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| <html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Alternatives · EinExprs.jl</title><meta name="title" content="Alternatives · EinExprs.jl"/><meta property="og:title" content="Alternatives · EinExprs.jl"/><meta property="twitter:title" content="Alternatives · EinExprs.jl"/><meta name="description" content="Documentation for EinExprs.jl."/><meta property="og:description" content="Documentation for EinExprs.jl."/><meta property="twitter:description" content="Documentation for EinExprs.jl."/><script data-outdated-warner src="../assets/warner.js"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/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/style/images.css" rel="stylesheet" type="text/css"/><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img class="docs-light-only" src="../assets/logo.svg" alt="EinExprs.jl logo"/><img class="docs-dark-only" src="../assets/logo-dark.svg" alt="EinExprs.jl logo"/></a><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="../einexpr/">Einsum Expressions</a></li><li><a class="tocitem" href="../counters/">Resource counting</a></li><li><span class="tocitem">Optimizers</span><ul><li><a class="tocitem" href="../optimizers/exhaustive/">Exhaustive</a></li><li><a class="tocitem" href="../optimizers/greedy/">Greedy</a></li></ul></li><li><a class="tocitem" href="../slicing/">Slicing</a></li><li class="is-active"><a class="tocitem" href>Alternatives</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>Alternatives</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Alternatives</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/bsc-quantic/EinExprs.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/bsc-quantic/EinExprs.jl/blob/master/docs/src/alternatives.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="Alternatives"><a class="docs-heading-anchor" href="#Alternatives">Alternatives</a><a id="Alternatives-1"></a><a class="docs-heading-anchor-permalink" href="#Alternatives" title="Permalink"></a></h1><p><code>EinExprs</code> is deeply inspired by <a href="https://github.com/dgasmith/opt_einsum"><code>opt_einsum</code></a> and <a href="https://github.com/jcmgray/cotengra"><code>cotengra</code></a>. Actually most of the contraction path search and slicing algorithms have been rewritten from there. If you happen to be working in Python, you should definetely check out these libraries.</p><div class="admonition is-info"><header class="admonition-header">Differences with `opt_einsum`</header><div class="admonition-body"><p>Although the differences are minimal, any user coming from <code>opt_einsum</code> should be aware that:</p><ul><li>The <code>"optimal"</code> contraction path solver in <code>opt_einsum</code> is known as <code>Exhaustive</code> in <code>EinExprs</code>.</li><li>The <code>"random-greedy"</code> contraction path solver in <code>opt_einsum</code> is the <code>Greedy</code> optimizer in <code>EinExprs</code> but with a random <code>choose</code> function.</li><li>When counting FLOPs, <code>opt_einsum</code> gives a value <span>$\times 2$</span> higher than the <code>EinExprs.flops</code> counter.<sup class="footnote-reference"><a id="citeref-1" href="#footnote-1">[1]</a></sup></li></ul></div></div><p>Although we believe there is no similar project in the Julia world, there are some overlapping libraries that may suit you if <code>EinExprs</code> doesn't fit your case.</p><ul><li><a href="https://github.com/Jutho/TensorOperations.jl"><code>TensorOperations</code></a></li><li><a href="https://github.com/under-Peter/OMEinsum.jl"><code>OMEinsum</code></a> and <a href="https://github.com/TensorBFS/OMEinsumContractionOrders.jl"><code>OMEinsumContractionOrders</code></a></li></ul><section class="footnotes is-size-7"><ul><li class="footnote" id="footnote-1"><a class="tag is-link" href="#citeref-1">1</a>We are not sure of the reason behind this mismatch or which package gives the correct answer, but since the factor remains constant, it should not affect when comparing contraction paths during the minimization step.</li></ul></section></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../slicing/">« Slicing</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><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.2.1 on <span class="colophon-date" title="Tuesday 13 February 2024 15:49">Tuesday 13 February 2024</span>. 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