rebase

2025-11-05 11:28:12 +08:00 · 2025-01-09 21:56:20 +00:00
parent 830f99716d
commit 231caa94a6
2642 changed files with 137687 additions and 70861 deletions
--- a/docs/build/html/python/ops.html
+++ b/docs/build/html/python/ops.html
@@ -8,7 +8,7 @@
    <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>Operations &#8212; MLX 0.21.1 documentation</title>
+    <title>Operations &#8212; MLX 0.22.0 documentation</title>
  
  
  
@@ -16,8 +16,8 @@
    document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
  </script>
-  <!-- 
-    this give us a css class that will be invisible only if js is disabled 
+  <!--
+    this give us a css class that will be invisible only if js is disabled
  -->
  <noscript>
    <style>
@@ -27,19 +27,19 @@
  </noscript>
  
  <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=26a4bc78f4c0ddb94549" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=26a4bc78f4c0ddb94549" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=8878045cc6db502f8baf" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=8878045cc6db502f8baf" rel="stylesheet" />

-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
+    <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=a3416100" />
  
  <!-- So that users can add custom icons -->
-  <script src="../_static/scripts/fontawesome.js?digest=26a4bc78f4c0ddb94549"></script>
+  <script src="../_static/scripts/fontawesome.js?digest=8878045cc6db502f8baf"></script>
  <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=26a4bc78f4c0ddb94549" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=26a4bc78f4c0ddb94549" />
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf" />

-    <script src="../_static/documentation_options.js?v=acb17c73"></script>
+    <script src="../_static/documentation_options.js?v=c952a61b"></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>
@@ -49,10 +49,10 @@
    <link rel="index" title="Index" href="../genindex.html" />
    <link rel="search" title="Search" href="../search.html" />
    <link rel="next" title="mlx.core.abs" href="_autosummary/mlx.core.abs.html" />
-    <link rel="prev" title="mlx.core.synchronize" href="_autosummary/mlx.core.synchronize.html" />
+    <link rel="prev" title="mlx.core.export_to_dot" href="_autosummary/mlx.core.export_to_dot.html" />
  <meta name="viewport" content="width=device-width, initial-scale=1"/>
  <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="0.21.1" />
+  <meta name="docsearch:version" content="0.22.0" />
  </head>
  
  
@@ -131,8 +131,8 @@
      
    
    
-    <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.21.1 documentation - Home"/>
-    <img src="../_static/mlx_logo_dark.png" class="logo__image only-dark pst-js-only" alt="MLX 0.21.1 documentation - Home"/>
+    <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.22.0 documentation - Home"/>
+    <img src="../_static/mlx_logo_dark.png" class="logo__image only-dark pst-js-only" alt="MLX 0.22.0 documentation - Home"/>
  
  
 </a></div>
@@ -161,6 +161,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../usage/numpy.html">Conversion to NumPy and Other Frameworks</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../usage/distributed.html">Distributed Communication</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../usage/using_streams.html">Using Streams</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../usage/export.html">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">
@@ -229,6 +230,7 @@
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.Dtype.html">mlx.core.Dtype</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.DtypeCategory.html">mlx.core.DtypeCategory</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.issubdtype.html">mlx.core.issubdtype</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.finfo.html">mlx.core.finfo</a></li>
 </ul>
 </details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="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>
@@ -243,6 +245,13 @@
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.synchronize.html">mlx.core.synchronize</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="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="_autosummary/mlx.core.export_function.html">mlx.core.export_function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.import_function.html">mlx.core.import_function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.exporter.html">mlx.core.exporter</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.export_to_dot.html">mlx.core.export_to_dot</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Operations</a><details open="open"><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="_autosummary/mlx.core.abs.html">mlx.core.abs</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.add.html">mlx.core.add</a></li>
@@ -325,6 +334,7 @@
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.isneginf.html">mlx.core.isneginf</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.isposinf.html">mlx.core.isposinf</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.issubdtype.html">mlx.core.issubdtype</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.kron.html">mlx.core.kron</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.left_shift.html">mlx.core.left_shift</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.less.html">mlx.core.less</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.less_equal.html">mlx.core.less_equal</a></li>
@@ -380,6 +390,8 @@
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.sign.html">mlx.core.sign</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.sin.html">mlx.core.sin</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.sinh.html">mlx.core.sinh</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.slice.html">mlx.core.slice</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.slice_update.html">mlx.core.slice_update</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.softmax.html">mlx.core.softmax</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.sort.html">mlx.core.sort</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.split.html">mlx.core.split</a></li>
@@ -404,6 +416,7 @@
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.tri.html">mlx.core.tri</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.tril.html">mlx.core.tril</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.triu.html">mlx.core.triu</a></li>
+<li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.unflatten.html">mlx.core.unflatten</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.var.html">mlx.core.var</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.view.html">mlx.core.view</a></li>
 <li class="toctree-l2"><a class="reference internal" href="_autosummary/mlx.core.where.html">mlx.core.where</a></li>
@@ -696,6 +709,7 @@
 <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>
@@ -704,9 +718,14 @@
  
