. Therefore, if the identity relationship doesn't hold on new data, different predictions will be returned from models trained on different features order. 
    At the moment, there's no reproducibility guarantee on GPU, although this may change in the future. 
    Save/Load
    EvoTrees.save(m, "data/model.bson")
-m = EvoTrees.load("data/model.bson");
    
+m = EvoTrees.load("data/model.bson");
    diff --git a/dev/models/index.html b/dev/models/index.html index 5f3ad24b..5343aafe 100644 --- a/dev/models/index.html +++ b/dev/models/index.html @@ -1,5 +1,5 @@ -Models · EvoTrees.jl
    Edit on GitHub

    Models

    EvoTreeRegressor

    EvoTrees.EvoTreeRegressor — Type

    EvoTreeRegressor(;kwargs...)

    A model type for constructing a EvoTreeRegressor, based on EvoTrees.jl, and implementing both an internal API and the MLJ model interface.

    Hyper-parameters

    • loss=:mse: Loss to be be minimized during training. One of:
      • :mse
      • :logloss
      • :gamma
      • :tweedie
      • :quantile
      • :l1
    • nrounds=10: Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1: Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.
    • lambda::T=0.0: L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0: Minimum gain improvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • alpha::T=0.5: Loss specific parameter in the [0, 1] range: - :quantile: target quantile for the regression. - :l1: weighting parameters to positive vs negative residuals. - Positive residual weights = alpha - Negative residual weights = (1 - alpha)
    • max_depth=5: Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=1.0: Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0: Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0: Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32: Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing). Only :linear, :logistic, :gamma and tweedie losses are supported at the moment.
    • tree_type="binary" Tree structure to be used. One of:
      • binary: Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.
      • oblivious: A common splitting condition is imposed to all nodes of a given depth.
    • rng=123: Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).

    Internal API

    Do config = EvoTreeRegressor() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeRegressor(loss=...).

    Training model

    A model is built using fit_evotree:

    model = fit_evotree(config; x_train, y_train, kwargs...)

    Inference

    Predictions are obtained using predict which returns a Matrix of size [nobs, 1]:

    EvoTrees.predict(model, X)

    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:

    model(X)

    MLJ Interface

    From MLJ, the type can be imported using:

    EvoTreeRegressor = @load EvoTreeRegressor pkg=EvoTrees

    Do model = EvoTreeRegressor() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeRegressor(loss=...).

    Training model

    In MLJ or MLJBase, bind an instance model to data with mach = machine(model, X, y) where

    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Continuous; check the scitype with scitype(y)

    Train the machine using fit!(mach, rows=...).

    Operations

    • predict(mach, Xnew): return predictions of the target given features Xnew having the same scitype as X above. Predictions are deterministic.

    Fitted parameters

    The fields of fitted_params(mach) are:

    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.

    Report

    The fields of report(mach) are:

    • :features: The names of the features encountered in training.

