zhangyiss/mlx
1
0
Fork 0
mirror of https://github.com/ml-explore/mlx.git synced 2025-06-26 02:33:21 +08:00
Code Issues Actions Packages Projects Releases Wiki Activity
461fc93fa6
mlx/docs/build/html/usage/export.html
CircleCI Docs 461fc93fa6 rebase
2025-06-04 01:01:58 +00:00

1265 lines
117 KiB
HTML
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

<!DOCTYPE html>
<html lang="en" data-content_root="../" >
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Exporting Functions &#8212; MLX 0.24.1 documentation</title>
<script data-cfasync="false">
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
</script>
<!-- Loaded before other Sphinx assets -->
<link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
<link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=03e43079" />
<link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=eba8b062" />
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=15e192ad"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
<script>DOCUMENTATION_OPTIONS.pagename = 'usage/export';</script>
<link rel="icon" href="../_static/mlx_logo.png"/>
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
<link rel="next" title="Linear Regression" href="../examples/linear_regression.html" />
<link rel="prev" title="Using Streams" href="using_streams.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
</head>
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
<div id="pst-scroll-pixel-helper"></div>
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
<input type="checkbox"
class="sidebar-toggle"
id="pst-primary-sidebar-checkbox"/>
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
<input type="checkbox"
class="sidebar-toggle"
id="pst-secondary-sidebar-checkbox"/>
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
<div class="search-button__wrapper">
<div class="search-button__overlay"></div>
<div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
action="../search.html"
method="get">
<i class="fa-solid fa-magnifying-glass"></i>
<input type="search"
class="form-control"
name="q"
id="search-input"
placeholder="Search..."
aria-label="Search..."
autocomplete="off"
autocorrect="off"
autocapitalize="off"
spellcheck="false"/>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
</div>
<div class="pst-async-banner-revealer d-none">
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
</div>
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
</header>
<div class="bd-container">
<div class="bd-container__inner bd-page-width">
<div class="bd-sidebar-primary bd-sidebar">
<div class="sidebar-header-items sidebar-primary__section">
</div>
<div class="sidebar-primary-items__start sidebar-primary__section">
<div class="sidebar-primary-item">
<a class="navbar-brand logo" href="../index.html">
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.24.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.24.1 documentation - Home"/>`);</script>
</a></div>
<div class="sidebar-primary-item">
<script>
document.write(`
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass"></i>
<span class="search-button__default-text">Search</span>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
</button>
`);
</script></div>
<div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
<div class="bd-toc-item navbar-nav active">
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Install</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="../install.html">Build and Install</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Usage</span></p>
<ul class="current nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="quick_start.html">Quick Start Guide</a></li>
<li class="toctree-l1"><a class="reference internal" href="lazy_evaluation.html">Lazy Evaluation</a></li>
<li class="toctree-l1"><a class="reference internal" href="unified_memory.html">Unified Memory</a></li>
<li class="toctree-l1"><a class="reference internal" href="indexing.html">Indexing Arrays</a></li>
<li class="toctree-l1"><a class="reference internal" href="saving_and_loading.html">Saving and Loading Arrays</a></li>
<li class="toctree-l1"><a class="reference internal" href="function_transforms.html">Function Transforms</a></li>
<li class="toctree-l1"><a class="reference internal" href="compile.html">Compilation</a></li>
<li class="toctree-l1"><a class="reference internal" href="numpy.html">Conversion to NumPy and Other Frameworks</a></li>
<li class="toctree-l1"><a class="reference internal" href="distributed.html">Distributed Communication</a></li>
<li class="toctree-l1"><a class="reference internal" href="using_streams.html">Using Streams</a></li>
<li class="toctree-l1 current active"><a class="current reference internal" href="#">Exporting Functions</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Examples</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="../examples/linear_regression.html">Linear Regression</a></li>
<li class="toctree-l1"><a class="reference internal" href="../examples/mlp.html">Multi-Layer Perceptron</a></li>
<li class="toctree-l1"><a class="reference internal" href="../examples/llama-inference.html">LLM inference</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Python API Reference</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/array.html">Array</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.html">mlx.core.array</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.astype.html">mlx.core.array.astype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.at.html">mlx.core.array.at</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.item.html">mlx.core.array.item</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.tolist.html">mlx.core.array.tolist</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.dtype.html">mlx.core.array.dtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.itemsize.html">mlx.core.array.itemsize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.nbytes.html">mlx.core.array.nbytes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.ndim.html">mlx.core.array.ndim</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.shape.html">mlx.core.array.shape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.size.html">mlx.core.array.size</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.abs.html">mlx.core.array.abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.all.html">mlx.core.array.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.any.html">mlx.core.array.any</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.argmax.html">mlx.core.array.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.argmin.html">mlx.core.array.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.conj.html">mlx.core.array.conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.cos.html">mlx.core.array.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.cummax.html">mlx.core.array.cummax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.cummin.html">mlx.core.array.cummin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.cumprod.html">mlx.core.array.cumprod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.cumsum.html">mlx.core.array.cumsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.diag.html">mlx.core.array.diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.diagonal.html">mlx.core.array.diagonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.exp.html">mlx.core.array.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.flatten.html">mlx.core.array.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.log.html">mlx.core.array.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.log10.html">mlx.core.array.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.log1p.html">mlx.core.array.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.log2.html">mlx.core.array.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.logsumexp.html">mlx.core.array.logsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.max.html">mlx.core.array.max</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.mean.html">mlx.core.array.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.min.html">mlx.core.array.min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.moveaxis.html">mlx.core.array.moveaxis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.prod.html">mlx.core.array.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.reciprocal.html">mlx.core.array.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.reshape.html">mlx.core.array.reshape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.round.html">mlx.core.array.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.rsqrt.html">mlx.core.array.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.sin.html">mlx.core.array.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.split.html">mlx.core.array.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.sqrt.html">mlx.core.array.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.square.html">mlx.core.array.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.squeeze.html">mlx.core.array.squeeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.std.html">mlx.core.array.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.sum.html">mlx.core.array.