  
  <div class="sidebar-primary-items__end sidebar-primary__section">
+      <div class="sidebar-primary-item">
+<div id="ethical-ad-placement"
+      class="flat"
+      data-ea-publisher="readthedocs"
+      data-ea-type="readthedocs-sidebar"
+      data-ea-manual="true">
+</div></div>
  </div>
-  
-  <div id="rtd-footer-container"></div>


      </div>
@@ -1100,243 +1119,255 @@
 <tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.issubdtype.html#mlx.core.issubdtype" title="mlx.core.issubdtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">issubdtype</span></code></a>(arg1, arg2)</p></td>
 <td><p>Check if a <a class="reference internal" href="_autosummary/mlx.core.Dtype.html#mlx.core.Dtype" title="mlx.core.Dtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Dtype</span></code></a> or <a class="reference internal" href="_autosummary/mlx.core.DtypeCategory.html#mlx.core.DtypeCategory" title="mlx.core.DtypeCategory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DtypeCategory</span></code></a> is a subtype of another.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.left_shift.html#mlx.core.left_shift" title="mlx.core.left_shift"><code class="xref py py-obj docutils literal notranslate"><span class="pre">left_shift</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.kron.html#mlx.core.kron" title="mlx.core.kron"><code class="xref py py-obj docutils literal notranslate"><span class="pre">kron</span></code></a>(a, b, *[, stream])</p></td>
+<td><p>Compute the Kronecker product of two arrays <code class="docutils literal notranslate"><span class="pre">a</span></code> and <code class="docutils literal notranslate"><span class="pre">b</span></code>.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.left_shift.html#mlx.core.left_shift" title="mlx.core.left_shift"><code class="xref py py-obj docutils literal notranslate"><span class="pre">left_shift</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise left shift.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.less.html#mlx.core.less" title="mlx.core.less"><code class="xref py py-obj docutils literal notranslate"><span class="pre">less</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.less.html#mlx.core.less" title="mlx.core.less"><code class="xref py py-obj docutils literal notranslate"><span class="pre">less</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise less than.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.less_equal.html#mlx.core.less_equal" title="mlx.core.less_equal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">less_equal</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.less_equal.html#mlx.core.less_equal" title="mlx.core.less_equal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">less_equal</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise less than or equal.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.linspace.html#mlx.core.linspace" title="mlx.core.linspace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">linspace</span></code></a>(start, stop[, num, dtype, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.linspace.html#mlx.core.linspace" title="mlx.core.linspace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">linspace</span></code></a>(start, stop[, num, dtype, stream])</p></td>
 <td><p>Generate <code class="docutils literal notranslate"><span class="pre">num</span></code> evenly spaced numbers over interval <code class="docutils literal notranslate"><span class="pre">[start,</span> <span class="pre">stop]</span></code>.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.load.html#mlx.core.load" title="mlx.core.load"><code class="xref py py-obj docutils literal notranslate"><span class="pre">load</span></code></a>(file, /[, format, return_metadata, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.load.html#mlx.core.load" title="mlx.core.load"><code class="xref py py-obj docutils literal notranslate"><span class="pre">load</span></code></a>(file, /[, format, return_metadata, stream])</p></td>
 <td><p>Load array(s) from a binary file.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.log.html#mlx.core.log" title="mlx.core.log"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.log.html#mlx.core.log" title="mlx.core.log"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise natural logarithm.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.log2.html#mlx.core.log2" title="mlx.core.log2"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log2</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.log2.html#mlx.core.log2" title="mlx.core.log2"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log2</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise base-2 logarithm.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.log10.html#mlx.core.log10" title="mlx.core.log10"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log10</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.log10.html#mlx.core.log10" title="mlx.core.log10"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log10</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise base-10 logarithm.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.log1p.html#mlx.core.log1p" title="mlx.core.log1p"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log1p</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.log1p.html#mlx.core.log1p" title="mlx.core.log1p"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log1p</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise natural log of one plus the array.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.logaddexp.html#mlx.core.logaddexp" title="mlx.core.logaddexp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logaddexp</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.logaddexp.html#mlx.core.logaddexp" title="mlx.core.logaddexp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logaddexp</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Element-wise log-add-exp.