    Examples

    # Internal API
+Models · EvoTrees.jl
    GitHub
    Models
    EvoTreeRegressor
    EvoTrees.EvoTreeRegressor — Type
    EvoTreeRegressor(;kwargs...)
    A model type for constructing a EvoTreeRegressor, based on EvoTrees.jl, and implementing both an internal API and the MLJ model interface.
    Hyper-parameters
    • loss=:mse:         Loss to be be minimized during training. One of:
      • :mse
      • :logloss
      • :gamma
      • :tweedie
      • :quantile
      • :l1
    • nrounds=10:           Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.   
    • lambda::T=0.0:        L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:         Minimum gain improvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • alpha::T=0.5:         Loss specific parameter in the [0, 1] range:                           - :quantile: target quantile for the regression.                           - :l1: weighting parameters to positive vs negative residuals.                                 - Positive residual weights = alpha                                 - Negative residual weights = (1 - alpha)
    • max_depth=5:          Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=1.0:       Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:        Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:        Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:             Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).  Only :linear, :logistic, :gamma and tweedie losses are supported at the moment.
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:              Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeRegressor() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeRegressor(loss=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, 1]:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ Interface
    From MLJ, the type can be imported using:
    EvoTreeRegressor = @load EvoTreeRegressor pkg=EvoTrees
    Do model = EvoTreeRegressor() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeRegressor(loss=...).
    Training model
    In MLJ or MLJBase, bind an instance model to data with     mach = machine(model, X, y) where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Continuous; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): return predictions of the target given features Xnew having the same scitype as X above. Predictions are deterministic.
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
 using EvoTrees
 config = EvoTreeRegressor(max_depth=5, nbins=32, nrounds=100)
 nobs, nfeats = 1_000, 5
@@ -11,7 +11,7 @@
 model = EvoTreeRegressor(max_depth=5, nbins=32, nrounds=100)
 X, y = @load_boston
 mach = machine(model, X, y) |> fit!
-preds = predict(mach, X)
    source
    EvoTreeClassifier
    EvoTrees.EvoTreeClassifier — Type
    EvoTreeClassifier(;kwargs...)
    A model type for constructing a EvoTreeClassifier, based on EvoTrees.jl, and implementing both an internal API and the MLJ model interface. EvoTreeClassifier is used to perform multi-class classification, using cross-entropy loss.
    Hyper-parameters
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:               Minimum gain improvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=1.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeClassifier() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeClassifier(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, K] where K is the number of classes:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeClassifier = @load EvoTreeClassifier pkg=EvoTrees
    Do model = EvoTreeClassifier() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeClassifier(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with
    mach = machine(model, X, y)
    where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Multiclas or <:OrderedFactor; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): return predictions of the target given features Xnew having the same scitype as X above. Predictions are probabilistic.
    • predict_mode(mach, Xnew): returns the mode of each of the prediction above.
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
+preds = predict(mach, X)
    source
    EvoTreeClassifier
    EvoTrees.EvoTreeClassifier — Type
    EvoTreeClassifier(;kwargs...)
    A model type for constructing a EvoTreeClassifier, based on EvoTrees.jl, and implementing both an internal API and the MLJ model interface. EvoTreeClassifier is used to perform multi-class classification, using cross-entropy loss.
    Hyper-parameters
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:               Minimum gain improvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=1.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeClassifier() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeClassifier(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, K] where K is the number of classes:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeClassifier = @load EvoTreeClassifier pkg=EvoTrees
    Do model = EvoTreeClassifier() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeClassifier(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with
    mach = machine(model, X, y)
    where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Multiclas or <:OrderedFactor; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): return predictions of the target given features Xnew having the same scitype as X above. Predictions are probabilistic.
    • predict_mode(mach, Xnew): returns the mode of each of the prediction above.
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
 using EvoTrees
 config = EvoTreeClassifier(max_depth=5, nbins=32, nrounds=100)
 nobs, nfeats = 1_000, 5
@@ -24,7 +24,7 @@
 X, y = @load_iris
 mach = machine(model, X, y) |> fit!
 preds = predict(mach, X)
-preds = predict_mode(mach, X)
    See also EvoTrees.jl.
    source
    EvoTreeCount
    EvoTrees.EvoTreeCount — Type
    EvoTreeCount(;kwargs...)
    A model type for constructing a EvoTreeCount, based on EvoTrees.jl, and implementing both an internal API the MLJ model interface. EvoTreeCount is used to perform Poisson probabilistic regression on count target.
    Hyper-parameters
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model. Must be >= 0.
    • gamma::T=0.0:               Minimum gain imprvement needed to perform a node split. Higher gamma can result in a more robust model.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=1.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeCount() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeCount(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, 1]:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeCount = @load EvoTreeCount pkg=EvoTrees