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.swapaxes.html">mlx.core.array.swapaxes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.transpose.html">mlx.core.array.transpose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.T.html">mlx.core.array.T</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.var.html">mlx.core.array.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array.view.html">mlx.core.array.view</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/data_types.html">Data Types</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.Dtype.html">mlx.core.Dtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.DtypeCategory.html">mlx.core.DtypeCategory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.issubdtype.html">mlx.core.issubdtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.finfo.html">mlx.core.finfo</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/devices_and_streams.html">Devices and Streams</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.Device.html">mlx.core.Device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/stream_class.html">mlx.core.Stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.default_device.html">mlx.core.default_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.set_default_device.html">mlx.core.set_default_device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.default_stream.html">mlx.core.default_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.new_stream.html">mlx.core.new_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.set_default_stream.html">mlx.core.set_default_stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.stream.html">mlx.core.stream</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.synchronize.html">mlx.core.synchronize</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/export.html">Export Functions</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.export_function.html">mlx.core.export_function</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.import_function.html">mlx.core.import_function</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.exporter.html">mlx.core.exporter</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.export_to_dot.html">mlx.core.export_to_dot</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/ops.html">Operations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.abs.html">mlx.core.abs</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.add.html">mlx.core.add</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.addmm.html">mlx.core.addmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.all.html">mlx.core.all</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.allclose.html">mlx.core.allclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.any.html">mlx.core.any</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arange.html">mlx.core.arange</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arccos.html">mlx.core.arccos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arccosh.html">mlx.core.arccosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arcsin.html">mlx.core.arcsin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arcsinh.html">mlx.core.arcsinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arctan.html">mlx.core.arctan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arctan2.html">mlx.core.arctan2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.arctanh.html">mlx.core.arctanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.argmax.html">mlx.core.argmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.argmin.html">mlx.core.argmin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.argpartition.html">mlx.core.argpartition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.argsort.html">mlx.core.argsort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.array_equal.html">mlx.core.array_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.as_strided.html">mlx.core.as_strided</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.atleast_1d.html">mlx.core.atleast_1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.atleast_2d.html">mlx.core.atleast_2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.atleast_3d.html">mlx.core.atleast_3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.bitwise_and.html">mlx.core.bitwise_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.bitwise_invert.html">mlx.core.bitwise_invert</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.bitwise_or.html">mlx.core.bitwise_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.bitwise_xor.html">mlx.core.bitwise_xor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.block_masked_mm.html">mlx.core.block_masked_mm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.broadcast_to.html">mlx.core.broadcast_to</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.ceil.html">mlx.core.ceil</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.clip.html">mlx.core.clip</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.concatenate.html">mlx.core.concatenate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conj.html">mlx.core.conj</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conjugate.html">mlx.core.conjugate</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.convolve.html">mlx.core.convolve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv1d.html">mlx.core.conv1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv2d.html">mlx.core.conv2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv3d.html">mlx.core.conv3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv_transpose1d.html">mlx.core.conv_transpose1d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv_transpose2d.html">mlx.core.conv_transpose2d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv_transpose3d.html">mlx.core.conv_transpose3d</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.conv_general.html">mlx.core.conv_general</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.cos.html">mlx.core.cos</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.cosh.html">mlx.core.cosh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.cummax.html">mlx.core.cummax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.cummin.html">mlx.core.cummin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.cumprod.html">mlx.core.cumprod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.cumsum.html">mlx.core.cumsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.degrees.html">mlx.core.degrees</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.dequantize.html">mlx.core.dequantize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.diag.html">mlx.core.diag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.diagonal.html">mlx.core.diagonal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.divide.html">mlx.core.divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.divmod.html">mlx.core.divmod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.einsum.html">mlx.core.einsum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.einsum_path.html">mlx.core.einsum_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.equal.html">mlx.core.equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.erf.html">mlx.core.erf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.erfinv.html">mlx.core.erfinv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.exp.html">mlx.core.exp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.expm1.html">mlx.core.expm1</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.expand_dims.html">mlx.core.expand_dims</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.eye.html">mlx.core.eye</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.flatten.html">mlx.core.flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.floor.html">mlx.core.floor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.floor_divide.html">mlx.core.floor_divide</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.full.html">mlx.core.full</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.gather_mm.html">mlx.core.gather_mm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.gather_qmm.html">mlx.core.gather_qmm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.greater.html">mlx.core.greater</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.greater_equal.html">mlx.core.greater_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.hadamard_transform.html">mlx.core.hadamard_transform</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.identity.html">mlx.core.identity</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.imag.html">mlx.core.imag</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.inner.html">mlx.core.inner</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.isfinite.html">mlx.core.isfinite</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.isclose.html">mlx.core.isclose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.isinf.html">mlx.core.isinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.isnan.html">mlx.core.isnan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.isneginf.html">mlx.core.isneginf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.isposinf.html">mlx.core.isposinf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.issubdtype.html">mlx.core.issubdtype</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.kron.html">mlx