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.logical_not.html#mlx.core.logical_not" title="mlx.core.logical_not"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logical_not</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.logical_not.html#mlx.core.logical_not" title="mlx.core.logical_not"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logical_not</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise logical not.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.logical_and.html#mlx.core.logical_and" title="mlx.core.logical_and"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logical_and</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.logical_and.html#mlx.core.logical_and" title="mlx.core.logical_and"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logical_and</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Element-wise logical and.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.logical_or.html#mlx.core.logical_or" title="mlx.core.logical_or"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logical_or</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.logical_or.html#mlx.core.logical_or" title="mlx.core.logical_or"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logical_or</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Element-wise logical or.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.logsumexp.html#mlx.core.logsumexp" title="mlx.core.logsumexp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logsumexp</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.logsumexp.html#mlx.core.logsumexp" title="mlx.core.logsumexp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logsumexp</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
 <td><p>A <cite>log-sum-exp</cite> reduction over the given axes.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.matmul.html#mlx.core.matmul" title="mlx.core.matmul"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matmul</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.matmul.html#mlx.core.matmul" title="mlx.core.matmul"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matmul</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Matrix multiplication.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.max.html#mlx.core.max" title="mlx.core.max"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.max.html#mlx.core.max" title="mlx.core.max"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
 <td><p>A <cite>max</cite> reduction over the given axes.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.maximum.html#mlx.core.maximum" title="mlx.core.maximum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">maximum</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.maximum.html#mlx.core.maximum" title="mlx.core.maximum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">maximum</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Element-wise maximum.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.mean.html#mlx.core.mean" title="mlx.core.mean"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mean</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.mean.html#mlx.core.mean" title="mlx.core.mean"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mean</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
 <td><p>Compute the mean(s) over the given axes.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.meshgrid.html#mlx.core.meshgrid" title="mlx.core.meshgrid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meshgrid</span></code></a>(*arrays[, sparse, indexing, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.meshgrid.html#mlx.core.meshgrid" title="mlx.core.meshgrid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meshgrid</span></code></a>(*arrays[, sparse, indexing, stream])</p></td>
 <td><p>Generate multidimensional coordinate grids from 1-D coordinate arrays</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.min.html#mlx.core.min" title="mlx.core.min"><code class="xref py py-obj docutils literal notranslate"><span class="pre">min</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.min.html#mlx.core.min" title="mlx.core.min"><code class="xref py py-obj docutils literal notranslate"><span class="pre">min</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
 <td><p>A <cite>min</cite> reduction over the given axes.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.minimum.html#mlx.core.minimum" title="mlx.core.minimum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">minimum</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.minimum.html#mlx.core.minimum" title="mlx.core.minimum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">minimum</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Element-wise minimum.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.moveaxis.html#mlx.core.moveaxis" title="mlx.core.moveaxis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">moveaxis</span></code></a>(a, /, source, destination, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.moveaxis.html#mlx.core.moveaxis" title="mlx.core.moveaxis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">moveaxis</span></code></a>(a, /, source, destination, *[, stream])</p></td>
 <td><p>Move an axis to a new position.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.multiply.html#mlx.core.multiply" title="mlx.core.multiply"><code class="xref py py-obj docutils literal notranslate"><span class="pre">multiply</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.multiply.html#mlx.core.multiply" title="mlx.core.multiply"><code class="xref py py-obj docutils literal notranslate"><span class="pre">multiply</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise multiplication.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.nan_to_num.html#mlx.core.nan_to_num" title="mlx.core.nan_to_num"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nan_to_num</span></code></a>(a[, nan, posinf, neginf, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.nan_to_num.html#mlx.core.nan_to_num" title="mlx.core.nan_to_num"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nan_to_num</span></code></a>(a[, nan, posinf, neginf, stream])</p></td>
