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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>LICENSE · Invertible Networks</title><link href="https://fonts.googleapis.com/css?family=Lato|Roboto+Mono" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.11.1/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="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-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">Invertible Networks</span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../examples/">Examples</a></li><li><a class="tocitem" href="../api/">API Reference</a></li><li class="is-active"><a class="tocitem" href>LICENSE</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"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>LICENSE</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>LICENSE</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/slimgroup/InvertibleNetworks.jl/blob/master/docs/src/LICENSE.md" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><p>MIT License</p><p>Copyright (c) 2020 SLIM group @ Georgia Institute of Technology</p><p>Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the &quot;Software&quot;), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:</p><p>The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.</p><p>THE SOFTWARE IS PROVIDED &quot;AS IS&quot;, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../api/">« API Reference</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> on <span class="colophon-date" title="Thursday 16 November 2023 19:11">Thursday 16 November 2023</span>. Using Julia version 1.9.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>LICENSE · Invertible Networks</title><link href="https://fonts.googleapis.com/css?family=Lato|Roboto+Mono" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.0/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.11.1/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="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-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">Invertible Networks</span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../examples/">Examples</a></li><li><a class="tocitem" href="../api/">API Reference</a></li><li class="is-active"><a class="tocitem" href>LICENSE</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"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>LICENSE</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>LICENSE</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/slimgroup/InvertibleNetworks.jl/blob/master/docs/src/LICENSE.md" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><p>MIT License</p><p>Copyright (c) 2020 SLIM group @ Georgia Institute of Technology</p><p>Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the &quot;Software&quot;), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:</p><p>The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.</p><p>THE SOFTWARE IS PROVIDED &quot;AS IS&quot;, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../api/">« API Reference</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> on <span class="colophon-date" title="Sunday 19 November 2023 20:52">Sunday 19 November 2023</span>. Using Julia version 1.9.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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return ΔX, X
end

####################################################################################################

# Loss
function loss(X)
Y, logdet = forward(X)
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ax3.set_xlim([-3.5,3.5]); ax3.set_ylim([0,50])
ax4 = subplot(2,2,4); plot(Y[1, 1, 1, :], Y[1, 1, 2, :], &quot;.&quot;); title(L&quot;Latent space: $z \sim \hat{p}_Z$&quot;)
ax4.set_xlim([-3.5, 3.5]); ax4.set_ylim([-3.5, 3.5])
savefig(&quot;plot_banana.svg&quot;)
nothing</code></pre><p><img src="plot_banana.svg" alt/></p><h2 id="Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT"><a class="docs-heading-anchor" href="#Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT">Conditional 2D Rosenbrock/banana distribution sampling w/ cHINT</a><a id="Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT-1"></a><a class="docs-heading-anchor-permalink" href="#Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT" title="Permalink"></a></h2><pre><code class="language-">using InvertibleNetworks
using Flux, LinearAlgebra, PyPlot
savefig(&quot;../src/figures/plot_banana.svg&quot;)

nothing</code></pre><p><img src="../figures/plot_banana.svg" alt="plot_banana.svg"/></p><h2 id="Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT"><a class="docs-heading-anchor" href="#Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT">Conditional 2D Rosenbrock/banana distribution sampling w/ cHINT</a><a id="Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT-1"></a><a class="docs-heading-anchor-permalink" href="#Conditional-2D-Rosenbrock/banana-distribution-sampling-w/-cHINT" title="Permalink"></a></h2><pre><code class="language-">using InvertibleNetworks
using Flux, LinearAlgebra, PyPlot, Random

# Random seed
Random.seed!(11)

# Define network
nx = 1; ny = 1; n_in = 2
Expand Down Expand Up @@ -187,5 +189,6 @@
ax10 = subplot(2,5,10); plot(Zx[1, 1, 1, :], Zx[1, 1, 2, :], &quot;.&quot;);
plot(Zy_fixed[1, 1, 1, :], Zy_fixed[1, 1, 2, :], &quot;r.&quot;); title(L&quot;Latent space: $zx \sim \hat{p}_{zx}$&quot;)
ax10.set_xlim([-3.5, 3.5]); ax10.set_ylim([-3.5, 3.5])
savefig(&quot;plot_cbanana.svg&quot;)
nothing</code></pre><p><img src="plot_cbanana.svg" alt/></p><h2 id="Literature-applications"><a class="docs-heading-anchor" href="#Literature-applications">Literature applications</a><a id="Literature-applications-1"></a><a class="docs-heading-anchor-permalink" href="#Literature-applications" title="Permalink"></a></h2><p>The following examples show the implementation of applications from the linked papers with [InvertibleNetworks.jl]:</p><ul><li><p>Invertible recurrent inference machines (Putzky and Welling, 2019) (<a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/examples/networks/network_irim.jl">generic example</a>)</p></li><li><p>Generative models with maximum likelihood via the change of variable formula (<a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/examples/applications/application_glow_banana_dist.jl">example</a>)</p></li><li><p>Glow: Generative flow with invertible 1x1 convolutions (Kingma and Dhariwal, 2018) (<a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/examples/networks/network_glow.jl">generic example</a>, <a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/src/networks/invertible_network_glow.jl">source</a>)</p></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../api/">API Reference »</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> on <span class="colophon-date" title="Thursday 16 November 2023 19:11">Thursday 16 November 2023</span>. Using Julia version 1.9.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
savefig(&quot;../src/figures/plot_cbanana.svg&quot;)

nothing</code></pre><p><img src="../figures/plot_cbanana.svg" alt="plot_cbanana.svg"/></p><h2 id="Literature-applications"><a class="docs-heading-anchor" href="#Literature-applications">Literature applications</a><a id="Literature-applications-1"></a><a class="docs-heading-anchor-permalink" href="#Literature-applications" title="Permalink"></a></h2><p>The following examples show the implementation of applications from the linked papers with [InvertibleNetworks.jl]:</p><ul><li><p>Invertible recurrent inference machines (Putzky and Welling, 2019) (<a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/examples/networks/network_irim.jl">generic example</a>)</p></li><li><p>Generative models with maximum likelihood via the change of variable formula (<a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/examples/applications/application_glow_banana_dist.jl">example</a>)</p></li><li><p>Glow: Generative flow with invertible 1x1 convolutions (Kingma and Dhariwal, 2018) (<a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/examples/networks/network_glow.jl">generic example</a>, <a href="https://github.com/slimgroup/InvertibleNetworks.jl/tree/master/src/networks/invertible_network_glow.jl">source</a>)</p></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../api/">API Reference »</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> on <span class="colophon-date" title="Sunday 19 November 2023 20:52">Sunday 19 November 2023</span>. Using Julia version 1.9.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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