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2 changes: 1 addition & 1 deletion dev/.documenter-siteinfo.json
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{"documenter":{"julia_version":"1.6.7","generation_timestamp":"2024-10-20T13:13:48","documenter_version":"1.7.0"}}
{"documenter":{"julia_version":"1.6.7","generation_timestamp":"2024-10-20T15:27:07","documenter_version":"1.7.0"}}
2 changes: 1 addition & 1 deletion dev/buffering/index.html
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<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Buffering · DataAugmentation.jl</title><meta name="title" content="Buffering · DataAugmentation.jl"/><meta property="og:title" content="Buffering · DataAugmentation.jl"/><meta property="twitter:title" content="Buffering · DataAugmentation.jl"/><meta name="description" content="Documentation for DataAugmentation.jl."/><meta property="og:description" content="Documentation for DataAugmentation.jl."/><meta property="twitter:description" content="Documentation for DataAugmentation.jl."/><meta property="og:url" content="https://fluxml.ai/DataAugmentation.jl/stable/buffering/"/><meta property="twitter:url" content="https://fluxml.ai/DataAugmentation.jl/stable/buffering/"/><link rel="canonical" href="https://fluxml.ai/DataAugmentation.jl/stable/buffering/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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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><link href="../assets/flux.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../">DataAugmentation.jl</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="../">DataAugmentation.jl</a></li><li><a class="tocitem" href="../quickstart/">Quickstart</a></li><li><a class="tocitem" href="../transformations/">Transformations</a></li><li><span class="tocitem">Build your transformations</span><ul><li><a class="tocitem" href="../iteminterface/">Item Interface</a></li><li><a class="tocitem" href="../tfminterface/">Transform Interface</a></li><li><input class="collapse-toggle" id="menuitem-4-3" type="checkbox"/><label class="tocitem" for="menuitem-4-3"><span class="docs-label">Projective Interface</span><i class="docs-chevron"></i></label><ul class="collapsed"><li><a class="tocitem" href="../projective/intro/">Intro</a></li><li><a class="tocitem" href="../projective/data/">Data</a></li><li><a class="tocitem" href="../projective/gallery/">Gallery</a></li></ul></li></ul></li><li><span class="tocitem">Misc</span><ul><li class="is-active"><a class="tocitem" href>Buffering</a></li><li><a class="tocitem" href="../preprocessing/">Preprocessing</a></li><li><a class="tocitem" href="../ref/">References</a></li></ul></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><a class="is-disabled">Misc</a></li><li class="is-active"><a href>Buffering</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Buffering</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/FluxML/DataAugmentation.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/FluxML/DataAugmentation.jl/blob/master/docs/src/buffering.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="Buffering"><a class="docs-heading-anchor" href="#Buffering">Buffering</a><a id="Buffering-1"></a><a class="docs-heading-anchor-permalink" href="#Buffering" title="Permalink"></a></h1><p>As mentioned in the section on <a href="../tfminterface/">transformations</a>, you can implement <a href="../ref/#DataAugmentation.apply!"><code>apply!</code></a> as an inplace version of <a href="../ref/#DataAugmentation.apply"><code>apply</code></a> to support buffered transformations. Usually, the result of a regular <code>apply</code> can be used as a buffer. You may write</p><pre><code class="language-julia hljs">buffer = apply(tfm, item)
apply!(buffer, tfm, item)</code></pre><p>However, for some transformations, a different buffer is needed. <a href="../ref/#DataAugmentation.Sequence"><code>Sequence</code></a>, for example, needs to reuse all intermediate results. That is why the buffer creation can be customized:</p><ul><li><a href="../ref/#DataAugmentation.makebuffer"><code>DataAugmentation.makebuffer</code></a><code>(tfm, item)</code> creates a buffer <code>buf</code> that can be used in an <code>apply!</code> call: <code>apply!(buf, tfm, item)</code>.</li></ul><hr/><p>Managing the buffers manually quickly becomes tedious. For convenience, this library implements <a href="../ref/#DataAugmentation.Buffered"><code>DataAugmentation.Buffered</code></a>, a transformation wrapper that will use a buffer internally. <code>btfm = Buffered(tfm)</code> will create a buffer the first time it is <code>apply</code>ed and then use it by internally calling <code>apply!</code>.</p><pre><code class="language-julia hljs">buffered = Buffered(tfm)
buffer = apply(tfm, item) # uses apply! internally</code></pre><p>Since <code>Buffered</code> only stores one buffer, you may run into problems when using it in a multi-threading context where different threads invalidate the buffer before it can be used. In that case, you can use <a href="../ref/#DataAugmentation.BufferedThreadsafe"><code>DataAugmentation.BufferedThreadsafe</code></a>, a version of <code>Buffered</code> that keeps a separate buffer for every thread. </p><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="DataAugmentation.Buffered-buffering" href="#DataAugmentation.Buffered-buffering"><code>DataAugmentation.Buffered</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><p>Buffer to store transform results</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/FluxML/DataAugmentation.jl/blob/76b7a8b030dd1d1bc4dc2c1fd28823a5f6ec26aa/src/buffered.jl#L44-L46">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="DataAugmentation.BufferedThreadsafe-buffering" href="#DataAugmentation.BufferedThreadsafe-buffering"><code>DataAugmentation.BufferedThreadsafe</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><p>Buffer to store transform results (threadsafe)</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/FluxML/DataAugmentation.jl/blob/76b7a8b030dd1d1bc4dc2c1fd28823a5f6ec26aa/src/buffered.jl#L79-L81">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../projective/gallery/">« Gallery</a><a class="docs-footer-nextpage" href="../preprocessing/">Preprocessing »</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 1.7.0 on <span class="colophon-date" title="Sunday 20 October 2024 13:13">Sunday 20 October 2024</span>. Using Julia version 1.6.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
buffer = apply(tfm, item) # uses apply! internally</code></pre><p>Since <code>Buffered</code> only stores one buffer, you may run into problems when using it in a multi-threading context where different threads invalidate the buffer before it can be used. In that case, you can use <a href="../ref/#DataAugmentation.BufferedThreadsafe"><code>DataAugmentation.BufferedThreadsafe</code></a>, a version of <code>Buffered</code> that keeps a separate buffer for every thread. </p><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="DataAugmentation.Buffered-buffering" href="#DataAugmentation.Buffered-buffering"><code>DataAugmentation.Buffered</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><p>Buffer to store transform results</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/FluxML/DataAugmentation.jl/blob/95d17647212f02028b709b5f730c3024232a324b/src/buffered.jl#L44-L46">source</a></section></article><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="DataAugmentation.BufferedThreadsafe-buffering" href="#DataAugmentation.BufferedThreadsafe-buffering"><code>DataAugmentation.BufferedThreadsafe</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><p>Buffer to store transform results (threadsafe)</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/FluxML/DataAugmentation.jl/blob/95d17647212f02028b709b5f730c3024232a324b/src/buffered.jl#L79-L81">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../projective/gallery/">« Gallery</a><a class="docs-footer-nextpage" href="../preprocessing/">Preprocessing »</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 1.7.0 on <span class="colophon-date" title="Sunday 20 October 2024 15:27">Sunday 20 October 2024</span>. Using Julia version 1.6.7.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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