 <td><p>Replace NaN and Inf values with finite numbers.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.negative.html#mlx.core.negative" title="mlx.core.negative"><code class="xref py py-obj docutils literal notranslate"><span class="pre">negative</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.negative.html#mlx.core.negative" title="mlx.core.negative"><code class="xref py py-obj docutils literal notranslate"><span class="pre">negative</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise negation.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.not_equal.html#mlx.core.not_equal" title="mlx.core.not_equal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">not_equal</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.not_equal.html#mlx.core.not_equal" title="mlx.core.not_equal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">not_equal</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise not equal.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.ones.html#mlx.core.ones" title="mlx.core.ones"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ones</span></code></a>(shape[, dtype, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.ones.html#mlx.core.ones" title="mlx.core.ones"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ones</span></code></a>(shape[, dtype, stream])</p></td>
 <td><p>Construct an array of ones.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.ones_like.html#mlx.core.ones_like" title="mlx.core.ones_like"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ones_like</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.ones_like.html#mlx.core.ones_like" title="mlx.core.ones_like"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ones_like</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>An array of ones like the input.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.outer.html#mlx.core.outer" title="mlx.core.outer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">outer</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.outer.html#mlx.core.outer" title="mlx.core.outer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">outer</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Compute the outer product of two 1-D arrays, if the array's passed are not 1-D a flatten op will be run beforehand.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.partition.html#mlx.core.partition" title="mlx.core.partition"><code class="xref py py-obj docutils literal notranslate"><span class="pre">partition</span></code></a>(a, /, kth[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.partition.html#mlx.core.partition" title="mlx.core.partition"><code class="xref py py-obj docutils literal notranslate"><span class="pre">partition</span></code></a>(a, /, kth[, axis, stream])</p></td>
 <td><p>Returns a partitioned copy of the array such that the smaller <code class="docutils literal notranslate"><span class="pre">kth</span></code> elements are first.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.pad.html#mlx.core.pad" title="mlx.core.pad"><code class="xref py py-obj docutils literal notranslate"><span class="pre">pad</span></code></a>(a, pad_width[, mode, constant_values, ...])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.pad.html#mlx.core.pad" title="mlx.core.pad"><code class="xref py py-obj docutils literal notranslate"><span class="pre">pad</span></code></a>(a, pad_width[, mode, constant_values, ...])</p></td>
 <td><p>Pad an array with a constant value</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.power.html#mlx.core.power" title="mlx.core.power"><code class="xref py py-obj docutils literal notranslate"><span class="pre">power</span></code></a>(a, b, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.power.html#mlx.core.power" title="mlx.core.power"><code class="xref py py-obj docutils literal notranslate"><span class="pre">power</span></code></a>(a, b, /, *[, stream])</p></td>
 <td><p>Element-wise power operation.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.prod.html#mlx.core.prod" title="mlx.core.prod"><code class="xref py py-obj docutils literal notranslate"><span class="pre">prod</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.prod.html#mlx.core.prod" title="mlx.core.prod"><code class="xref py py-obj docutils literal notranslate"><span class="pre">prod</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
 <td><p>An product reduction over the given axes.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.put_along_axis.html#mlx.core.put_along_axis" title="mlx.core.put_along_axis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">put_along_axis</span></code></a>(a, /, indices, values[, ...])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.put_along_axis.html#mlx.core.put_along_axis" title="mlx.core.put_along_axis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">put_along_axis</span></code></a>(a, /, indices, values[, ...])</p></td>
 <td><p>Put values along an axis at the specified indices.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.quantize.html#mlx.core.quantize" title="mlx.core.quantize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">quantize</span></code></a>(w, /[, group_size, bits, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.quantize.html#mlx.core.quantize" title="mlx.core.quantize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">quantize</span></code></a>(w, /[, group_size, bits, stream])</p></td>
