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{"documenter":{"julia_version":"1.11.3","generation_timestamp":"2025-01-23T15:40:11","documenter_version":"1.8.0"}}
{"documenter":{"julia_version":"1.11.3","generation_timestamp":"2025-01-23T17:58:45","documenter_version":"1.8.0"}}
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],
) # Total: 12 trainable arrays, 420 parameters,
# plus 4 non-trainable, 20 parameters, summarysize 2.711 KiB.
</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.jl/blob/729b39afd9064f93e9a9188b51a8dcc23727ee30/src/wrappers/stackedrnn.jl#L3-L38">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../layers/">« Layers</a><a class="docs-footer-nextpage" href="../../roadmap/">Roadmap »</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 1.8.0 on <span class="colophon-date" title="Thursday 23 January 2025 15:40">Thursday 23 January 2025</span>. Using Julia version 1.11.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.jl/blob/d0be0d7126f04805def31914b4bdcb1bc5413a0f/src/wrappers/stackedrnn.jl#L3-L38">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../layers/">« Layers</a><a class="docs-footer-nextpage" href="../../roadmap/">Roadmap »</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 1.8.0 on <span class="colophon-date" title="Thursday 23 January 2025 17:58">Thursday 23 January 2025</span>. Using Julia version 1.11.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></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>Roadmap · RecurrentLayers.jl</title><meta name="title" content="Roadmap · RecurrentLayers.jl"/><meta property="og:title" content="Roadmap · RecurrentLayers.jl"/><meta property="twitter:title" content="Roadmap · RecurrentLayers.jl"/><meta name="description" content="Documentation for RecurrentLayers.jl."/><meta property="og:description" content="Documentation for RecurrentLayers.jl."/><meta property="twitter:description" content="Documentation for RecurrentLayers.jl."/><meta property="og:url" content="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/roadmap/"/><meta property="twitter:url" content="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/roadmap/"/><link rel="canonical" href="https://MartinuzziFrancesco.github.io/RecurrentLayers.jl/roadmap/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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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>Roadmap</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Roadmap</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/MartinuzziFrancesco/RecurrentLayers.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/MartinuzziFrancesco/RecurrentLayers.jl/blob/main/docs/src/roadmap.md" title="Edit source on GitHub"><span 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Future work for this library includes additional cells such as:</p><ul><li>FastRNNs and FastGRUs (current focus) <a href="https://arxiv.org/abs/1901.02358">arxiv</a></li><li>Unitary recurrent neural networks <a href="https://arxiv.org/abs/1611.00035">arxiv</a></li><li>Modern recurrent neural networks such as <a href="https://arxiv.org/abs/2303.06349">LRU</a> and <a href="https://arxiv.org/abs/2410.01201">minLSTM/minGRU</a></li><li>Quasi recurrent neural networks <a href="https://arxiv.org/abs/1611.01576">arxiv</a></li></ul><p>Additionally, some cell-independent architectures are also planned, that expand the ability of recurrent architectures and could theoretically take any cell:</p><ul><li>Clockwork rnns <a href="https://arxiv.org/abs/1402.3511">arxiv</a></li><li>Phased rnns <a href="https://arxiv.org/abs/1610.09513">arxiv</a></li><li>Segment rnn <a href="https://arxiv.org/abs/2308.11200">arxiv</a></li><li>Fast-Slow rnns <a href="https://arxiv.org/abs/1705.08639">arxiv</a></li></ul><p>An implementation of these ideally would be, for example <code>FastSlow(RNNCell, input_size =&gt; hidden_size)</code>. 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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="Roadmap"><a class="docs-heading-anchor" href="#Roadmap">Roadmap</a><a id="Roadmap-1"></a><a class="docs-heading-anchor-permalink" href="#Roadmap" title="Permalink"></a></h1><p>This page documents some planned work for RecurrentLayers.jl. Future work for this library includes additional cells such as:</p><ul><li>FastRNNs and FastGRUs (current focus) <a href="https://arxiv.org/abs/1901.02358">arxiv</a></li><li>Unitary recurrent neural networks <a href="https://arxiv.org/abs/1611.00035">arxiv</a></li><li>Modern recurrent neural networks such as <a href="https://arxiv.org/abs/2303.06349">LRU</a> and <a href="https://arxiv.org/abs/2410.01201">minLSTM/minGRU</a></li><li>Quasi recurrent neural networks <a href="https://arxiv.org/abs/1611.01576">arxiv</a></li></ul><p>Additionally, some cell-independent architectures are also planned, that expand the ability of recurrent architectures and could theoretically take any cell:</p><ul><li>Clockwork rnns <a href="https://arxiv.org/abs/1402.3511">arxiv</a></li><li>Phased rnns <a href="https://arxiv.org/abs/1610.09513">arxiv</a></li><li>Segment rnn <a href="https://arxiv.org/abs/2308.11200">arxiv</a></li><li>Fast-Slow rnns <a href="https://arxiv.org/abs/1705.08639">arxiv</a></li></ul><p>An implementation of these ideally would be, for example <code>FastSlow(RNNCell, input_size =&gt; hidden_size)</code>. More details on this soon!</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../api/wrappers/">« Wrappers</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 1.8.0 on <span class="colophon-date" title="Thursday 23 January 2025 17:58">Thursday 23 January 2025</span>. 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