.core.kron</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.left_shift.html">mlx.core.left_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.less.html">mlx.core.less</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.less_equal.html">mlx.core.less_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linspace.html">mlx.core.linspace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.load.html">mlx.core.load</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.log.html">mlx.core.log</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.log2.html">mlx.core.log2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.log10.html">mlx.core.log10</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.log1p.html">mlx.core.log1p</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.logaddexp.html">mlx.core.logaddexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.logical_not.html">mlx.core.logical_not</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.logical_and.html">mlx.core.logical_and</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.logical_or.html">mlx.core.logical_or</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.logsumexp.html">mlx.core.logsumexp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.matmul.html">mlx.core.matmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.max.html">mlx.core.max</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.maximum.html">mlx.core.maximum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.mean.html">mlx.core.mean</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.meshgrid.html">mlx.core.meshgrid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.min.html">mlx.core.min</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.minimum.html">mlx.core.minimum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.moveaxis.html">mlx.core.moveaxis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.multiply.html">mlx.core.multiply</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.nan_to_num.html">mlx.core.nan_to_num</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.negative.html">mlx.core.negative</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.not_equal.html">mlx.core.not_equal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.ones.html">mlx.core.ones</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.ones_like.html">mlx.core.ones_like</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.outer.html">mlx.core.outer</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.partition.html">mlx.core.partition</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.pad.html">mlx.core.pad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.power.html">mlx.core.power</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.prod.html">mlx.core.prod</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.put_along_axis.html">mlx.core.put_along_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.quantize.html">mlx.core.quantize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.quantized_matmul.html">mlx.core.quantized_matmul</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.radians.html">mlx.core.radians</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.real.html">mlx.core.real</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.reciprocal.html">mlx.core.reciprocal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.remainder.html">mlx.core.remainder</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.repeat.html">mlx.core.repeat</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.reshape.html">mlx.core.reshape</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.right_shift.html">mlx.core.right_shift</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.roll.html">mlx.core.roll</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.round.html">mlx.core.round</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.rsqrt.html">mlx.core.rsqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.save.html">mlx.core.save</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.savez.html">mlx.core.savez</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.savez_compressed.html">mlx.core.savez_compressed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.save_gguf.html">mlx.core.save_gguf</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.save_safetensors.html">mlx.core.save_safetensors</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sigmoid.html">mlx.core.sigmoid</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sign.html">mlx.core.sign</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sin.html">mlx.core.sin</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sinh.html">mlx.core.sinh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.slice.html">mlx.core.slice</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.slice_update.html">mlx.core.slice_update</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.softmax.html">mlx.core.softmax</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sort.html">mlx.core.sort</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.split.html">mlx.core.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sqrt.html">mlx.core.sqrt</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.square.html">mlx.core.square</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.squeeze.html">mlx.core.squeeze</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.stack.html">mlx.core.stack</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.std.html">mlx.core.std</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.stop_gradient.html">mlx.core.stop_gradient</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.subtract.html">mlx.core.subtract</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.sum.html">mlx.core.sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.swapaxes.html">mlx.core.swapaxes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.take.html">mlx.core.take</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.take_along_axis.html">mlx.core.take_along_axis</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.tan.html">mlx.core.tan</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.tanh.html">mlx.core.tanh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.tensordot.html">mlx.core.tensordot</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.tile.html">mlx.core.tile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.topk.html">mlx.core.topk</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.trace.html">mlx.core.trace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.transpose.html">mlx.core.transpose</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.tri.html">mlx.core.tri</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.tril.html">mlx.core.tril</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.triu.html">mlx.core.triu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.unflatten.html">mlx.core.unflatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.var.html">mlx.core.var</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.view.html">mlx.core.view</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.where.html">mlx.core.where</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.zeros.html">mlx.core.zeros</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.zeros_like.html">mlx.core.zeros_like</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/random.html">Random</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.bernoulli.html">mlx.core.random.bernoulli</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.categorical.html">mlx.core.random.categorical</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.gumbel.html">mlx.core.random.gumbel</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.key.html">mlx.core.random.key</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.normal.html">mlx.core.random.normal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.multivariate_normal.html">mlx.core.random.multivariate_normal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.randint.html">mlx.core.random.randint</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.seed.html">mlx.core.random.seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.split.html">mlx.core.random.split</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.truncated_normal.html">mlx.core.random.truncated_normal</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.uniform.html">mlx.core.random.uniform</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.laplace.html">mlx.core.random.laplace</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.random.permutation.html">mlx.core.random.permutation</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/transforms.html">Transforms</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.eval.html">mlx.core.eval</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.compile.html">mlx.core.compile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.custom_function.html">mlx.core.custom_function</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.disable_compile.html">mlx.core.disable_compile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.enable_compile.html">mlx.core.enable_compile</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