 <td><p>Quantize the matrix <code class="docutils literal notranslate"><span class="pre">w</span></code> using <code class="docutils literal notranslate"><span class="pre">bits</span></code> bits per element.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.quantized_matmul.html#mlx.core.quantized_matmul" title="mlx.core.quantized_matmul"><code class="xref py py-obj docutils literal notranslate"><span class="pre">quantized_matmul</span></code></a>(x, w, /, scales, biases[, ...])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.quantized_matmul.html#mlx.core.quantized_matmul" title="mlx.core.quantized_matmul"><code class="xref py py-obj docutils literal notranslate"><span class="pre">quantized_matmul</span></code></a>(x, w, /, scales, biases[, ...])</p></td>
 <td><p>Perform the matrix multiplication with the quantized matrix <code class="docutils literal notranslate"><span class="pre">w</span></code>.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.radians.html#mlx.core.radians" title="mlx.core.radians"><code class="xref py py-obj docutils literal notranslate"><span class="pre">radians</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.radians.html#mlx.core.radians" title="mlx.core.radians"><code class="xref py py-obj docutils literal notranslate"><span class="pre">radians</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Convert angles from degrees to radians.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.real.html#mlx.core.real" title="mlx.core.real"><code class="xref py py-obj docutils literal notranslate"><span class="pre">real</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.real.html#mlx.core.real" title="mlx.core.real"><code class="xref py py-obj docutils literal notranslate"><span class="pre">real</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Returns the real part of a complex array.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.reciprocal.html#mlx.core.reciprocal" title="mlx.core.reciprocal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reciprocal</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.reciprocal.html#mlx.core.reciprocal" title="mlx.core.reciprocal"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reciprocal</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise reciprocal.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.remainder.html#mlx.core.remainder" title="mlx.core.remainder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">remainder</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.remainder.html#mlx.core.remainder" title="mlx.core.remainder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">remainder</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise remainder of division.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.repeat.html#mlx.core.repeat" title="mlx.core.repeat"><code class="xref py py-obj docutils literal notranslate"><span class="pre">repeat</span></code></a>(array, repeats[, axis, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.repeat.html#mlx.core.repeat" title="mlx.core.repeat"><code class="xref py py-obj docutils literal notranslate"><span class="pre">repeat</span></code></a>(array, repeats[, axis, stream])</p></td>
 <td><p>Repeat an array along a specified axis.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.reshape.html#mlx.core.reshape" title="mlx.core.reshape"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reshape</span></code></a>(a, /, shape, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.reshape.html#mlx.core.reshape" title="mlx.core.reshape"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reshape</span></code></a>(a, /, shape, *[, stream])</p></td>
 <td><p>Reshape an array while preserving the size.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.right_shift.html#mlx.core.right_shift" title="mlx.core.right_shift"><code class="xref py py-obj docutils literal notranslate"><span class="pre">right_shift</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.right_shift.html#mlx.core.right_shift" title="mlx.core.right_shift"><code class="xref py py-obj docutils literal notranslate"><span class="pre">right_shift</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise right shift.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.roll.html#mlx.core.roll" title="mlx.core.roll"><code class="xref py py-obj docutils literal notranslate"><span class="pre">roll</span></code></a>(a, shift[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.roll.html#mlx.core.roll" title="mlx.core.roll"><code class="xref py py-obj docutils literal notranslate"><span class="pre">roll</span></code></a>(a, shift[, axis, stream])</p></td>
 <td><p>Roll array elements along a given axis.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.round.html#mlx.core.round" title="mlx.core.round"><code class="xref py py-obj docutils literal notranslate"><span class="pre">round</span></code></a>(a, /[, decimals, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.round.html#mlx.core.round" title="mlx.core.round"><code class="xref py py-obj docutils literal notranslate"><span class="pre">round</span></code></a>(a, /[, decimals, stream])</p></td>
 <td><p>Round to the given number of decimals.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.rsqrt.html#mlx.core.rsqrt" title="mlx.core.rsqrt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">rsqrt</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.rsqrt.html#mlx.core.rsqrt" title="mlx.core.rsqrt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">rsqrt</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise reciprocal and square root.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.save.html#mlx.core.save" title="mlx.core.save"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save</span></code></a>(file, arr)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.save.html#mlx.core.save" title="mlx.core.save"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save</span></code></a>(file, arr)</p></td>