    Do model = EvoTreeCount() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeCount(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with     mach = machine(model, X, y) where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Count; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): returns a vector of Poisson distributions given features Xnew having the same scitype as X above. Predictions are probabilistic.
    Specific metrics can also be predicted using:
    • predict_mean(mach, Xnew)
    • predict_mode(mach, Xnew)
    • predict_median(mach, Xnew)
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
+preds = predict_mode(mach, X)
    See also EvoTrees.jl.
    source
    EvoTreeCount
    EvoTrees.EvoTreeCount — Type
    EvoTreeCount(;kwargs...)
    A model type for constructing a EvoTreeCount, based on EvoTrees.jl, and implementing both an internal API the MLJ model interface. EvoTreeCount is used to perform Poisson probabilistic regression on count target.
    Hyper-parameters
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model. Must be >= 0.
    • gamma::T=0.0:               Minimum gain imprvement needed to perform a node split. Higher gamma can result in a more robust model.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=1.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeCount() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeCount(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, 1]:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeCount = @load EvoTreeCount pkg=EvoTrees
    Do model = EvoTreeCount() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeCount(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with     mach = machine(model, X, y) where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Count; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): returns a vector of Poisson distributions given features Xnew having the same scitype as X above. Predictions are probabilistic.
    Specific metrics can also be predicted using:
    • predict_mean(mach, Xnew)
    • predict_mode(mach, Xnew)
    • predict_median(mach, Xnew)
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
 using EvoTrees
 config = EvoTreeCount(max_depth=5, nbins=32, nrounds=100)
 nobs, nfeats = 1_000, 5
@@ -40,7 +40,7 @@
 preds = predict_mean(mach, X)
 preds = predict_mode(mach, X)
 preds = predict_median(mach, X)
-
    See also EvoTrees.jl.
    source
    EvoTreeMLE
    EvoTrees.EvoTreeMLE — Type
    EvoTreeMLE(;kwargs...)
    A model type for constructing a EvoTreeMLE, based on EvoTrees.jl, and implementing both an internal API the MLJ model interface. EvoTreeMLE performs maximum likelihood estimation. Assumed distribution is specified through loss kwargs. Both Gaussian and Logistic distributions are supported.
    Hyper-parameters
    loss=:gaussian:         Loss to be be minimized during training. One of:
    • :gaussian / :gaussian_mle
    • :logistic / :logistic_mle
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0.
    A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:               Minimum gain imprvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=8.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).  !Experimental feature: note that for MLE regression, constraints may not be enforced systematically.
    • tree_type="binary"          Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeMLE() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeMLE(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, nparams] where the second dimensions refer to μ & σ for Normal/Gaussian and μ & s for Logistic.
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeMLE = @load EvoTreeMLE pkg=EvoTrees
    Do model = EvoTreeMLE() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeMLE(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with
    mach = machine(model, X, y)
    where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Continuous; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): returns a vector of Gaussian or Logistic distributions (according to provided loss) given features Xnew having the same scitype as X above.
    Predictions are probabilistic.
    Specific metrics can also be predicted using:
    • predict_mean(mach, Xnew)
    • predict_mode(mach, Xnew)
    • predict_median(mach, Xnew)
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
+
    See also EvoTrees.jl.
    source
    EvoTreeMLE
    EvoTrees.EvoTreeMLE — Type
    EvoTreeMLE(;kwargs...)
    A model type for constructing a EvoTreeMLE, based on EvoTrees.jl, and implementing both an internal API the MLJ model interface. EvoTreeMLE performs maximum likelihood estimation. Assumed distribution is specified through loss kwargs. Both Gaussian and Logistic distributions are supported.
    Hyper-parameters
    loss=:gaussian:         Loss to be be minimized during training. One of:
    • :gaussian / :gaussian_mle
    • :logistic / :logistic_mle
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0.
    A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:               Minimum gain imprvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=8.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).  !Experimental feature: note that for MLE regression, constraints may not be enforced systematically.
    • tree_type="binary"          Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeMLE() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeMLE(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, nparams] where the second dimensions refer to μ & σ for Normal/Gaussian and μ & s for Logistic.
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeMLE = @load EvoTreeMLE pkg=EvoTrees
    Do model = EvoTreeMLE() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeMLE(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with
    mach = machine(model, X, y)
    where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Continuous; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): returns a vector of Gaussian or Logistic distributions (according to provided loss) given features Xnew having the same scitype as X above.
    Predictions are probabilistic.
    Specific metrics can also be predicted using:
    • predict_mean(mach, Xnew)
    • predict_mode(mach, Xnew)
    • predict_median(mach, Xnew)
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
 using EvoTrees
 config = EvoTreeMLE(max_depth=5, nbins=32, nrounds=100)
 nobs, nfeats = 1_000, 5
@@ -55,7 +55,7 @@
 preds = predict(mach, X)
 preds = predict_mean(mach, X)
 preds = predict_mode(mach, X)
-preds = predict_median(mach, X)
    source
    EvoTreeGaussian
    EvoTreeGaussian is to be deprecated. Please use EvoTreeMLE with loss = :gaussian_mle. 
    EvoTrees.EvoTreeGaussian — Type