.grad.html">mlx.core.grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.value_and_grad.html">mlx.core.value_and_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.jvp.html">mlx.core.jvp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.vjp.html">mlx.core.vjp</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.vmap.html">mlx.core.vmap</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/fast.html">Fast</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fast.rms_norm.html">mlx.core.fast.rms_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fast.layer_norm.html">mlx.core.fast.layer_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fast.rope.html">mlx.core.fast.rope</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fast.scaled_dot_product_attention.html">mlx.core.fast.scaled_dot_product_attention</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fast.metal_kernel.html">mlx.core.fast.metal_kernel</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/fft.html">FFT</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.fft.html">mlx.core.fft.fft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.ifft.html">mlx.core.fft.ifft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.fft2.html">mlx.core.fft.fft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.ifft2.html">mlx.core.fft.ifft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.fftn.html">mlx.core.fft.fftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.ifftn.html">mlx.core.fft.ifftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.rfft.html">mlx.core.fft.rfft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.irfft.html">mlx.core.fft.irfft</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.rfft2.html">mlx.core.fft.rfft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.irfft2.html">mlx.core.fft.irfft2</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.rfftn.html">mlx.core.fft.rfftn</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.fft.irfftn.html">mlx.core.fft.irfftn</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/linalg.html">Linear Algebra</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.inv.html">mlx.core.linalg.inv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.tri_inv.html">mlx.core.linalg.tri_inv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.norm.html">mlx.core.linalg.norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.cholesky.html">mlx.core.linalg.cholesky</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.cholesky_inv.html">mlx.core.linalg.cholesky_inv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.cross.html">mlx.core.linalg.cross</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.qr.html">mlx.core.linalg.qr</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.svd.html">mlx.core.linalg.svd</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.eigvalsh.html">mlx.core.linalg.eigvalsh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.eigh.html">mlx.core.linalg.eigh</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.lu.html">mlx.core.linalg.lu</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.lu_factor.html">mlx.core.linalg.lu_factor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.solve.html">mlx.core.linalg.solve</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.linalg.solve_triangular.html">mlx.core.linalg.solve_triangular</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/metal.html">Metal</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.metal.is_available.html">mlx.core.metal.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.metal.device_info.html">mlx.core.metal.device_info</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.metal.start_capture.html">mlx.core.metal.start_capture</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.metal.stop_capture.html">mlx.core.metal.stop_capture</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/memory_management.html">Memory Management</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.get_active_memory.html">mlx.core.get_active_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.get_peak_memory.html">mlx.core.get_peak_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.reset_peak_memory.html">mlx.core.reset_peak_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.get_cache_memory.html">mlx.core.get_cache_memory</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.set_memory_limit.html">mlx.core.set_memory_limit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.set_cache_limit.html">mlx.core.set_cache_limit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.set_wired_limit.html">mlx.core.set_wired_limit</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.clear_cache.html">mlx.core.clear_cache</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/nn.html">Neural Networks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.nn.value_and_grad.html">mlx.nn.value_and_grad</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.nn.quantize.html">mlx.nn.quantize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.nn.average_gradients.html">mlx.nn.average_gradients</a></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/nn/module.html">Module</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.training.html">mlx.nn.Module.training</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.state.html">mlx.nn.Module.state</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.apply.html">mlx.nn.Module.apply</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.apply_to_modules.html">mlx.nn.Module.apply_to_modules</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.children.html">mlx.nn.Module.children</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.eval.html">mlx.nn.Module.eval</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.filter_and_map.html">mlx.nn.Module.filter_and_map</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.freeze.html">mlx.nn.Module.freeze</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.leaf_modules.html">mlx.nn.Module.leaf_modules</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.load_weights.html">mlx.nn.Module.load_weights</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.modules.html">mlx.nn.Module.modules</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.named_modules.html">mlx.nn.Module.named_modules</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.parameters.html">mlx.nn.Module.parameters</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.save_weights.html">mlx.nn.Module.save_weights</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.set_dtype.html">mlx.nn.Module.set_dtype</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.train.html">mlx.nn.Module.train</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.trainable_parameters.html">mlx.nn.Module.trainable_parameters</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.unfreeze.html">mlx.nn.Module.unfreeze</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.update.html">mlx.nn.Module.update</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Module.update_modules.html">mlx.nn.Module.update_modules</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/nn/layers.html">Layers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ALiBi.html">mlx.nn.ALiBi</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.AvgPool1d.html">mlx.nn.AvgPool1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.AvgPool2d.html">mlx.nn.AvgPool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.AvgPool3d.html">mlx.nn.AvgPool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.BatchNorm.html">mlx.nn.BatchNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.CELU.html">mlx.nn.CELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Conv1d.html">mlx.nn.Conv1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Conv2d.html">mlx.nn.Conv2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Conv3d.html">mlx.nn.Conv3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ConvTranspose1d.html">mlx.nn.ConvTranspose1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ConvTranspose2d.html">mlx.nn.ConvTranspose2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ConvTranspose3d.html">mlx.nn.ConvTranspose3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Dropout.html">mlx.nn.Dropout</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Dropout2d.html">mlx.nn.Dropout2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Dropout3d.html">mlx.nn.Dropout3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Embedding.html">mlx.nn.Embedding</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ELU.html">mlx.nn.ELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.GELU.html">mlx.nn.GELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.GLU.html">mlx.nn.GLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.GroupNorm.html">mlx.nn.GroupNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.GRU.html">mlx.nn.GRU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.HardShrink.html">mlx.nn.HardShrink</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.HardTanh.html">mlx.nn.HardTanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Hardswish.html">mlx.nn.Hardswish</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.InstanceNorm.html">mlx.nn.InstanceNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.LayerNorm.html">mlx.nn.LayerNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.LeakyReLU.html">mlx.nn.LeakyReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Linear.html">mlx.nn.Linear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.LogSigmoid.html">mlx.nn.LogSigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.LogSoftmax.html">mlx.nn.LogSoftmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.LSTM.html">mlx.nn.LSTM</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.MaxPool1d.html">mlx.nn.MaxPool1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.MaxPool2d.html">mlx.nn.MaxPool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.MaxPool3d.html">mlx.nn.MaxPool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Mish.html">mlx.nn.Mish</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.MultiHeadAttention.html">mlx.nn.MultiHeadAttention</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.PReLU.html">mlx.nn.PReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.QuantizedEmbedding.html">mlx.nn.QuantizedEmbedding</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.QuantizedLinear.html">mlx.nn.QuantizedLinear</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.RMSNorm.html">mlx.nn.RMSNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ReLU.html">mlx.nn.ReLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.ReLU6.html">mlx.nn.ReLU6</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.RNN.html">mlx.nn.RNN</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.RoPE.html">mlx.nn.RoPE</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.SELU.html">mlx.nn.SELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Sequential.html">mlx.nn.Sequential</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Sigmoid.html">mlx.nn.Sigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.SiLU.html">mlx.nn.SiLU</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.SinusoidalPositionalEncoding.html">mlx.nn.SinusoidalPositionalEncoding</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Softmin.html">mlx.nn.Softmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Softshrink.html">mlx.nn.Softshrink</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Softsign.html">mlx.nn.Softsign</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Softmax.html">mlx.nn.Softmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Softplus.html">mlx.nn.Softplus</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Step.html">mlx.nn.Step</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Tanh.html">mlx.nn.Tanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Transformer.html">mlx.nn.Transformer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Upsample.html">mlx.nn.Upsample</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/nn/functions.html">Functions</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.elu.html">mlx.nn.elu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.celu.html">mlx.nn.celu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.gelu.html">mlx.nn.gelu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.gelu_approx.html">mlx.nn.gelu_approx</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.gelu_fast_approx.html">mlx.nn.gelu_fast_approx</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.glu.html">mlx.nn.glu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.hard_shrink.html">mlx.nn.hard_shrink</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.hard_tanh.html">mlx.nn.hard_tanh</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.hardswish.html">mlx.nn.hardswish</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.leaky_relu.html">mlx.nn.leaky_relu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.log_sigmoid.html">mlx.nn.log_sigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.log_softmax.html">mlx.nn.log_softmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.mish.html">mlx.nn.mish</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.prelu.html">mlx.nn.prelu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.relu.html">mlx.nn.relu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.relu6.html">mlx.nn.relu6</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.selu.html">mlx.nn.selu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.sigmoid.html">mlx.nn.sigmoid</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.silu.html">mlx.nn.silu</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.softmax.html">mlx.nn.softmax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.softmin.html">mlx.nn.softmin</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.softplus.html">mlx.nn.softplus</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.softshrink.html">mlx.nn.softshrink</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.step.html">mlx.nn.step</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.tanh.html">mlx.nn.tanh</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/nn/losses.html">Loss Functions</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.binary_cross_entropy.html">mlx.nn.losses.binary_cross_entropy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.cosine_similarity_loss.html">mlx.nn.losses.cosine_similarity_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.cross_entropy.html">mlx.nn.losses.cross_entropy</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.gaussian_nll_loss.html">mlx.nn.losses.gaussian_nll_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.hinge_loss.html">mlx.nn.losses.hinge_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.huber_loss.html">mlx.nn.losses.huber_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.kl_div_loss.html">mlx.nn.losses.kl_div_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.l1_loss.html">mlx.nn.losses.l1_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.log_cosh_loss.html">mlx.nn.losses.log_cosh_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.margin_ranking_loss.html">mlx.nn.losses.margin_ranking_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.mse_loss.html">mlx.nn.losses.mse_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.nll_loss.html">mlx.nn.losses.nll_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.smooth_l1_loss.html">mlx.nn.losses.smooth_l1_loss</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary_functions/mlx.nn.losses.triplet_loss.html">mlx.nn.losses.triplet_loss</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/nn/init.html">Initializers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.constant.html">mlx.nn.init.constant</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.normal.html">mlx.nn.init.normal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.uniform.html">mlx.nn.init.uniform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.identity.html">mlx.nn.init.identity</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.glorot_normal.html">mlx.nn.init.glorot_normal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.glorot_uniform.html">mlx.nn.init.glorot_uniform</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.he_normal.html">mlx.nn.init.he_normal</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/nn/_autosummary/mlx.nn.init.he_uniform.html">mlx.nn.init.he_uniform</a></li>
</ul>
</details></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/optimizers.html">Optimizers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/optimizers/optimizer.html">Optimizer</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Optimizer.state.html">mlx.optimizers.Optimizer.state</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Optimizer.apply_gradients.html">mlx.optimizers.Optimizer.apply_gradients</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Optimizer.init.html">mlx.optimizers.Optimizer.init</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Optimizer.update.html">mlx.optimizers.Optimizer.update</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/optimizers/common_optimizers.html">Common Optimizers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.SGD.html">mlx.optimizers.SGD</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.RMSprop.html">mlx.optimizers.RMSprop</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Adagrad.html">mlx.optimizers.Adagrad</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Adafactor.html">mlx.optimizers.Adafactor</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.AdaDelta.html">mlx.optimizers.AdaDelta</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Adam.html">mlx.optimizers.Adam</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.AdamW.html">mlx.optimizers.AdamW</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Adamax.html">mlx.optimizers.Adamax</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.Lion.html">mlx.optimizers.Lion</a></li>
</ul>
</details></li>
<li class="toctree-l2 has-children"><a class="reference internal" href="../python/optimizers/schedulers.html">Schedulers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.cosine_decay.html">mlx.optimizers.cosine_decay</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.exponential_decay.html">mlx.optimizers.exponential_decay</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.join_schedules.html">mlx.optimizers.join_schedules</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.linear_schedule.html">mlx.optimizers.linear_schedule</a></li>