 <td><p>Save the array to a binary file in <code class="docutils literal notranslate"><span class="pre">.npy</span></code> format.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.savez.html#mlx.core.savez" title="mlx.core.savez"><code class="xref py py-obj docutils literal notranslate"><span class="pre">savez</span></code></a>(file, *args, **kwargs)</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.savez.html#mlx.core.savez" title="mlx.core.savez"><code class="xref py py-obj docutils literal notranslate"><span class="pre">savez</span></code></a>(file, *args, **kwargs)</p></td>
 <td><p>Save several arrays to a binary file in uncompressed <code class="docutils literal notranslate"><span class="pre">.npz</span></code> format.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.savez_compressed.html#mlx.core.savez_compressed" title="mlx.core.savez_compressed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">savez_compressed</span></code></a>(file, *args, **kwargs)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.savez_compressed.html#mlx.core.savez_compressed" title="mlx.core.savez_compressed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">savez_compressed</span></code></a>(file, *args, **kwargs)</p></td>
 <td><p>Save several arrays to a binary file in compressed <code class="docutils literal notranslate"><span class="pre">.npz</span></code> format.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.save_gguf.html#mlx.core.save_gguf" title="mlx.core.save_gguf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save_gguf</span></code></a>(file, arrays, metadata)</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.save_gguf.html#mlx.core.save_gguf" title="mlx.core.save_gguf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save_gguf</span></code></a>(file, arrays, metadata)</p></td>
 <td><p>Save array(s) to a binary file in <code class="docutils literal notranslate"><span class="pre">.gguf</span></code> format.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.save_safetensors.html#mlx.core.save_safetensors" title="mlx.core.save_safetensors"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save_safetensors</span></code></a>(file, arrays[, metadata])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.save_safetensors.html#mlx.core.save_safetensors" title="mlx.core.save_safetensors"><code class="xref py py-obj docutils literal notranslate"><span class="pre">save_safetensors</span></code></a>(file, arrays[, metadata])</p></td>
 <td><p>Save array(s) to a binary file in <code class="docutils literal notranslate"><span class="pre">.safetensors</span></code> format.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sigmoid.html#mlx.core.sigmoid" title="mlx.core.sigmoid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sigmoid</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sigmoid.html#mlx.core.sigmoid" title="mlx.core.sigmoid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sigmoid</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise logistic sigmoid.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sign.html#mlx.core.sign" title="mlx.core.sign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sign</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sign.html#mlx.core.sign" title="mlx.core.sign"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sign</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise sign.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sin.html#mlx.core.sin" title="mlx.core.sin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sin</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sin.html#mlx.core.sin" title="mlx.core.sin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sin</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise sine.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sinh.html#mlx.core.sinh" title="mlx.core.sinh"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sinh</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sinh.html#mlx.core.sinh" title="mlx.core.sinh"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sinh</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise hyperbolic sine.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.softmax.html#mlx.core.softmax" title="mlx.core.softmax"><code class="xref py py-obj docutils literal notranslate"><span class="pre">softmax</span></code></a>(a, /[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.slice.html#mlx.core.slice" title="mlx.core.slice"><code class="xref py py-obj docutils literal notranslate"><span class="pre">slice</span></code></a>(a, start_indices, axes, slice_size, *)</p></td>
+<td><p>Extract a sub-array from the input array.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.slice_update.html#mlx.core.slice_update" title="mlx.core.slice_update"><code class="xref py py-obj docutils literal notranslate"><span class="pre">slice_update</span></code></a>(a, update, start_indices, axes, *)</p></td>
+<td><p>Update a sub-array of the input array.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.softmax.html#mlx.core.softmax" title="mlx.core.softmax"><code class="xref py py-obj docutils literal notranslate"><span class="pre">softmax</span></code></a>(a, /[, axis, stream])</p></td>
 <td><p>Perform the softmax along the given axis.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sort.html#mlx.core.sort" title="mlx.core.sort"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sort</span></code></a>(a, /[, axis, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sort.html#mlx.core.sort" title="mlx.core.sort"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sort</span></code></a>(a, /[, axis, stream])</p></td>
 <td><p>Returns a sorted copy of the array.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.split.html#mlx.core.split" title="mlx.core.split"><code class="xref py py-obj docutils literal notranslate"><span class="pre">split</span></code></a>(a, /, indices_or_sections[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.split.html#mlx.core.split" title="mlx.core.split"><code class="xref py py-obj docutils literal notranslate"><span class="pre">split</span></code></a>(a, /, indices_or_sections[, axis, stream])</p></td>