    EvoTreeGaussian(;kwargs...)
    A model type for constructing a EvoTreeGaussian, based on EvoTrees.jl, and implementing both an internal API the MLJ model interface. EvoTreeGaussian is used to perform Gaussian probabilistic regression, fitting μ and σ parameters to maximize likelihood.
    Hyper-parameters
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:               Minimum gain imprvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=8.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).  !Experimental feature: note that for Gaussian regression, constraints may not be enforce systematically.
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeGaussian() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeGaussian(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, 2] where the second dimensions refer to μ and σ respectively:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeGaussian = @load EvoTreeGaussian pkg=EvoTrees
    Do model = EvoTreeGaussian() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeGaussian(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with
    mach = machine(model, X, y)
    where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Continuous; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): returns a vector of Gaussian distributions given features Xnew having the same scitype as X above.
    Predictions are probabilistic.
    Specific metrics can also be predicted using:
    • predict_mean(mach, Xnew)
    • predict_mode(mach, Xnew)
    • predict_median(mach, Xnew)
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
+preds = predict_median(mach, X)
    source
    EvoTreeGaussian
    EvoTreeGaussian is to be deprecated. Please use EvoTreeMLE with loss = :gaussian_mle. 
    EvoTrees.EvoTreeGaussian — Type
    EvoTreeGaussian(;kwargs...)
    A model type for constructing a EvoTreeGaussian, based on EvoTrees.jl, and implementing both an internal API the MLJ model interface. EvoTreeGaussian is used to perform Gaussian probabilistic regression, fitting μ and σ parameters to maximize likelihood.
    Hyper-parameters
    • nrounds=10:                 Number of rounds. It corresponds to the number of trees that will be sequentially stacked. Must be >= 1.
    • eta=0.1:              Learning rate. Each tree raw predictions are scaled by eta prior to be added to the stack of predictions. Must be > 0. A lower eta results in slower learning, requiring a higher nrounds but typically improves model performance.  
    • lambda::T=0.0:              L2 regularization term on weights. Must be >= 0. Higher lambda can result in a more robust model.
    • gamma::T=0.0:               Minimum gain imprvement needed to perform a node split. Higher gamma can result in a more robust model. Must be >= 0.
    • max_depth=5:                Maximum depth of a tree. Must be >= 1. A tree of depth 1 is made of a single prediction leaf. A complete tree of depth N contains 2^(N - 1) terminal leaves and 2^(N - 1) - 1 split nodes. Compute cost is proportional to 2^max_depth. Typical optimal values are in the 3 to 9 range.
    • min_weight=8.0:             Minimum weight needed in a node to perform a split. Matches the number of observations by default or the sum of weights as provided by the weights vector. Must be > 0.
    • rowsample=1.0:              Proportion of rows that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • colsample=1.0:              Proportion of columns / features that are sampled at each iteration to build the tree. Should be in ]0, 1].
    • nbins=32:                   Number of bins into which each feature is quantized. Buckets are defined based on quantiles, hence resulting in equal weight bins. Should be between 2 and 255.
    • monotone_constraints=Dict{Int, Int}(): Specify monotonic constraints using a dict where the key is the feature index and the value the applicable constraint (-1=decreasing, 0=none, 1=increasing).  !Experimental feature: note that for Gaussian regression, constraints may not be enforce systematically.
    • tree_type="binary"    Tree structure to be used. One of:
      • binary:       Each node of a tree is grown independently. Tree are built depthwise until max depth is reach or if min weight or gain (see gamma) stops further node splits.  
      • oblivious:    A common splitting condition is imposed to all nodes of a given depth. 
    • rng=123:                    Either an integer used as a seed to the random number generator or an actual random number generator (::Random.AbstractRNG).
    Internal API
    Do config = EvoTreeGaussian() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeGaussian(max_depth=...).
    Training model
    A model is built using fit_evotree:
    model = fit_evotree(config; x_train, y_train, kwargs...)
    Inference
    Predictions are obtained using predict which returns a Matrix of size [nobs, 2] where the second dimensions refer to μ and σ respectively:
    EvoTrees.predict(model, X)
    Alternatively, models act as a functor, returning predictions when called as a function with features as argument:
    model(X)
    MLJ
    From MLJ, the type can be imported using:
    EvoTreeGaussian = @load EvoTreeGaussian pkg=EvoTrees
    Do model = EvoTreeGaussian() to construct an instance with default hyper-parameters. Provide keyword arguments to override hyper-parameter defaults, as in EvoTreeGaussian(loss=...).
    Training data
    In MLJ or MLJBase, bind an instance model to data with
    mach = machine(model, X, y)
    where
    • X: any table of input features (eg, a DataFrame) whose columns each have one of the following element scitypes: Continuous, Count, or <:OrderedFactor; check column scitypes with schema(X)
    • y: is the target, which can be any AbstractVector whose element scitype is <:Continuous; check the scitype with scitype(y)
    Train the machine using fit!(mach, rows=...).
    Operations
    • predict(mach, Xnew): returns a vector of Gaussian distributions given features Xnew having the same scitype as X above.
    Predictions are probabilistic.
    Specific metrics can also be predicted using:
    • predict_mean(mach, Xnew)
    • predict_mode(mach, Xnew)
    • predict_median(mach, Xnew)
    Fitted parameters
    The fields of fitted_params(mach) are:
    • :fitresult: The GBTree object returned by EvoTrees.jl fitting algorithm.
    Report
    The fields of report(mach) are:
    • :features: The names of the features encountered in training.
    Examples
    # Internal API
 using EvoTrees
 params = EvoTreeGaussian(max_depth=5, nbins=32, nrounds=100)
 nobs, nfeats = 1_000, 5
@@ -70,4 +70,4 @@
 preds = predict(mach, X)
 preds = predict_mean(mach, X)
 preds = predict_mode(mach, X)
-preds = predict_median(mach, X)
    source
    