<li class="toctree-l3"><a class="reference internal" href="../python/optimizers/_autosummary/mlx.optimizers.step_decay.html">mlx.optimizers.step_decay</a></li>
</ul>
</details></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.optimizers.clip_grad_norm.html">mlx.optimizers.clip_grad_norm</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/distributed.html">Distributed Communication</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.Group.html">mlx.core.distributed.Group</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.is_available.html">mlx.core.distributed.is_available</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.init.html">mlx.core.distributed.init</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.all_sum.html">mlx.core.distributed.all_sum</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.all_gather.html">mlx.core.distributed.all_gather</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.send.html">mlx.core.distributed.send</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.recv.html">mlx.core.distributed.recv</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.core.distributed.recv_like.html">mlx.core.distributed.recv_like</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="../python/tree_utils.html">Tree Utils</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.utils.tree_flatten.html">mlx.utils.tree_flatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.utils.tree_unflatten.html">mlx.utils.tree_unflatten</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.utils.tree_map.html">mlx.utils.tree_map</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.utils.tree_map_with_path.html">mlx.utils.tree_map_with_path</a></li>
<li class="toctree-l2"><a class="reference internal" href="../python/_autosummary/mlx.utils.tree_reduce.html">mlx.utils.tree_reduce</a></li>
</ul>
</details></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">C++ API Reference</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="../cpp/ops.html">Operations</a></li>
</ul>
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Further Reading</span></p>
<ul class="nav bd-sidenav">
<li class="toctree-l1"><a class="reference internal" href="../dev/extensions.html">Custom Extensions in MLX</a></li>
<li class="toctree-l1"><a class="reference internal" href="../dev/metal_debugger.html">Metal Debugger</a></li>
<li class="toctree-l1"><a class="reference internal" href="../dev/custom_metal_kernels.html">Custom Metal Kernels</a></li>
<li class="toctree-l1"><a class="reference internal" href="../dev/mlx_in_cpp.html">Using MLX in C++</a></li>
</ul>
</div>
</nav></div>
</div>
<div class="sidebar-primary-items__end sidebar-primary__section">
</div>
<div id="rtd-footer-container"></div>
</div>
<main id="main-content" class="bd-main" role="main">
<div class="sbt-scroll-pixel-helper"></div>
<div class="bd-content">
<div class="bd-article-container">
<div class="bd-header-article d-print-none">
<div class="header-article-items header-article__inner">
<div class="header-article-items__start">
<div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
<span class="fa-solid fa-bars"></span>
</button></div>
</div>
<div class="header-article-items__end">
<div class="header-article-item">
<div class="article-header-buttons">
<a href="https://github.com/ml-explore/mlx" target="_blank"
class="btn btn-sm btn-source-repository-button"
title="Source repository"
data-bs-placement="bottom" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fab fa-github"></i>
</span>
</a>
<div class="dropdown dropdown-download-buttons">
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Download this page">
<i class="fas fa-download"></i>
</button>
<ul class="dropdown-menu">
<li><a href="../_sources/usage/export.rst" target="_blank"
class="btn btn-sm btn-download-source-button dropdown-item"
title="Download source file"
data-bs-placement="left" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fas fa-file"></i>
</span>
<span class="btn__text-container">.rst</span>
</a>
</li>
<li>
<button onclick="window.print()"
class="btn btn-sm btn-download-pdf-button dropdown-item"
title="Print to PDF"
data-bs-placement="left" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fas fa-file-pdf"></i>
</span>
<span class="btn__text-container">.pdf</span>
</button>
</li>
</ul>
</div>
<button onclick="toggleFullScreen()"
class="btn btn-sm btn-fullscreen-button"
title="Fullscreen mode"
data-bs-placement="bottom" data-bs-toggle="tooltip"
>
<span class="btn__icon-container">
<i class="fas fa-expand"></i>
</span>
</button>
<script>
document.write(`
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
</button>
`);
</script>
<script>
document.write(`
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
</button>
`);
</script>
<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
<span class="fa-solid fa-list"></span>
</button>
</div></div>
</div>
</div>
</div>
<div id="jb-print-docs-body" class="onlyprint">
<h1>Exporting Functions</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#basics-of-exporting">Basics of Exporting</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-modules">Exporting Modules</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#shapeless-exports">Shapeless Exports</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-multiple-traces">Exporting Multiple Traces</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#transformations-with-imported-functions">Transformations with Imported Functions</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#importing-functions-in-c">Importing Functions in C++</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#more-examples">More Examples</a></li>
</ul>
</nav>
</div>
</div>
</div>
<div id="searchbox"></div>
<article class="bd-article">
<section id="exporting-functions">
<span id="export-usage"></span><h1>Exporting Functions<a class="headerlink" href="#exporting-functions" title="Link to this heading">#</a></h1>
<p>MLX has an API to export and import functions to and from a file. This lets you
run computations written in one MLX front-end (e.g. Python) in another MLX
front-end (e.g. C++).</p>
<p>This guide walks through the basics of the MLX export API with some examples.
To see the full list of functions check-out the <a class="reference internal" href="../python/export.html#export"><span class="std std-ref">API documentation</span></a>.</p>
<section id="basics-of-exporting">
<h2>Basics of Exporting<a class="headerlink" href="#basics-of-exporting" title="Link to this heading">#</a></h2>
<p>Let’s start with a simple example:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
<span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
</pre></div>
</div>
<p>To export a function, provide sample input arrays that the function
can be called with. The data doesn’t matter, but the shapes and types of the
arrays do. In the above example we exported <code class="docutils literal notranslate"><span class="pre">fun</span></code> with two <code class="docutils literal notranslate"><span class="pre">float32</span></code>
scalar arrays. We can then import the function and run it:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">add_fun</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">import_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">)</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">add_fun</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">2.0</span><span class="p">))</span>
<span class="c1"># Prints: array(3, dtype=float32)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">add_fun</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">3.0</span><span class="p">))</span>
<span class="c1"># Prints: array(4, dtype=float32)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
<span class="c1"># Raises an exception</span>
<span class="n">add_fun</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">3.0</span><span class="p">))</span>
<span class="c1"># Raises an exception</span>
<span class="n">add_fun</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">]),</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">3.0</span><span class="p">))</span>
</pre></div>
</div>
<p>Notice the third and fourth calls to <code class="docutils literal notranslate"><span class="pre">add_fun</span></code> raise exceptions because the
shapes and types of the inputs are different than the shapes and types of the
example inputs we exported the function with.</p>
<p>Also notice that even though the original <code class="docutils literal notranslate"><span class="pre">fun</span></code> returns a single output
array, the imported function always returns a tuple of one or more arrays.</p>
<p>The inputs to <a class="reference internal" href="../python/_autosummary/mlx.core.export_function.html#mlx.core.export_function" title="mlx.core.export_function"><code class="xref py py-func docutils literal notranslate"><span class="pre">export_function()</span></code></a> and to an imported function can be
specified as variable positional arguments or as a tuple of arrays:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