 <td><p>Split an array along a given axis.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sqrt.html#mlx.core.sqrt" title="mlx.core.sqrt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sqrt</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sqrt.html#mlx.core.sqrt" title="mlx.core.sqrt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sqrt</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise square root.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.square.html#mlx.core.square" title="mlx.core.square"><code class="xref py py-obj docutils literal notranslate"><span class="pre">square</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.square.html#mlx.core.square" title="mlx.core.square"><code class="xref py py-obj docutils literal notranslate"><span class="pre">square</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise square.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.squeeze.html#mlx.core.squeeze" title="mlx.core.squeeze"><code class="xref py py-obj docutils literal notranslate"><span class="pre">squeeze</span></code></a>(a, /[, axis, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.squeeze.html#mlx.core.squeeze" title="mlx.core.squeeze"><code class="xref py py-obj docutils literal notranslate"><span class="pre">squeeze</span></code></a>(a, /[, axis, stream])</p></td>
 <td><p>Remove length one axes from an array.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.stack.html#mlx.core.stack" title="mlx.core.stack"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stack</span></code></a>(arrays[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.stack.html#mlx.core.stack" title="mlx.core.stack"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stack</span></code></a>(arrays[, axis, stream])</p></td>
 <td><p>Stacks the arrays along a new axis.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.std.html#mlx.core.std" title="mlx.core.std"><code class="xref py py-obj docutils literal notranslate"><span class="pre">std</span></code></a>(a, /[, axis, keepdims, ddof, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.std.html#mlx.core.std" title="mlx.core.std"><code class="xref py py-obj docutils literal notranslate"><span class="pre">std</span></code></a>(a, /[, axis, keepdims, ddof, stream])</p></td>
 <td><p>Compute the standard deviation(s) over the given axes.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.stop_gradient.html#mlx.core.stop_gradient" title="mlx.core.stop_gradient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stop_gradient</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.stop_gradient.html#mlx.core.stop_gradient" title="mlx.core.stop_gradient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stop_gradient</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Stop gradients from being computed.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.subtract.html#mlx.core.subtract" title="mlx.core.subtract"><code class="xref py py-obj docutils literal notranslate"><span class="pre">subtract</span></code></a>(a, b[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.subtract.html#mlx.core.subtract" title="mlx.core.subtract"><code class="xref py py-obj docutils literal notranslate"><span class="pre">subtract</span></code></a>(a, b[, stream])</p></td>
 <td><p>Element-wise subtraction.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.sum.html#mlx.core.sum" title="mlx.core.sum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sum</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.sum.html#mlx.core.sum" title="mlx.core.sum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sum</span></code></a>(a, /[, axis, keepdims, stream])</p></td>
 <td><p>Sum reduce the array over the given axes.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.swapaxes.html#mlx.core.swapaxes" title="mlx.core.swapaxes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">swapaxes</span></code></a>(a, /, axis1, axis2, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.swapaxes.html#mlx.core.swapaxes" title="mlx.core.swapaxes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">swapaxes</span></code></a>(a, /, axis1, axis2, *[, stream])</p></td>
 <td><p>Swap two axes of an array.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.take.html#mlx.core.take" title="mlx.core.take"><code class="xref py py-obj docutils literal notranslate"><span class="pre">take</span></code></a>(a, /, indices[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.take.html#mlx.core.take" title="mlx.core.take"><code class="xref py py-obj docutils literal notranslate"><span class="pre">take</span></code></a>(a, /, indices[, axis, stream])</p></td>
 <td><p>Take elements along an axis.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.take_along_axis.html#mlx.core.take_along_axis" title="mlx.core.take_along_axis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">take_along_axis</span></code></a>(a, /, indices[, axis, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.take_along_axis.html#mlx.core.take_along_axis" title="mlx.core.take_along_axis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">take_along_axis</span></code></a>(a, /, indices[, axis, stream])</p></td>
 <td><p>Take values along an axis at the specified indices.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.tan.html#mlx.core.tan" title="mlx.core.tan"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tan</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.tan.html#mlx.core.tan" title="mlx.core.tan"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tan</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise tangent.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.tanh.html#mlx.core.tanh" title="mlx.core.tanh"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tanh</span></code></a>(a, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.tanh.html#mlx.core.tanh" title="mlx.core.tanh"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tanh</span></code></a>(a, /, *[, stream])</p></td>
 <td><p>Element-wise hyperbolic tangent.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.tensordot.html#mlx.core.tensordot" title="mlx.core.tensordot"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tensordot</span></code></a>(a, b, /[, axes, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.tensordot.html#mlx.core.tensordot" title="mlx.core.tensordot"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tensordot</span></code></a>(a, b, /[, axes, stream])</p></td>
 <td><p>Compute the tensor dot product along the specified axes.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.tile.html#mlx.core.tile" title="mlx.core.tile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tile</span></code></a>(a, reps, /, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.tile.html#mlx.core.tile" title="mlx.core.tile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tile</span></code></a>(a, reps, /, *[, stream])</p></td>
 <td><p>Construct an array by repeating <code class="docutils literal notranslate"><span class="pre">a</span></code> the number of times given by <code class="docutils literal notranslate"><span class="pre">reps</span></code>.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.topk.html#mlx.core.topk" title="mlx.core.topk"><code class="xref py py-obj docutils literal notranslate"><span class="pre">topk</span></code></a>(a, /, k[, axis, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.topk.html#mlx.core.topk" title="mlx.core.topk"><code class="xref py py-obj docutils literal notranslate"><span class="pre">topk</span></code></a>(a, /, k[, axis, stream])</p></td>
 <td><p>Returns the <code class="docutils literal notranslate"><span class="pre">k</span></code> largest elements from the input along a given axis.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.trace.html#mlx.core.trace" title="mlx.core.trace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trace</span></code></a>(a, /[, offset, axis1, axis2, dtype, ...])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.trace.html#mlx.core.trace" title="mlx.core.trace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">trace</span></code></a>(a, /[, offset, axis1, axis2, dtype, ...])</p></td>
 <td><p>Return the sum along a specified diagonal in the given array.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.transpose.html#mlx.core.transpose" title="mlx.core.transpose"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transpose</span></code></a>(a, /[, axes, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.transpose.html#mlx.core.transpose" title="mlx.core.transpose"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transpose</span></code></a>(a, /[, axes, stream])</p></td>
 <td><p>Transpose the dimensions of the array.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.tri.html#mlx.core.tri" title="mlx.core.tri"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tri</span></code></a>(n, m, k[, dtype, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.tri.html#mlx.core.tri" title="mlx.core.tri"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tri</span></code></a>(n, m, k[, dtype, stream])</p></td>
 <td><p>An array with ones at and below the given diagonal and zeros elsewhere.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.tril.html#mlx.core.tril" title="mlx.core.tril"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tril</span></code></a>(x, k, *[, stream])</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.tril.html#mlx.core.tril" title="mlx.core.tril"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tril</span></code></a>(x, k, *[, stream])</p></td>
 <td><p>Zeros the array above the given diagonal.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.triu.html#mlx.core.triu" title="mlx.core.triu"><code class="xref py py-obj docutils literal notranslate"><span class="pre">triu</span></code></a>(x, k, *[, stream])</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.triu.html#mlx.core.triu" title="mlx.core.triu"><code class="xref py py-obj docutils literal notranslate"><span class="pre">triu</span></code></a>(x, k, *[, stream])</p></td>
 <td><p>Zeros the array below the given diagonal.</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="_autosummary/mlx.core.unflatten.html#mlx.core.unflatten" title="mlx.core.unflatten"><code class="xref py py-obj docutils literal notranslate"><span class="pre">unflatten</span></code></a>(a, /, axis, shape, *[, stream])</p></td>
+<td><p>Unflatten an axis of an array to a shape.</p></td>
+</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="_autosummary/mlx.core.var.html#mlx.core.var" title="mlx.core.var"><code class="xref py py-obj docutils literal notranslate"><span class="pre">var</span></code></a>(a, /[, axis, keepdims, ddof, stream])</p></td>
 <td><p>Compute the variance(s) over the given axes.</p></td>
 </tr>
@@ -1369,12 +1400,12 @@
                  
 <div class="prev-next-area">
    <a class="left-prev"
-       href="_autosummary/mlx.core.synchronize.html"
+       href="_autosummary/mlx.core.export_to_dot.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">mlx.core.synchronize</p>
+        <p class="prev-next-title">mlx.core.export_to_dot</p>
      </div>
    </a>
    <a class="right-next"
@@ -1436,8 +1467,8 @@ By MLX Contributors
  </div>
  
  <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script defer src="../_static/scripts/bootstrap.js?digest=26a4bc78f4c0ddb94549"></script>
-<script defer src="../_static/scripts/pydata-sphinx-theme.js?digest=26a4bc78f4c0ddb94549"></script>
+  <script defer src="../_static/scripts/bootstrap.js?digest=8878045cc6db502f8baf"></script>
+<script defer src="../_static/scripts/pydata-sphinx-theme.js?digest=8878045cc6db502f8baf"></script>

  <footer class="bd-footer">
  </footer>