+preds = predict_median(mach, X)
    source
    diff --git a/dev/search/index.html b/dev/search/index.html deleted file mode 100644 index 801f58de..00000000 --- a/dev/search/index.html +++ /dev/null @@ -1,2 +0,0 @@ - -Search · EvoTrees.jl

    Loading search...

      diff --git a/dev/tutorials/classification-iris/index.html b/dev/tutorials/classification-iris/index.html index 21b6e8d1..7f535d0c 100644 --- a/dev/tutorials/classification-iris/index.html +++ b/dev/tutorials/classification-iris/index.html @@ -1,5 +1,5 @@ -Classification - IRIS · EvoTrees.jl
      Edit on GitHub

      Classification on Iris dataset

      We will use the iris dataset, which is included in the MLDatasets package. This dataset consists of measurements of the sepal length, sepal width, petal length, and petal width for three different types of iris flowers: Setosa, Versicolor, and Virginica.

      Getting started

      To begin, we will load the required packages and the dataset:

      using EvoTrees
+Classification - IRIS · EvoTrees.jl
      GitHub
      Classification on Iris dataset
      We will use the iris dataset, which is included in the MLDatasets package. This dataset consists of measurements of the sepal length, sepal width, petal length, and petal width for three different types of iris flowers: Setosa, Versicolor, and Virginica.
      Getting started
      To begin, we will load the required packages and the dataset:
      using EvoTrees
 using MLDatasets
 using DataFrames
 using Statistics: mean
@@ -38,4 +38,4 @@
 1.0
 
 julia> mean(idx_eval .== levelcode.(y_eval))
-0.9333333333333333
      
+0.9333333333333333
      diff --git a/dev/tutorials/examples-API/index.html b/dev/tutorials/examples-API/index.html index 5cd9289c..8eed17fe 100644 --- a/dev/tutorials/examples-API/index.html +++ b/dev/tutorials/examples-API/index.html @@ -1,5 +1,5 @@ -Internal API · EvoTrees.jl
      Edit on GitHub

      Internal API examples

      The following provides minimal examples of usage of the various loss functions available in EvoTrees using the internal API.

      Regression

      Minimal example to fit a noisy sinus wave.

      using EvoTrees
+Internal API · EvoTrees.jl
      GitHub
      Internal API examples
      The following provides minimal examples of usage of the various loss functions available in EvoTrees using the internal API.
      Regression
      Minimal example to fit a noisy sinus wave.
      using EvoTrees
 using EvoTrees: sigmoid, logit
 using StatsBase: sample
 
@@ -94,4 +94,4 @@
     loss=:gaussian_mle,
     nrounds=100, nbins=100,
     lambda=0.0, gamma=0.0, eta=0.1,
-    max_depth=6, rowsample=0.5)
      
+    max_depth=6, rowsample=0.5)
      diff --git a/dev/tutorials/examples-MLJ/index.html b/dev/tutorials/examples-MLJ/index.html index 3f5ba00a..275c538c 100644 --- a/dev/tutorials/examples-MLJ/index.html +++ b/dev/tutorials/examples-MLJ/index.html @@ -1,5 +1,5 @@ -MLJ API · EvoTrees.jl
      Edit on GitHub

      MLJ Integration

      EvoTrees.jl provides a first-class integration with the MLJ ecosystem.

      See official project page for more info.

      To use with MLJ, an EvoTrees model configuration must first be initialized using either:

      The model is then passed to MLJ's machine, opening access to the rest of the MLJ modeling ecosystem. 

      using StatsBase: sample
+MLJ API · EvoTrees.jl
      GitHub
      MLJ Integration
      EvoTrees.jl provides a first-class integration with the MLJ ecosystem. 
      See official project page for more info.
      To use with MLJ, an EvoTrees model configuration must first be initialized using either: 
      The model is then passed to MLJ's machine, opening access to the rest of the MLJ modeling ecosystem. 
      using StatsBase: sample
 using EvoTrees
 using EvoTrees: sigmoid, logit # only needed to create the synthetic data below
 using MLJBase
@@ -34,4 +34,4 @@
 
 # predict on test data
 pred_test = predict(mach, selectrows(X, test))
-mean(abs.(pred_test - selectrows(Y, test)))
      
+mean(abs.(pred_test - selectrows(Y, test)))
      diff --git a/dev/tutorials/logistic-regression-titanic/index.html b/dev/tutorials/logistic-regression-titanic/index.html index ee2cf1fb..2a74299e 100644 --- a/dev/tutorials/logistic-regression-titanic/index.html +++ b/dev/tutorials/logistic-regression-titanic/index.html @@ -1,5 +1,5 @@ -Logistic Regression - Titanic · EvoTrees.jl
      Edit on GitHub

      Logistic Regression on Titanic Dataset

      We will use the Titanic dataset, which is included in the MLDatasets package. It describes the survival status of individual passengers on the Titanic. The model will be approached as a logistic regression problem, although a Classifier model could also have been used (see the Classification - Iris tutorial).

      Getting started

      To begin, we will load the required packages and the dataset:

      using EvoTrees
+Logistic Regression - Titanic · EvoTrees.jl
      GitHub
      Logistic Regression on Titanic Dataset
      We will use the Titanic dataset, which is included in the MLDatasets package. It describes the survival status of individual passengers on the Titanic. The model will be approached as a logistic regression problem, although a Classifier model could also have been used (see the Classification - Iris tutorial). 
      Getting started
      To begin, we will load the required packages and the dataset:
      using EvoTrees
 using MLDatasets
 using DataFrames
 using Statistics: mean
@@ -53,4 +53,4 @@
         "Pclass" => 0.11354283043193575
          "SibSp" => 0.05129209383816148
          "Parch" => 0.017385183317069588
- "Age_ismissing" => 0.013685310503669728
      
+ "Age_ismissing" => 0.013685310503669728
      diff --git a/dev/tutorials/ranking-LTRC/index.html b/dev/tutorials/ranking-LTRC/index.html index e27a1a61..1915f41f 100644 --- a/dev/tutorials/ranking-LTRC/index.html +++ b/dev/tutorials/ranking-LTRC/index.html @@ -1,5 +1,5 @@ -Ranking - Yahoo! LTRC · EvoTrees.jl
      Edit on GitHub

      Ranking with Yahoo! Learning to Rank Challenge.

