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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Model wrappers · MLJModelInterface</title><meta name="title" content="Model wrappers · MLJModelInterface"/><meta property="og:title" content="Model wrappers · MLJModelInterface"/><meta property="twitter:title" content="Model wrappers · MLJModelInterface"/><meta name="description" content="Documentation for MLJModelInterface."/><meta property="og:description" content="Documentation for MLJModelInterface."/><meta property="twitter:description" content="Documentation for MLJModelInterface."/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../">MLJModelInterface</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../quick_start_guide/">Quick-start guide</a></li><li><a class="tocitem" href="../the_model_type_hierarchy/">The model type hierarchy</a></li><li><a class="tocitem" href="../type_declarations/">New model type declarations</a></li><li><span class="tocitem">Supervised models</span><ul><li><a class="tocitem" href="../supervised_models/">Introduction</a></li><li><a class="tocitem" href="../summary_of_methods/">Summary of methods</a></li><li><a class="tocitem" href="../form_of_data/">The form of data for fitting and predicting</a></li><li><a class="tocitem" href="../the_fit_method/">The fit method</a></li><li><a class="tocitem" href="../the_fitted_params_method/">The fitted_params method</a></li><li><a class="tocitem" href="../the_predict_method/">The predict method</a></li><li><a class="tocitem" href="../the_predict_joint_method/">The predict_joint method</a></li><li><a class="tocitem" href="../training_losses/">Training losses</a></li><li><a class="tocitem" href="../feature_importances/">Feature importances</a></li><li><a class="tocitem" href="../trait_declarations/">Trait declarations</a></li><li><a class="tocitem" href="../iterative_models/">Iterative models and the update! method</a></li><li><a class="tocitem" href="../implementing_a_data_front_end/">Implementing a data front end</a></li><li><a class="tocitem" href="../supervised_models_with_transform/">Supervised models with a transform method</a></li><li><a class="tocitem" href="../fitting_distributions/">Models that learn a probability distribution</a></li></ul></li><li><a class="tocitem" href="../unsupervised_models/">Unsupervised models</a></li><li><a class="tocitem" href="../static_models/">Static models</a></li><li><a class="tocitem" href="../outlier_detection_models/">Outlier detection models</a></li><li class="is-active"><a class="tocitem" href>Model wrappers</a></li><li><a class="tocitem" href="../serialization/">Serialization</a></li><li><a class="tocitem" href="../document_strings/">Document strings</a></li><li><a class="tocitem" href="../convenience_methods/">Convenience methods</a></li><li><a class="tocitem" href="../where_to_put_code/">Where to place code implementing new models</a></li><li><a class="tocitem" href="../how_to_register/">How to add models to the MLJ Model Registry</a></li><li><a class="tocitem" href="../reference/">Reference</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Model wrappers</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Model wrappers</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/JuliaAI/MLJModelInterface.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/JuliaAI/MLJModelInterface.jl/blob/dev/docs/src/model_wrappers.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Model-wrappers"><a class="docs-heading-anchor" href="#Model-wrappers">Model wrappers</a><a id="Model-wrappers-1"></a><a class="docs-heading-anchor-permalink" href="#Model-wrappers" title="Permalink"></a></h1><p>A model that can have one or more other models as hyper-parameters should overload the trait <code>is_wrapper</code>, as in this example:</p><pre><code class="language-julia hljs">MLJModelInterface.target_in_fit(::Type{&lt;:MyWrapper}) = true</code></pre><p>The constructor for such a model does not need provide default values for the model-valued hyper-parameters. If only a single model is wrapped, then the hyper-parameter should have the name <code>:model</code> and this should be an optional positional argument, as well as a keyword argument.</p><p>For example, <code>EnsembleModel</code> is a model wrapper, and we can construct an instance like this:</p><pre><code class="language-julia hljs">using MLJ
+atom = ConstantClassfier()
+EnsembleModel(tree, n=100)</code></pre><p>but also like this:</p><pre><code class="language-julia hljs">EnsembleModel(model=tree, n=100)</code></pre><p>This is the only case in MLJ where positional arguments in a model constructor are allowed.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../outlier_detection_models/">« Outlier detection models</a><a class="docs-footer-nextpage" href="../serialization/">Serialization »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Wednesday 3 July 2024 02:55">Wednesday 3 July 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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