<span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="c1"># Both arguments to fun are positional</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="c1"># Same as above</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">))</span>
<span class="n">imported_fun</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">import_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">)</span>
<span class="c1"># Ok</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="c1"># Also ok</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_fun</span><span class="p">((</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">))</span>
</pre></div>
</div>
<p>You can pass example inputs to functions as positional or keyword arguments. If
you use keyword arguments to export the function, then you have to use the same
keyword arguments when calling the imported function.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
<span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span>
<span class="c1"># One argument to fun is positional, the other is a kwarg</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">y</span><span class="p">)</span>
<span class="n">imported_fun</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">import_function</span><span class="p">(</span><span class="s2">&quot;add.mlxfn&quot;</span><span class="p">)</span>
<span class="c1"># Ok</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="n">y</span><span class="p">)</span>
<span class="c1"># Also ok</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_fun</span><span class="p">((</span><span class="n">x</span><span class="p">,),</span> <span class="p">{</span><span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="n">y</span><span class="p">})</span>
<span class="c1"># Raises since the keyword argument is missing</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="c1"># Raises since the keyword argument has the wrong key</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="n">y</span><span class="p">)</span>
</pre></div>
</div>
</section>
<section id="exporting-modules">
<h2>Exporting Modules<a class="headerlink" href="#exporting-modules" title="Link to this heading">#</a></h2>
<p>An <a class="reference internal" href="../python/nn/module.html#mlx.nn.Module" title="mlx.nn.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mlx.nn.Module</span></code></a> can be exported with or without the parameters included
in the exported function. Here’s an example:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="n">mx</span><span class="o">.</span><span class="n">eval</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">())</span>
<span class="k">def</span><span class="w"> </span><span class="nf">call</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="k">return</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;model.mlxfn&quot;</span><span class="p">,</span> <span class="n">call</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">4</span><span class="p">))</span>
</pre></div>
</div>
<p>In the above example, the <a class="reference internal" href="../python/nn/_autosummary/mlx.nn.Linear.html#mlx.nn.Linear" title="mlx.nn.Linear"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mlx.nn.Linear</span></code></a> module is exported. Its
parameters are also saved to the <code class="docutils literal notranslate"><span class="pre">model.mlxfn</span></code> file.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>For enclosed arrays inside an exported function, be extra careful to ensure
they are evaluated. The computation graph that gets exported will include
the computation that produces enclosed inputs.</p>
<p>If the above example was missing <code class="docutils literal notranslate"><span class="pre">mx.eval(model.parameters()</span></code>, the
exported function would include the random initialization of the
<a class="reference internal" href="../python/nn/module.html#mlx.nn.Module" title="mlx.nn.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mlx.nn.Module</span></code></a> parameters.</p>
</div>
<p>If you only want to export the <code class="docutils literal notranslate"><span class="pre">Module.__call__</span></code> function without the
parameters, pass them as inputs to the <code class="docutils literal notranslate"><span class="pre">call</span></code> wrapper:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="n">mx</span><span class="o">.</span><span class="n">eval</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">())</span>
<span class="k">def</span><span class="w"> </span><span class="nf">call</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">**</span><span class="n">params</span><span class="p">):</span>
<span class="c1"># Set the model&#39;s parameters to the input parameters</span>
<span class="n">model</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">tree_unflatten</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">())))</span>
<span class="k">return</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">params</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">tree_flatten</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">()))</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;model.mlxfn&quot;</span><span class="p">,</span> <span class="n">call</span><span class="p">,</span> <span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">4</span><span class="p">),),</span> <span class="n">params</span><span class="p">)</span>
</pre></div>
</div>
</section>
<section id="shapeless-exports">
<h2>Shapeless Exports<a class="headerlink" href="#shapeless-exports" title="Link to this heading">#</a></h2>
<p>Just like <a class="reference internal" href="../python/_autosummary/mlx.core.compile.html#mlx.core.compile" title="mlx.core.compile"><code class="xref py py-func docutils literal notranslate"><span class="pre">compile()</span></code></a>, functions can also be exported for dynamically shaped
inputs. Pass <code class="docutils literal notranslate"><span class="pre">shapeless=True</span></code> to <a class="reference internal" href="../python/_autosummary/mlx.core.export_function.html#mlx.core.export_function" title="mlx.core.export_function"><code class="xref py py-func docutils literal notranslate"><span class="pre">export_function()</span></code></a> or <a class="reference internal" href="../python/_autosummary/mlx.core.exporter.html#mlx.core.exporter" title="mlx.core.exporter"><code class="xref py py-func docutils literal notranslate"><span class="pre">exporter()</span></code></a>
to export a function which can be used for inputs with variable shapes:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;fun.mlxfn&quot;</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">abs</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">0.0</span><span class="p">),</span> <span class="n">shapeless</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">imported_abs</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">import_function</span><span class="p">(</span><span class="s2">&quot;fun.mlxfn&quot;</span><span class="p">)</span>
<span class="c1"># Ok</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_abs</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="o">-</span><span class="mf">1.0</span><span class="p">))</span>
<span class="c1"># Also ok</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_abs</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="o">-</span><span class="mf">1.0</span><span class="p">,</span> <span class="o">-</span><span class="mf">2.0</span><span class="p">]))</span>
</pre></div>
</div>
<p>With <code class="docutils literal notranslate"><span class="pre">shapeless=False</span></code> (which is the default), the second call to
<code class="docutils literal notranslate"><span class="pre">imported_abs</span></code> would raise an exception with a shape mismatch.</p>
<p>Shapeless exporting works the same as shapeless compilation and should be
used carefully. See the <a class="reference internal" href="compile.html#shapeless-compile"><span class="std std-ref">documentation on shapeless compilation</span></a> for more information.</p>
</section>
<section id="exporting-multiple-traces">
<h2>Exporting Multiple Traces<a class="headerlink" href="#exporting-multiple-traces" title="Link to this heading">#</a></h2>
<p>In some cases, functions build different computation graphs for different
input arguments. A simple way to manage this is to export to a new file with
each set of inputs. This is a fine option in many cases. But it can be
suboptimal if the exported functions have a large amount of duplicate constant
data (for example the parameters of a <a class="reference internal" href="../python/nn/module.html#mlx.nn.Module" title="mlx.nn.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mlx.nn.Module</span></code></a>).</p>
<p>The export API in MLX lets you export multiple traces of the same function to
a single file by creating an exporting context manager with <a class="reference internal" href="../python/_autosummary/mlx.core.exporter.html#mlx.core.exporter" title="mlx.core.exporter"><code class="xref py py-func docutils literal notranslate"><span class="pre">exporter()</span></code></a>:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