      In this tutorial, we present how a ranking task can be tackled using regular regression techniques without compromising performance compared to specialized ranking learners. The data used is from the C14 - Yahoo! Learning to Rank Challenge, which can be obtained following a request to https://webscope.sandbox.yahoo.com.

      Getting started

      To begin, we load the required packages:

      using EvoTrees
+Ranking - Yahoo! LTRC · EvoTrees.jl
      GitHub
      Ranking with Yahoo! Learning to Rank Challenge.
      In this tutorial, we present how a ranking task can be tackled using regular regression techniques without compromising performance compared to specialized ranking learners. The data used is from the C14 - Yahoo! Learning to Rank Challenge, which can be obtained following a request to https://webscope.sandbox.yahoo.com.
      Getting started
      To begin, we load the required packages:
      using EvoTrees
 using DataFrames
 using Statistics: mean
 using CategoricalArrays
@@ -100,4 +100,4 @@
 @info "ndcg_test LogLoss" ndcg_test
 
 ┌ Info: ndcg_test LogLoss
-└   ndcg_test = 0.80267
      Conclusion
      We've seen that a ranking problem can be efficiently handled with generic regression tasks, yet achieve comparable performance to specialized ranking loss functions. Below, we present the NDCG obtained from the above experiments along those published on CatBoost's benchmarks.
      ModelNDCG
      EvoTrees - mse0.80080
      EvoTrees - logistic0.80267
      cat-rmse0.802115
      cat-query-rmse0.802229
      cat-pair-logit0.797318
      cat-pair-logit-pairwise0.790396
      cat-yeti-rank0.802972
      xgb-rmse0.798892
      xgb-pairwise0.800048
      xgb-lambdamart-ndcg0.800048
      lgb-rmse0.8013675
      lgb-pairwise0.801347
      It should be noted that the later results were not reproduced in the scope of current tutorial, so one should be careful about any claim of model superiority. The results from CatBoost's benchmarks were however already indicative of strong performance of non-specialized ranking loss functions, to which this tutorial brings further support. 
      
+└   ndcg_test = 0.80267

      Conclusion

      We've seen that a ranking problem can be efficiently handled with generic regression tasks, yet achieve comparable performance to specialized ranking loss functions. Below, we present the NDCG obtained from the above experiments along those published on CatBoost's benchmarks.

      ModelNDCG
      EvoTrees - mse0.80080
      EvoTrees - logistic0.80267
      cat-rmse0.802115
      cat-query-rmse0.802229
      cat-pair-logit0.797318
      cat-pair-logit-pairwise0.790396
      cat-yeti-rank0.802972
      xgb-rmse0.798892
      xgb-pairwise0.800048
      xgb-lambdamart-ndcg0.800048
      lgb-rmse0.8013675
      lgb-pairwise0.801347

      It should be noted that the later results were not reproduced in the scope of current tutorial, so one should be careful about any claim of model superiority. The results from CatBoost's benchmarks were however already indicative of strong performance of non-specialized ranking loss functions, to which this tutorial brings further support.

      diff --git a/dev/tutorials/regression-boston/index.html b/dev/tutorials/regression-boston/index.html index a668f11f..39b0d020 100644 --- a/dev/tutorials/regression-boston/index.html +++ b/dev/tutorials/regression-boston/index.html @@ -1,5 +1,5 @@ -Regression - Boston · EvoTrees.jl
      Edit on GitHub

      Regression on Boston Housing Dataset

      We will use the Boston Housing dataset, which is included in the MLDatasets package. It's derived from information collected by the U.S. Census Service concerning housing in the area of Boston. Target variable represents the median housing value.

      Getting started

      To begin, we will load the required packages and the dataset:

      using EvoTrees
+Regression - Boston · EvoTrees.jl
      GitHub
      Regression on Boston Housing Dataset
      We will use the Boston Housing dataset, which is included in the MLDatasets package. It's derived from information collected by the U.S. Census Service concerning housing in the area of Boston. Target variable represents the median housing value.
      Getting started
      To begin, we will load the required packages and the dataset:
      using EvoTrees
 using MLDatasets
 using DataFrames
 using Statistics: mean
@@ -33,4 +33,4 @@
 1.056997874224627
 
 julia> mean(abs.(pred_eval .- y_eval))
-2.3298767665825264
      
+2.3298767665825264