<span class="n">constant</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">3.0</span><span class="p">)</span>
<span class="k">if</span> <span class="n">y</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">x</span> <span class="o">+=</span> <span class="n">y</span>
<span class="k">return</span> <span class="n">x</span> <span class="o">+</span> <span class="n">constant</span>
<span class="k">with</span> <span class="n">mx</span><span class="o">.</span><span class="n">exporter</span><span class="p">(</span><span class="s2">&quot;fun.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">)</span> <span class="k">as</span> <span class="n">exporter</span><span class="p">:</span>
<span class="n">exporter</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">))</span>
<span class="n">exporter</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">),</span> <span class="n">y</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">0.0</span><span class="p">))</span>
<span class="n">imported_function</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">import_function</span><span class="p">(</span><span class="s2">&quot;fun.mlxfn&quot;</span><span class="p">)</span>
<span class="c1"># Call the function with y=None</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_function</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
<span class="c1"># Call the function with y specified</span>
<span class="n">out</span><span class="p">,</span> <span class="o">=</span> <span class="n">imported_function</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">),</span> <span class="n">y</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
</pre></div>
</div>
<p>In the above example the function constant data, (i.e. <code class="docutils literal notranslate"><span class="pre">constant</span></code>), is only
saved once.</p>
</section>
<section id="transformations-with-imported-functions">
<h2>Transformations with Imported Functions<a class="headerlink" href="#transformations-with-imported-functions" title="Link to this heading">#</a></h2>
<p>Function transformations like <a class="reference internal" href="../python/_autosummary/mlx.core.grad.html#mlx.core.grad" title="mlx.core.grad"><code class="xref py py-func docutils literal notranslate"><span class="pre">grad()</span></code></a>, <a class="reference internal" href="../python/_autosummary/mlx.core.vmap.html#mlx.core.vmap" title="mlx.core.vmap"><code class="xref py py-func docutils literal notranslate"><span class="pre">vmap()</span></code></a>, and <a class="reference internal" href="../python/_autosummary/mlx.core.compile.html#mlx.core.compile" title="mlx.core.compile"><code class="xref py py-func docutils literal notranslate"><span class="pre">compile()</span></code></a> work
on imported functions just like regular Python functions:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">fun</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mx</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">0.0</span><span class="p">)</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;sine.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
<span class="n">imported_fun</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">import_function</span><span class="p">(</span><span class="s2">&quot;sine.mlxfn&quot;</span><span class="p">)</span>
<span class="c1"># Take the derivative of the imported function</span>
<span class="n">dfdx</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">grad</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">imported_fun</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="c1"># Prints: array(1, dtype=float32)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">dfdx</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="c1"># Compile the imported function</span>
<span class="n">mx</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">imported_fun</span><span class="p">)</span>
<span class="c1"># Prints: array(0, dtype=float32)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">compiled_fun</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
</pre></div>
</div>
</section>
<section id="importing-functions-in-c">
<h2>Importing Functions in C++<a class="headerlink" href="#importing-functions-in-c" title="Link to this heading">#</a></h2>
<p>Importing and running functions in C++ is basically the same as importing and
running them in Python. First, follow the <a class="reference internal" href="../dev/mlx_in_cpp.html#mlx-in-cpp"><span class="std std-ref">instructions</span></a> to
setup a simple C++ project that uses MLX as a library.</p>
<p>Next, export a simple function from Python:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">fun</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
<span class="k">return</span> <span class="n">mx</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="n">y</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">mx</span><span class="o">.</span><span class="n">export_function</span><span class="p">(</span><span class="s2">&quot;fun.mlxfn&quot;</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
</pre></div>
</div>
<p>Import and run the function in C++ with only a few lines of code:</p>
<div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="k">auto</span><span class="w"> </span><span class="n">fun</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mx</span><span class="o">::</span><span class="n">import_function</span><span class="p">(</span><span class="s">&quot;fun.mlxfn&quot;</span><span class="p">);</span>
<span class="k">auto</span><span class="w"> </span><span class="n">inputs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="n">mx</span><span class="o">::</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">),</span><span class="w"> </span><span class="n">mx</span><span class="o">::</span><span class="n">array</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)};</span>
<span class="k">auto</span><span class="w"> </span><span class="n">outputs</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fun</span><span class="p">(</span><span class="n">inputs</span><span class="p">);</span>
<span class="c1">// Prints: array(2, dtype=float32)</span>
<span class="n">std</span><span class="o">::</span><span class="n">cout</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">endl</span><span class="p">;</span>
</pre></div>
</div>
<p>Imported functions can be transformed in C++ just like in Python. Use
<code class="docutils literal notranslate"><span class="pre">std::vector&lt;mx::array&gt;</span></code> for positional arguments and <code class="docutils literal notranslate"><span class="pre">std::map&lt;std::string,</span>
<span class="pre">mx::array&gt;</span></code> for keyword arguments when calling imported functions in C++.</p>
</section>
<section id="more-examples">
<h2>More Examples<a class="headerlink" href="#more-examples" title="Link to this heading">#</a></h2>
<p>Here are a few more complete examples exporting more complex functions from
Python and importing and running them in C++:</p>
<ul class="simple">
<li><p><a class="reference external" href="https://github.com/ml-explore/mlx/tree/main/examples/export">Inference and training a multi-layer perceptron</a></p></li>
</ul>
</section>
</section>
</article>
<footer class="prev-next-footer d-print-none">
<div class="prev-next-area">
<a class="left-prev"
href="using_streams.html"
title="previous page">
<i class="fa-solid fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title">Using Streams</p>
</div>
</a>
<a class="right-next"
href="../examples/linear_regression.html"
title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Linear Regression</p>
</div>
<i class="fa-solid fa-angle-right"></i>
</a>
</div>
</footer>
</div>
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
<div class="sidebar-secondary-item">
<div class="page-toc tocsection onthispage">
<i class="fa-solid fa-list"></i> Contents
</div>
<nav class="bd-toc-nav page-toc">
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#basics-of-exporting">Basics of Exporting</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-modules">Exporting Modules</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#shapeless-exports">Shapeless Exports</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-multiple-traces">Exporting Multiple Traces</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#transformations-with-imported-functions">Transformations with Imported Functions</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#importing-functions-in-c">Importing Functions in C++</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#more-examples">More Examples</a></li>
</ul>
</nav></div>
</div></div>
</div>
<footer class="bd-footer-content">
<div class="bd-footer-content__inner container">
<div class="footer-item">
<p class="component-author">
By MLX Contributors
</p>
</div>
<div class="footer-item">
<p class="copyright">
© Copyright 2023, MLX Contributors.
<br/>
</p>
</div>
<div class="footer-item">
</div>
<div class="footer-item">
</div>
</div>
</footer>
</main>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
<footer class="bd-footer">
</footer>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink