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2
docs/build/html/.buildinfo vendored
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@ -1,4 +1,4 @@
# Sphinx build info version 1 # Sphinx build info version 1
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
config: f0a8f1723eac189223b8c3a08df4cb42 config: 617e63568890a453837209bb7514fddd
tags: 645f666f9bcd5a90fca523b33c5a78b7 tags: 645f666f9bcd5a90fca523b33c5a78b7

96
docs/build/html/_sources/dev/custom_metal_kernels.rst vendored
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@ -8,11 +8,12 @@ MLX supports writing custom Metal kernels through the Python and C++ APIs.
Simple Example Simple Example
-------------- --------------
.. currentmodule:: mlx.core
Let's write a custom kernel that computes ``exp`` elementwise: Let's write a custom kernel that computes ``exp`` elementwise:
.. code-block:: python .. code-block:: python
def exp_elementwise(a: mx.array):
source = """ source = """
uint elem = thread_position_in_grid.x; uint elem = thread_position_in_grid.x;
T tmp = inp[elem]; T tmp = inp[elem];
@ -25,6 +26,8 @@ Let's write a custom kernel that computes ``exp`` elementwise:
output_names=["out"], output_names=["out"],
source=source, source=source,
) )
def exp_elementwise(a: mx.array):
outputs = kernel( outputs = kernel(
inputs=[a], inputs=[a],
template=[("T", mx.float32)], template=[("T", mx.float32)],
@ -39,8 +42,13 @@ Let's write a custom kernel that computes ``exp`` elementwise:
b = exp_elementwise(a) b = exp_elementwise(a)
assert mx.allclose(b, mx.exp(a)) assert mx.allclose(b, mx.exp(a))
Every time you make a kernel, a new Metal library is created and possibly
JIT compiled. To reduce the overhead from that, build the kernel once with
:func:`fast.metal_kernel` and then use it many times.
.. note:: .. note::
We are only required to pass the body of the Metal kernel in ``source``. Only pass the body of the Metal kernel in ``source``. The function
signature is generated automatically.
The full function signature will be generated using: The full function signature will be generated using:
@ -78,29 +86,34 @@ Putting this all together, the generated function signature for ``myexp`` is as
template [[host_name("custom_kernel_myexp_float")]] [[kernel]] decltype(custom_kernel_myexp_float<float>) custom_kernel_myexp_float<float>; template [[host_name("custom_kernel_myexp_float")]] [[kernel]] decltype(custom_kernel_myexp_float<float>) custom_kernel_myexp_float<float>;
Note: ``grid`` and ``threadgroup`` are parameters to the Metal `dispatchThreads <https://developer.apple.com/documentation/metal/mtlcomputecommandencoder/2866532-dispatchthreads>`_ function. Note: ``grid`` and ``threadgroup`` are parameters to the Metal `dispatchThreads
This means we will launch ``mx.prod(grid)`` threads, subdivided into ``threadgroup`` size threadgroups. <https://developer.apple.com/documentation/metal/mtlcomputecommandencoder/2866532-dispatchthreads>`_
For optimal performance, each thread group dimension should be less than or equal to the corresponding grid dimension. function. This means we will launch ``mx.prod(grid)`` threads, subdivided into
``threadgroup`` size threadgroups. For optimal performance, each thread group
dimension should be less than or equal to the corresponding grid dimension.
Passing ``verbose=True`` to ``mx.fast.metal_kernel.__call__`` will print the generated code for debugging purposes. Passing ``verbose=True`` to :func:`ast.metal_kernel.__call__` will print the
generated code for debugging purposes.
Using Shape/Strides Using Shape/Strides
------------------- -------------------
``mx.fast.metal_kernel`` supports an argument ``ensure_row_contiguous`` which is ``True`` by default. :func:`fast.metal_kernel` supports an argument ``ensure_row_contiguous`` which
This will copy the ``mx.array`` inputs if needed before the kernel is launched to ensure that the memory layout is row contiguous. is ``True`` by default. This will copy the array inputs if needed
Generally this makes writing the kernel easier, since we don't have to worry about gaps or the ordering of the dims before the kernel is launched to ensure that the memory layout is row
when indexing. contiguous. Generally this makes writing the kernel easier, since we don't
have to worry about gaps or the ordering of the dims when indexing.
If we want to avoid this copy, ``metal_kernel`` automatically passes ``a_shape``, ``a_strides`` and ``a_ndim`` for each If we want to avoid this copy, :func:`fast.metal_kernel` automatically passes
input array ``a`` if any are present in ``source``. ``a_shape``, ``a_strides`` and ``a_ndim`` for each input array ``a`` if any are
We can then use MLX's built in indexing utils to fetch the right elements for each thread. present in ``source``. We can then use MLX's built in indexing utils to fetch
the right elements for each thread.
Let's convert ``myexp`` above to support arbitrarily strided arrays without relying on a copy from ``ensure_row_contiguous``: Let's convert ``myexp`` above to support arbitrarily strided arrays without
relying on a copy from ``ensure_row_contiguous``:
.. code-block:: python .. code-block:: python
def exp_elementwise(a: mx.array):
source = """ source = """
uint elem = thread_position_in_grid.x; uint elem = thread_position_in_grid.x;
// Utils from `mlx/backend/metal/kernels/utils.h` are automatically included // Utils from `mlx/backend/metal/kernels/utils.h` are automatically included
@ -116,6 +129,8 @@ Let's convert ``myexp`` above to support arbitrarily strided arrays without rely
output_names=["out"], output_names=["out"],
source=source source=source
) )
def exp_elementwise(a: mx.array):
outputs = kernel( outputs = kernel(
inputs=[a], inputs=[a],
template=[("T", mx.float32)], template=[("T", mx.float32)],
@ -183,25 +198,13 @@ We'll start with the following MLX implementation using standard ops:
return output return output
Now let's use ``mx.custom_function`` together with ``mx.fast.metal_kernel`` Now let's use :func:`custom_function` together with :func:`fast.metal_kernel`
to write a fast GPU kernel for both the forward and backward passes. to write a fast GPU kernel for both the forward and backward passes.
First we'll implement the forward pass as a fused kernel: First we'll implement the forward pass as a fused kernel:
.. code-block:: python .. code-block:: python
@mx.custom_function
def grid_sample(x, grid):
assert x.ndim == 4, "`x` must be 4D."
assert grid.ndim == 4, "`grid` must be 4D."
B, _, _, C = x.shape
_, gN, gM, D = grid.shape
out_shape = (B, gN, gM, C)
assert D == 2, "Last dim of `grid` must be size 2."
source = """ source = """
uint elem = thread_position_in_grid.x; uint elem = thread_position_in_grid.x;
int H = x_shape[1]; int H = x_shape[1];
@ -251,12 +254,26 @@ First we'll implement the forward pass as a fused kernel:
out[elem] = nw * I_nw + ne * I_ne + sw * I_sw + se * I_se; out[elem] = nw * I_nw + ne * I_ne + sw * I_sw + se * I_se;
""" """
kernel = mx.fast.metal_kernel( kernel = mx.fast.metal_kernel(
name="grid_sample", name="grid_sample",
input_names=["x", "grid"], input_names=["x", "grid"],
output_names=["out"], output_names=["out"],
source=source, source=source,
) )
@mx.custom_function
def grid_sample(x, grid):
assert x.ndim == 4, "`x` must be 4D."
assert grid.ndim == 4, "`grid` must be 4D."
B, _, _, C = x.shape
_, gN, gM, D = grid.shape
out_shape = (B, gN, gM, C)
assert D == 2, "Last dim of `grid` must be size 2."
outputs = kernel( outputs = kernel(
inputs=[x, grid], inputs=[x, grid],
template=[("T", x.dtype)], template=[("T", x.dtype)],
@ -281,11 +298,11 @@ On an M1 Max, we see a big performance improvement:
Grid Sample VJP Grid Sample VJP
--------------- ---------------
Since we decorated ``grid_sample`` with ``mx.custom_function``, we can now define Since we decorated ``grid_sample`` with :func:`custom_function`, we can now
its custom vjp transform so MLX can differentiate it. define its custom vjp transform so MLX can differentiate it.
The backwards pass requires atomically updating ``x_grad``/``grid_grad`` and so The backwards pass requires atomically updating ``x_grad``/``grid_grad`` and so
requires a few extra ``mx.fast.metal_kernel`` features: requires a few extra :func:`fast.metal_kernel` features:
* ``init_value=0`` * ``init_value=0``
Initialize all of the kernel's outputs to this value before it runs. This allows us to update only part of the output arrays with the kernel. Initialize all of the kernel's outputs to this value before it runs. This allows us to update only part of the output arrays with the kernel.
@ -299,14 +316,6 @@ We can then implement the backwards pass as follows:
.. code-block:: python .. code-block:: python
@grid_sample.vjp
def grid_sample_vjp(primals, cotangent, _):
x, grid = primals
B, _, _, C = x.shape
_, gN, gM, D = grid.shape
assert D == 2, "Last dim of `grid` must be size 2."
source = """ source = """
uint elem = thread_position_in_grid.x; uint elem = thread_position_in_grid.x;
int H = x_shape[1]; int H = x_shape[1];
@ -406,6 +415,15 @@ We can then implement the backwards pass as follows:
source=source, source=source,
atomic_outputs=True, atomic_outputs=True,
) )
@grid_sample.vjp
def grid_sample_vjp(primals, cotangent, _):
x, grid = primals
B, _, _, C = x.shape
_, gN, gM, D = grid.shape
assert D == 2, "Last dim of `grid` must be size 2."
# pad the output channels to simd group size # pad the output channels to simd group size
# so that our `simd_sum`s don't overlap. # so that our `simd_sum`s don't overlap.
simdgroup_size = 32 simdgroup_size = 32

6
docs/build/html/_sources/dev/extensions.rst vendored
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@ -397,11 +397,11 @@ below.
std::ostringstream kname; std::ostringstream kname;
kname << "axpby_" << "general_" << type_to_name(out); kname << "axpby_" << "general_" << type_to_name(out);
// Make sure the metal library is available // Load the metal library
d.register_library("mlx_ext"); auto lib = d.get_library("mlx_ext");
// Make a kernel from this metal library // Make a kernel from this metal library
auto kernel = d.get_kernel(kname.str(), "mlx_ext"); auto kernel = d.get_kernel(kname.str(), lib);
// Prepare to encode kernel // Prepare to encode kernel
auto& compute_encoder = d.get_command_encoder(s.index); auto& compute_encoder = d.get_command_encoder(s.index);

59
docs/build/html/_sources/install.rst vendored
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@ -30,6 +30,16 @@ MLX is also available on conda-forge. To install MLX with conda do:
conda install conda-forge::mlx conda install conda-forge::mlx
CUDA
^^^^
MLX has a CUDA backend which you can use on any Linux platform with CUDA 12
and SM 7.0 (Volta) and up. To install MLX with CUDA support, run:
.. code-block:: shell
pip install mlx-cuda
Troubleshooting Troubleshooting
^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^
@ -65,6 +75,8 @@ Build Requirements
Python API Python API
^^^^^^^^^^ ^^^^^^^^^^
.. _python install:
To build and install the MLX python library from source, first, clone MLX from To build and install the MLX python library from source, first, clone MLX from
`its GitHub repo <https://github.com/ml-explore/mlx>`_: `its GitHub repo <https://github.com/ml-explore/mlx>`_:
@ -107,6 +119,8 @@ IDE:
C++ API C++ API
^^^^^^^ ^^^^^^^
.. _cpp install:
Currently, MLX must be built and installed from source. Currently, MLX must be built and installed from source.
Similarly to the python library, to build and install the MLX C++ library start Similarly to the python library, to build and install the MLX C++ library start
@ -185,6 +199,7 @@ should point to the path to the built metal library.
xcrun -sdk macosx --show-sdk-version xcrun -sdk macosx --show-sdk-version
Binary Size Minimization Binary Size Minimization
~~~~~~~~~~~~~~~~~~~~~~~~ ~~~~~~~~~~~~~~~~~~~~~~~~
@ -213,6 +228,50 @@ be anwywhere from a few hundred millisecond to a few seconds depending on the
application. Once a kernel is compiled, it will be cached by the system. The application. Once a kernel is compiled, it will be cached by the system. The
Metal kernel cache persists across reboots. Metal kernel cache persists across reboots.
Linux
^^^^^
To build from source on Linux (CPU only), install the BLAS and LAPACK headers.
For example on Ubuntu, run the following:
.. code-block:: shell
apt-get update -y
apt-get install libblas-dev liblapack-dev liblapacke-dev -y
From here follow the instructions to install either the :ref:`Python <python
install>` or :ref:`C++ <cpp install>` APIs.
CUDA
^^^^
To build from source on Linux with CUDA, install the BLAS and LAPACK headers
and the CUDA toolkit. For example on Ubuntu, run the following:
.. code-block:: shell
wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb
dpkg -i cuda-keyring_1.1-1_all.deb
apt-get update -y
apt-get -y install cuda-toolkit-12-9
apt-get install libblas-dev liblapack-dev liblapacke-dev -y
When building either the Python or C++ APIs make sure to pass the cmake flag
``MLX_BUILD_CUDA=ON``. For example, to build the Python API run:
.. code-block:: shell
CMAKE_BUILD_PARALLEL_LEVEL=8 CMAKE_ARGS="-DMLX_BUILD_CUDA=ON" pip install -e ".[dev]"
To build the C++ package run:
.. code-block:: shell
mkdir -p build && cd build
cmake .. -DMLX_BUILD_CUDA=ON && make -j
Troubleshooting Troubleshooting
^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^

10
docs/build/html/_sources/usage/indexing.rst vendored
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@ -107,6 +107,16 @@ same array:
>>> a >>> a
array([1, 2, 0], dtype=int32) array([1, 2, 0], dtype=int32)
Note, unlike NumPy, updates to the same location are nondeterministic:
.. code-block:: shell
>>> a = mx.array([1, 2, 3])
>>> a[[0, 0]] = mx.array([4, 5])
The first element of ``a`` could be ``4`` or ``5``.
Transformations of functions which use in-place updates are allowed and work as Transformations of functions which use in-place updates are allowed and work as
expected. For example: expected. For example:

2
docs/build/html/_static/documentation_options.js vendored
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@ -1,5 +1,5 @@
const DOCUMENTATION_OPTIONS = { const DOCUMENTATION_OPTIONS = {
VERSION: '0.26.1', VERSION: '0.26.2',
LANGUAGE: 'en', LANGUAGE: 'en',
COLLAPSE_INDEX: false, COLLAPSE_INDEX: false,
BUILDER: 'html', BUILDER: 'html',

8
docs/build/html/cpp/ops.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <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 0.26.1 documentation</title> <title>Operations &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

108
docs/build/html/dev/custom_metal_kernels.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Custom Metal Kernels &#8212; MLX 0.26.1 documentation</title> <title>Custom Metal Kernels &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>
@ -926,8 +926,7 @@ document.write(`
<section id="simple-example"> <section id="simple-example">
<h2>Simple Example<a class="headerlink" href="#simple-example" title="Link to this heading">#</a></h2> <h2>Simple Example<a class="headerlink" href="#simple-example" title="Link to this heading">#</a></h2>
<p>Let’s write a custom kernel that computes <code class="docutils literal notranslate"><span class="pre">exp</span></code> elementwise:</p> <p>Let’s write a custom kernel that computes <code class="docutils literal notranslate"><span class="pre">exp</span></code> elementwise:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">exp_elementwise</span><span class="p">(</span><span class="n">a</span><span class="p">:</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">):</span> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="s2"> uint elem = thread_position_in_grid.x;</span> <span class="s2"> uint elem = thread_position_in_grid.x;</span>
<span class="s2"> T tmp = inp[elem];</span> <span class="s2"> T tmp = inp[elem];</span>
<span class="s2"> out[elem] = metal::exp(tmp);</span> <span class="s2"> out[elem] = metal::exp(tmp);</span>
@ -939,6 +938,8 @@ document.write(`
<span class="n">output_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;out&quot;</span><span class="p">],</span> <span class="n">output_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;out&quot;</span><span class="p">],</span>
<span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span>
<span class="p">)</span> <span class="p">)</span>
<span class="k">def</span><span class="w"> </span><span class="nf">exp_elementwise</span><span class="p">(</span><span class="n">a</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="n">outputs</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span>
<span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">a</span><span class="p">],</span> <span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">a</span><span class="p">],</span>
<span class="n">template</span><span class="o">=</span><span class="p">[(</span><span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">float32</span><span class="p">)],</span> <span class="n">template</span><span class="o">=</span><span class="p">[(</span><span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">float32</span><span class="p">)],</span>
@ -954,9 +955,13 @@ document.write(`
<span class="k">assert</span> <span class="n">mx</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">a</span><span class="p">))</span> <span class="k">assert</span> <span class="n">mx</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">a</span><span class="p">))</span>
</pre></div> </pre></div>
</div> </div>
<p>Every time you make a kernel, a new Metal library is created and possibly
JIT compiled. To reduce the overhead from that, build the kernel once with
<a class="reference internal" href="../python/_autosummary/mlx.core.fast.metal_kernel.html#mlx.core.fast.metal_kernel" title="mlx.core.fast.metal_kernel"><code class="xref py py-func docutils literal notranslate"><span class="pre">fast.metal_kernel()</span></code></a> and then use it many times.</p>
<div class="admonition note"> <div class="admonition note">
<p class="admonition-title">Note</p> <p class="admonition-title">Note</p>
<p>We are only required to pass the body of the Metal kernel in <code class="docutils literal notranslate"><span class="pre">source</span></code>.</p> <p>Only pass the body of the Metal kernel in <code class="docutils literal notranslate"><span class="pre">source</span></code>. The function
signature is generated automatically.</p>
</div> </div>
<p>The full function signature will be generated using:</p> <p>The full function signature will be generated using:</p>
<ul class="simple"> <ul class="simple">
@ -1004,23 +1009,27 @@ All the attributes defined in Table 5.8 of the <a class="reference external" hre
<span class="k">template</span><span class="w"> </span><span class="p">[[</span><span class="n">host_name</span><span class="p">(</span><span class="s">&quot;custom_kernel_myexp_float&quot;</span><span class="p">)]]</span><span class="w"> </span><span class="p">[[</span><span class="n">kernel</span><span class="p">]]</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">custom_kernel_myexp_float</span><span class="o">&lt;</span><span class="kt">float</span><span class="o">&gt;</span><span class="p">)</span><span class="w"> </span><span class="n">custom_kernel_myexp_float</span><span class="o">&lt;</span><span class="kt">float</span><span class="o">&gt;</span><span class="p">;</span> <span class="k">template</span><span class="w"> </span><span class="p">[[</span><span class="n">host_name</span><span class="p">(</span><span class="s">&quot;custom_kernel_myexp_float&quot;</span><span class="p">)]]</span><span class="w"> </span><span class="p">[[</span><span class="n">kernel</span><span class="p">]]</span><span class="w"> </span><span class="k">decltype</span><span class="p">(</span><span class="n">custom_kernel_myexp_float</span><span class="o">&lt;</span><span class="kt">float</span><span class="o">&gt;</span><span class="p">)</span><span class="w"> </span><span class="n">custom_kernel_myexp_float</span><span class="o">&lt;</span><span class="kt">float</span><span class="o">&gt;</span><span class="p">;</span>
</pre></div> </pre></div>
</div> </div>
<p>Note: <code class="docutils literal notranslate"><span class="pre">grid</span></code> and <code class="docutils literal notranslate"><span class="pre">threadgroup</span></code> are parameters to the Metal <a class="reference external" href="https://developer.apple.com/documentation/metal/mtlcomputecommandencoder/2866532-dispatchthreads">dispatchThreads</a> function. <p>Note: <code class="docutils literal notranslate"><span class="pre">grid</span></code> and <code class="docutils literal notranslate"><span class="pre">threadgroup</span></code> are parameters to the Metal <a class="reference external" href="https://developer.apple.com/documentation/metal/mtlcomputecommandencoder/2866532-dispatchthreads">dispatchThreads</a>
This means we will launch <code class="docutils literal notranslate"><span class="pre">mx.prod(grid)</span></code> threads, subdivided into <code class="docutils literal notranslate"><span class="pre">threadgroup</span></code> size threadgroups. function. This means we will launch <code class="docutils literal notranslate"><span class="pre">mx.prod(grid)</span></code> threads, subdivided into
For optimal performance, each thread group dimension should be less than or equal to the corresponding grid dimension.</p> <code class="docutils literal notranslate"><span class="pre">threadgroup</span></code> size threadgroups. For optimal performance, each thread group
<p>Passing <code class="docutils literal notranslate"><span class="pre">verbose=True</span></code> to <code class="docutils literal notranslate"><span class="pre">mx.fast.metal_kernel.__call__</span></code> will print the generated code for debugging purposes.</p> dimension should be less than or equal to the corresponding grid dimension.</p>
<p>Passing <code class="docutils literal notranslate"><span class="pre">verbose=True</span></code> to <code class="xref py py-func docutils literal notranslate"><span class="pre">ast.metal_kernel.__call__()</span></code> will print the
generated code for debugging purposes.</p>
</section> </section>
<section id="using-shape-strides"> <section id="using-shape-strides">
<h2>Using Shape/Strides<a class="headerlink" href="#using-shape-strides" title="Link to this heading">#</a></h2> <h2>Using Shape/Strides<a class="headerlink" href="#using-shape-strides" title="Link to this heading">#</a></h2>
<p><code class="docutils literal notranslate"><span class="pre">mx.fast.metal_kernel</span></code> supports an argument <code class="docutils literal notranslate"><span class="pre">ensure_row_contiguous</span></code> which is <code class="docutils literal notranslate"><span class="pre">True</span></code> by default. <p><a class="reference internal" href="../python/_autosummary/mlx.core.fast.metal_kernel.html#mlx.core.fast.metal_kernel" title="mlx.core.fast.metal_kernel"><code class="xref py py-func docutils literal notranslate"><span class="pre">fast.metal_kernel()</span></code></a> supports an argument <code class="docutils literal notranslate"><span class="pre">ensure_row_contiguous</span></code> which
This will copy the <code class="docutils literal notranslate"><span class="pre">mx.array</span></code> inputs if needed before the kernel is launched to ensure that the memory layout is row contiguous. is <code class="docutils literal notranslate"><span class="pre">True</span></code> by default. This will copy the array inputs if needed
Generally this makes writing the kernel easier, since we don’t have to worry about gaps or the ordering of the dims before the kernel is launched to ensure that the memory layout is row
when indexing.</p> contiguous. Generally this makes writing the kernel easier, since we don’t
<p>If we want to avoid this copy, <code class="docutils literal notranslate"><span class="pre">metal_kernel</span></code> automatically passes <code class="docutils literal notranslate"><span class="pre">a_shape</span></code>, <code class="docutils literal notranslate"><span class="pre">a_strides</span></code> and <code class="docutils literal notranslate"><span class="pre">a_ndim</span></code> for each have to worry about gaps or the ordering of the dims when indexing.</p>
input array <code class="docutils literal notranslate"><span class="pre">a</span></code> if any are present in <code class="docutils literal notranslate"><span class="pre">source</span></code>. <p>If we want to avoid this copy, <a class="reference internal" href="../python/_autosummary/mlx.core.fast.metal_kernel.html#mlx.core.fast.metal_kernel" title="mlx.core.fast.metal_kernel"><code class="xref py py-func docutils literal notranslate"><span class="pre">fast.metal_kernel()</span></code></a> automatically passes
We can then use MLX’s built in indexing utils to fetch the right elements for each thread.</p> <code class="docutils literal notranslate"><span class="pre">a_shape</span></code>, <code class="docutils literal notranslate"><span class="pre">a_strides</span></code> and <code class="docutils literal notranslate"><span class="pre">a_ndim</span></code> for each input array <code class="docutils literal notranslate"><span class="pre">a</span></code> if any are
<p>Let’s convert <code class="docutils literal notranslate"><span class="pre">myexp</span></code> above to support arbitrarily strided arrays without relying on a copy from <code class="docutils literal notranslate"><span class="pre">ensure_row_contiguous</span></code>:</p> present in <code class="docutils literal notranslate"><span class="pre">source</span></code>. We can then use MLX’s built in indexing utils to fetch
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">exp_elementwise</span><span class="p">(</span><span class="n">a</span><span class="p">:</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">):</span> the right elements for each thread.</p>
<span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span> <p>Let’s convert <code class="docutils literal notranslate"><span class="pre">myexp</span></code> above to support arbitrarily strided arrays without
relying on a copy from <code class="docutils literal notranslate"><span class="pre">ensure_row_contiguous</span></code>:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="s2"> uint elem = thread_position_in_grid.x;</span> <span class="s2"> uint elem = thread_position_in_grid.x;</span>
<span class="s2"> // Utils from `mlx/backend/metal/kernels/utils.h` are automatically included</span> <span class="s2"> // Utils from `mlx/backend/metal/kernels/utils.h` are automatically included</span>
<span class="s2"> uint loc = elem_to_loc(elem, inp_shape, inp_strides, inp_ndim);</span> <span class="s2"> uint loc = elem_to_loc(elem, inp_shape, inp_strides, inp_ndim);</span>
@ -1035,6 +1044,8 @@ We can then use MLX’s built in indexing utils to fetch the right elements for
<span class="n">output_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;out&quot;</span><span class="p">],</span> <span class="n">output_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;out&quot;</span><span class="p">],</span>
<span class="n">source</span><span class="o">=</span><span class="n">source</span> <span class="n">source</span><span class="o">=</span><span class="n">source</span>
<span class="p">)</span> <span class="p">)</span>
<span class="k">def</span><span class="w"> </span><span class="nf">exp_elementwise</span><span class="p">(</span><span class="n">a</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="n">outputs</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span>
<span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">a</span><span class="p">],</span> <span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">a</span><span class="p">],</span>
<span class="n">template</span><span class="o">=</span><span class="p">[(</span><span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">float32</span><span class="p">)],</span> <span class="n">template</span><span class="o">=</span><span class="p">[(</span><span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">float32</span><span class="p">)],</span>
@ -1100,22 +1111,10 @@ We can then use MLX’s built in indexing utils to fetch the right elements for
<span class="k">return</span> <span class="n">output</span> <span class="k">return</span> <span class="n">output</span>
</pre></div> </pre></div>
</div> </div>
<p>Now let’s use <code class="docutils literal notranslate"><span class="pre">mx.custom_function</span></code> together with <code class="docutils literal notranslate"><span class="pre">mx.fast.metal_kernel</span></code> <p>Now let’s use <a class="reference internal" href="../python/_autosummary/mlx.core.custom_function.html#mlx.core.custom_function" title="mlx.core.custom_function"><code class="xref py py-func docutils literal notranslate"><span class="pre">custom_function()</span></code></a> together with <a class="reference internal" href="../python/_autosummary/mlx.core.fast.metal_kernel.html#mlx.core.fast.metal_kernel" title="mlx.core.fast.metal_kernel"><code class="xref py py-func docutils literal notranslate"><span class="pre">fast.metal_kernel()</span></code></a>
to write a fast GPU kernel for both the forward and backward passes.</p> to write a fast GPU kernel for both the forward and backward passes.</p>
<p>First we’ll implement the forward pass as a fused kernel:</p> <p>First we’ll implement the forward pass as a fused kernel:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@mx</span><span class="o">.</span><span class="n">custom_function</span> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="k">def</span><span class="w"> </span><span class="nf">grid_sample</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">grid</span><span class="p">):</span>
<span class="k">assert</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;`x` must be 4D.&quot;</span>
<span class="k">assert</span> <span class="n">grid</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;`grid` must be 4D.&quot;</span>
<span class="n">B</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">C</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
<span class="n">_</span><span class="p">,</span> <span class="n">gN</span><span class="p">,</span> <span class="n">gM</span><span class="p">,</span> <span class="n">D</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">shape</span>
<span class="n">out_shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">B</span><span class="p">,</span> <span class="n">gN</span><span class="p">,</span> <span class="n">gM</span><span class="p">,</span> <span class="n">C</span><span class="p">)</span>
<span class="k">assert</span> <span class="n">D</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Last dim of `grid` must be size 2.&quot;</span>
<span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="s2"> uint elem = thread_position_in_grid.x;</span> <span class="s2"> uint elem = thread_position_in_grid.x;</span>
<span class="s2"> int H = x_shape[1];</span> <span class="s2"> int H = x_shape[1];</span>
<span class="s2"> int W = x_shape[2];</span> <span class="s2"> int W = x_shape[2];</span>
@ -1164,12 +1163,26 @@ to write a fast GPU kernel for both the forward and backward passes.</p>
<span class="s2"> out[elem] = nw * I_nw + ne * I_ne + sw * I_sw + se * I_se;</span> <span class="s2"> out[elem] = nw * I_nw + ne * I_ne + sw * I_sw + se * I_se;</span>
<span class="s2">&quot;&quot;&quot;</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="n">kernel</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">fast</span><span class="o">.</span><span class="n">metal_kernel</span><span class="p">(</span> <span class="n">kernel</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">fast</span><span class="o">.</span><span class="n">metal_kernel</span><span class="p">(</span>
<span class="n">name</span><span class="o">=</span><span class="s2">&quot;grid_sample&quot;</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;grid_sample&quot;</span><span class="p">,</span>
<span class="n">input_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;grid&quot;</span><span class="p">],</span> <span class="n">input_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;x&quot;</span><span class="p">,</span> <span class="s2">&quot;grid&quot;</span><span class="p">],</span>
<span class="n">output_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;out&quot;</span><span class="p">],</span> <span class="n">output_names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;out&quot;</span><span class="p">],</span>
<span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span>
<span class="p">)</span> <span class="p">)</span>
<span class="nd">@mx</span><span class="o">.</span><span class="n">custom_function</span>
<span class="k">def</span><span class="w"> </span><span class="nf">grid_sample</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">grid</span><span class="p">):</span>
<span class="k">assert</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;`x` must be 4D.&quot;</span>
<span class="k">assert</span> <span class="n">grid</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;`grid` must be 4D.&quot;</span>
<span class="n">B</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">C</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
<span class="n">_</span><span class="p">,</span> <span class="n">gN</span><span class="p">,</span> <span class="n">gM</span><span class="p">,</span> <span class="n">D</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">shape</span>
<span class="n">out_shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">B</span><span class="p">,</span> <span class="n">gN</span><span class="p">,</span> <span class="n">gM</span><span class="p">,</span> <span class="n">C</span><span class="p">)</span>
<span class="k">assert</span> <span class="n">D</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Last dim of `grid` must be size 2.&quot;</span>
<span class="n">outputs</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">kernel</span><span class="p">(</span>
<span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">grid</span><span class="p">],</span> <span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">grid</span><span class="p">],</span>
<span class="n">template</span><span class="o">=</span><span class="p">[(</span><span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)],</span> <span class="n">template</span><span class="o">=</span><span class="p">[(</span><span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)],</span>
@ -1191,10 +1204,10 @@ to write a fast GPU kernel for both the forward and backward passes.</p>
</section> </section>
<section id="grid-sample-vjp"> <section id="grid-sample-vjp">
<h2>Grid Sample VJP<a class="headerlink" href="#grid-sample-vjp" title="Link to this heading">#</a></h2> <h2>Grid Sample VJP<a class="headerlink" href="#grid-sample-vjp" title="Link to this heading">#</a></h2>
<p>Since we decorated <code class="docutils literal notranslate"><span class="pre">grid_sample</span></code> with <code class="docutils literal notranslate"><span class="pre">mx.custom_function</span></code>, we can now define <p>Since we decorated <code class="docutils literal notranslate"><span class="pre">grid_sample</span></code> with <a class="reference internal" href="../python/_autosummary/mlx.core.custom_function.html#mlx.core.custom_function" title="mlx.core.custom_function"><code class="xref py py-func docutils literal notranslate"><span class="pre">custom_function()</span></code></a>, we can now
its custom vjp transform so MLX can differentiate it.</p> define its custom vjp transform so MLX can differentiate it.</p>
<p>The backwards pass requires atomically updating <code class="docutils literal notranslate"><span class="pre">x_grad</span></code>/<code class="docutils literal notranslate"><span class="pre">grid_grad</span></code> and so <p>The backwards pass requires atomically updating <code class="docutils literal notranslate"><span class="pre">x_grad</span></code>/<code class="docutils literal notranslate"><span class="pre">grid_grad</span></code> and so
requires a few extra <code class="docutils literal notranslate"><span class="pre">mx.fast.metal_kernel</span></code> features:</p> requires a few extra <a class="reference internal" href="../python/_autosummary/mlx.core.fast.metal_kernel.html#mlx.core.fast.metal_kernel" title="mlx.core.fast.metal_kernel"><code class="xref py py-func docutils literal notranslate"><span class="pre">fast.metal_kernel()</span></code></a> features:</p>
<ul class="simple"> <ul class="simple">
<li><dl class="simple"> <li><dl class="simple">
<dt><code class="docutils literal notranslate"><span class="pre">init_value=0</span></code></dt><dd><p>Initialize all of the kernel’s outputs to this value before it runs. This allows us to update only part of the output arrays with the kernel.</p> <dt><code class="docutils literal notranslate"><span class="pre">init_value=0</span></code></dt><dd><p>Initialize all of the kernel’s outputs to this value before it runs. This allows us to update only part of the output arrays with the kernel.</p>
@ -1210,15 +1223,7 @@ See section 6.15 of the <a class="reference external" href="https://developer.ap
</li> </li>
</ul> </ul>
<p>We can then implement the backwards pass as follows:</p> <p>We can then implement the backwards pass as follows:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@grid_sample</span><span class="o">.</span><span class="n">vjp</span> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="k">def</span><span class="w"> </span><span class="nf">grid_sample_vjp</span><span class="p">(</span><span class="n">primals</span><span class="p">,</span> <span class="n">cotangent</span><span class="p">,</span> <span class="n">_</span><span class="p">):</span>
<span class="n">x</span><span class="p">,</span> <span class="n">grid</span> <span class="o">=</span> <span class="n">primals</span>
<span class="n">B</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">C</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
<span class="n">_</span><span class="p">,</span> <span class="n">gN</span><span class="p">,</span> <span class="n">gM</span><span class="p">,</span> <span class="n">D</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">shape</span>
<span class="k">assert</span> <span class="n">D</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Last dim of `grid` must be size 2.&quot;</span>
<span class="n">source</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
<span class="s2"> uint elem = thread_position_in_grid.x;</span> <span class="s2"> uint elem = thread_position_in_grid.x;</span>
<span class="s2"> int H = x_shape[1];</span> <span class="s2"> int H = x_shape[1];</span>
<span class="s2"> int W = x_shape[2];</span> <span class="s2"> int W = x_shape[2];</span>
@ -1317,6 +1322,15 @@ See section 6.15 of the <a class="reference external" href="https://developer.ap
<span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="n">source</span><span class="p">,</span>
<span class="n">atomic_outputs</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">atomic_outputs</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<span class="p">)</span> <span class="p">)</span>
<span class="nd">@grid_sample</span><span class="o">.</span><span class="n">vjp</span>
<span class="k">def</span><span class="w"> </span><span class="nf">grid_sample_vjp</span><span class="p">(</span><span class="n">primals</span><span class="p">,</span> <span class="n">cotangent</span><span class="p">,</span> <span class="n">_</span><span class="p">):</span>
<span class="n">x</span><span class="p">,</span> <span class="n">grid</span> <span class="o">=</span> <span class="n">primals</span>
<span class="n">B</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">C</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
<span class="n">_</span><span class="p">,</span> <span class="n">gN</span><span class="p">,</span> <span class="n">gM</span><span class="p">,</span> <span class="n">D</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">shape</span>
<span class="k">assert</span> <span class="n">D</span> <span class="o">==</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;Last dim of `grid` must be size 2.&quot;</span>
<span class="c1"># pad the output channels to simd group size</span> <span class="c1"># pad the output channels to simd group size</span>
<span class="c1"># so that our `simd_sum`s don&#39;t overlap.</span> <span class="c1"># so that our `simd_sum`s don&#39;t overlap.</span>
<span class="n">simdgroup_size</span> <span class="o">=</span> <span class="mi">32</span> <span class="n">simdgroup_size</span> <span class="o">=</span> <span class="mi">32</span>

14
docs/build/html/dev/extensions.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Custom Extensions in MLX &#8212; MLX 0.26.1 documentation</title> <title>Custom Extensions in MLX &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>
@ -1305,11 +1305,11 @@ below.</p>
<span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ostringstream</span><span class="w"> </span><span class="n">kname</span><span class="p">;</span> <span class="w"> </span><span class="n">std</span><span class="o">::</span><span class="n">ostringstream</span><span class="w"> </span><span class="n">kname</span><span class="p">;</span>
<span class="w"> </span><span class="n">kname</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;axpby_&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;general_&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">type_to_name</span><span class="p">(</span><span class="n">out</span><span class="p">);</span> <span class="w"> </span><span class="n">kname</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;axpby_&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="s">&quot;general_&quot;</span><span class="w"> </span><span class="o">&lt;&lt;</span><span class="w"> </span><span class="n">type_to_name</span><span class="p">(</span><span class="n">out</span><span class="p">);</span>
<span class="w"> </span><span class="c1">// Make sure the metal library is available</span> <span class="w"> </span><span class="c1">// Load the metal library</span>
<span class="w"> </span><span class="n">d</span><span class="p">.</span><span class="n">register_library</span><span class="p">(</span><span class="s">&quot;mlx_ext&quot;</span><span class="p">);</span> <span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">lib</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">d</span><span class="p">.</span><span class="n">get_library</span><span class="p">(</span><span class="s">&quot;mlx_ext&quot;</span><span class="p">);</span>
<span class="w"> </span><span class="c1">// Make a kernel from this metal library</span> <span class="w"> </span><span class="c1">// Make a kernel from this metal library</span>
<span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">kernel</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">d</span><span class="p">.</span><span class="n">get_kernel</span><span class="p">(</span><span class="n">kname</span><span class="p">.</span><span class="n">str</span><span class="p">(),</span><span class="w"> </span><span class="s">&quot;mlx_ext&quot;</span><span class="p">);</span> <span class="w"> </span><span class="k">auto</span><span class="w"> </span><span class="n">kernel</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">d</span><span class="p">.</span><span class="n">get_kernel</span><span class="p">(</span><span class="n">kname</span><span class="p">.</span><span class="n">str</span><span class="p">(),</span><span class="w"> </span><span class="n">lib</span><span class="p">);</span>
<span class="w"> </span><span class="c1">// Prepare to encode kernel</span> <span class="w"> </span><span class="c1">// Prepare to encode kernel</span>
<span class="w"> </span><span class="k">auto</span><span class="o">&amp;</span><span class="w"> </span><span class="n">compute_encoder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">d</span><span class="p">.</span><span class="n">get_command_encoder</span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="n">index</span><span class="p">);</span> <span class="w"> </span><span class="k">auto</span><span class="o">&amp;</span><span class="w"> </span><span class="n">compute_encoder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">d</span><span class="p">.</span><span class="n">get_command_encoder</span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="n">index</span><span class="p">);</span>

8
docs/build/html/dev/metal_debugger.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Metal Debugger &#8212; MLX 0.26.1 documentation</title> <title>Metal Debugger &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/dev/mlx_in_cpp.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Using MLX in C++ &#8212; MLX 0.26.1 documentation</title> <title>Using MLX in C++ &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -136,8 +136,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/examples/linear_regression.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Linear Regression &#8212; MLX 0.26.1 documentation</title> <title>Linear Regression &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/examples/llama-inference.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>LLM inference &#8212; MLX 0.26.1 documentation</title> <title>LLM inference &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/examples/mlp.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Multi-Layer Perceptron &#8212; MLX 0.26.1 documentation</title> <title>Multi-Layer Perceptron &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=3724ff34"></script> <script src="../_static/documentation_options.js?v=20507f52"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script> <script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/genindex.html vendored
View File

@ -7,7 +7,7 @@
<head> <head>
<meta charset="utf-8" /> <meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Index &#8212; MLX 0.26.1 documentation</title> <title>Index &#8212; MLX 0.26.2 documentation</title>
@ -35,7 +35,7 @@
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/documentation_options.js?v=3724ff34"></script> <script src="_static/documentation_options.js?v=20507f52"></script>
<script src="_static/doctools.js?v=9a2dae69"></script> <script src="_static/doctools.js?v=9a2dae69"></script>
<script src="_static/sphinx_highlight.js?v=dc90522c"></script> <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -136,8 +136,8 @@
<img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/index.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>MLX &#8212; MLX 0.26.1 documentation</title> <title>MLX &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/documentation_options.js?v=3724ff34"></script> <script src="_static/documentation_options.js?v=20507f52"></script>
<script src="_static/doctools.js?v=9a2dae69"></script> <script src="_static/doctools.js?v=9a2dae69"></script>
<script src="_static/sphinx_highlight.js?v=dc90522c"></script> <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -139,8 +139,8 @@
<img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

68
docs/build/html/install.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Build and Install &#8212; MLX 0.26.1 documentation</title> <title>Build and Install &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/documentation_options.js?v=3724ff34"></script> <script src="_static/documentation_options.js?v=20507f52"></script>
<script src="_static/doctools.js?v=9a2dae69"></script> <script src="_static/doctools.js?v=9a2dae69"></script>
<script src="_static/sphinx_highlight.js?v=dc90522c"></script> <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>
@ -906,6 +906,7 @@ document.write(`
<nav aria-label="Page"> <nav aria-label="Page">
<ul class="visible nav section-nav flex-column"> <ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#python-installation">Python Installation</a><ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#python-installation">Python Installation</a><ul class="visible nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#cuda">CUDA</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#troubleshooting">Troubleshooting</a></li> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#troubleshooting">Troubleshooting</a></li>
</ul> </ul>
</li> </li>
@ -916,7 +917,9 @@ document.write(`
<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#binary-size-minimization">Binary Size Minimization</a></li> <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#binary-size-minimization">Binary Size Minimization</a></li>
</ul> </ul>
</li> </li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id3">Troubleshooting</a><ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#linux">Linux</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id3">CUDA</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id4">Troubleshooting</a><ul class="nav section-nav flex-column">
<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#metal-not-found">Metal not found</a></li> <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#metal-not-found">Metal not found</a></li>
<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#x86-shell">x86 Shell</a></li> <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#x86-shell">x86 Shell</a></li>
</ul> </ul>
@ -958,6 +961,14 @@ It is highly recommended to use macOS 14 (Sonoma)</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>install<span class="w"> </span>conda-forge::mlx <div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>install<span class="w"> </span>conda-forge::mlx
</pre></div> </pre></div>
</div> </div>
<section id="cuda">
<h3>CUDA<a class="headerlink" href="#cuda" title="Link to this heading">#</a></h3>
<p>MLX has a CUDA backend which you can use on any Linux platform with CUDA 12
and SM 7.0 (Volta) and up. To install MLX with CUDA support, run:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>mlx-cuda
</pre></div>
</div>
</section>
<section id="troubleshooting"> <section id="troubleshooting">
<h3>Troubleshooting<a class="headerlink" href="#troubleshooting" title="Link to this heading">#</a></h3> <h3>Troubleshooting<a class="headerlink" href="#troubleshooting" title="Link to this heading">#</a></h3>
<p><em>My OS and Python versions are in the required range but pip still does not find <p><em>My OS and Python versions are in the required range but pip still does not find
@ -988,7 +999,7 @@ the output of <code class="docutils literal notranslate"><span class="pre">uname
</section> </section>
<section id="python-api"> <section id="python-api">
<h3>Python API<a class="headerlink" href="#python-api" title="Link to this heading">#</a></h3> <h3>Python API<a class="headerlink" href="#python-api" title="Link to this heading">#</a></h3>
<p>To build and install the MLX python library from source, first, clone MLX from <p id="python-install">To build and install the MLX python library from source, first, clone MLX from
<a class="reference external" href="https://github.com/ml-explore/mlx">its GitHub repo</a>:</p> <a class="reference external" href="https://github.com/ml-explore/mlx">its GitHub repo</a>:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>git@github.com:ml-explore/mlx.git<span class="w"> </span>mlx<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>mlx <div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>git@github.com:ml-explore/mlx.git<span class="w"> </span>mlx<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>mlx
</pre></div> </pre></div>
@ -1018,7 +1029,7 @@ IDE:</p>
</section> </section>
<section id="c-api"> <section id="c-api">
<h3>C++ API<a class="headerlink" href="#c-api" title="Link to this heading">#</a></h3> <h3>C++ API<a class="headerlink" href="#c-api" title="Link to this heading">#</a></h3>
<p>Currently, MLX must be built and installed from source.</p> <p id="cpp-install">Currently, MLX must be built and installed from source.</p>
<p>Similarly to the python library, to build and install the MLX C++ library start <p>Similarly to the python library, to build and install the MLX C++ library start
by cloning MLX from <a class="reference external" href="https://github.com/ml-explore/mlx">its GitHub repo</a>:</p> by cloning MLX from <a class="reference external" href="https://github.com/ml-explore/mlx">its GitHub repo</a>:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>git@github.com:ml-explore/mlx.git<span class="w"> </span>mlx<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>mlx <div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>git@github.com:ml-explore/mlx.git<span class="w"> </span>mlx<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>mlx
@ -1041,8 +1052,8 @@ cmake<span class="w"> </span>..<span class="w"> </span><span class="o">&amp;&amp
directory as the executable statically linked to <code class="docutils literal notranslate"><span class="pre">libmlx.a</span></code> or the directory as the executable statically linked to <code class="docutils literal notranslate"><span class="pre">libmlx.a</span></code> or the
preprocessor constant <code class="docutils literal notranslate"><span class="pre">METAL_PATH</span></code> should be defined at build time and it preprocessor constant <code class="docutils literal notranslate"><span class="pre">METAL_PATH</span></code> should be defined at build time and it
should point to the path to the built metal library.</p> should point to the path to the built metal library.</p>
<div class="pst-scrollable-table-container"><table class="table" id="id4"> <div class="pst-scrollable-table-container"><table class="table" id="id5">
<caption><span class="caption-text">Build Options</span><a class="headerlink" href="#id4" title="Link to this table">#</a></caption> <caption><span class="caption-text">Build Options</span><a class="headerlink" href="#id5" title="Link to this table">#</a></caption>
<colgroup> <colgroup>
<col style="width: 75.8%" /> <col style="width: 75.8%" />
<col style="width: 24.2%" /> <col style="width: 24.2%" />
@ -1125,8 +1136,40 @@ application. Once a kernel is compiled, it will be cached by the system. The
Metal kernel cache persists across reboots.</p> Metal kernel cache persists across reboots.</p>
</section> </section>
</section> </section>
<section id="linux">
<h3>Linux<a class="headerlink" href="#linux" title="Link to this heading">#</a></h3>
<p>To build from source on Linux (CPU only), install the BLAS and LAPACK headers.
For example on Ubuntu, run the following:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>apt-get<span class="w"> </span>update<span class="w"> </span>-y
apt-get<span class="w"> </span>install<span class="w"> </span>libblas-dev<span class="w"> </span>liblapack-dev<span class="w"> </span>liblapacke-dev<span class="w"> </span>-y
</pre></div>
</div>
<p>From here follow the instructions to install either the <a class="reference internal" href="#python-install"><span class="std std-ref">Python</span></a> or <a class="reference internal" href="#cpp-install"><span class="std std-ref">C++</span></a> APIs.</p>
</section>
<section id="id3"> <section id="id3">
<h3>Troubleshooting<a class="headerlink" href="#id3" title="Link to this heading">#</a></h3> <h3>CUDA<a class="headerlink" href="#id3" title="Link to this heading">#</a></h3>
<p>To build from source on Linux with CUDA, install the BLAS and LAPACK headers
and the CUDA toolkit. For example on Ubuntu, run the following:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>wget<span class="w"> </span>https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb
dpkg<span class="w"> </span>-i<span class="w"> </span>cuda-keyring_1.1-1_all.deb
apt-get<span class="w"> </span>update<span class="w"> </span>-y
apt-get<span class="w"> </span>-y<span class="w"> </span>install<span class="w"> </span>cuda-toolkit-12-9
apt-get<span class="w"> </span>install<span class="w"> </span>libblas-dev<span class="w"> </span>liblapack-dev<span class="w"> </span>liblapacke-dev<span class="w"> </span>-y
</pre></div>
</div>
<p>When building either the Python or C++ APIs make sure to pass the cmake flag
<code class="docutils literal notranslate"><span class="pre">MLX_BUILD_CUDA=ON</span></code>. For example, to build the Python API run:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span><span class="nv">CMAKE_BUILD_PARALLEL_LEVEL</span><span class="o">=</span><span class="m">8</span><span class="w"> </span><span class="nv">CMAKE_ARGS</span><span class="o">=</span><span class="s2">&quot;-DMLX_BUILD_CUDA=ON&quot;</span><span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span><span class="s2">&quot;.[dev]&quot;</span>
</pre></div>
</div>
<p>To build the C++ package run:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>mkdir<span class="w"> </span>-p<span class="w"> </span>build<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>build
cmake<span class="w"> </span>..<span class="w"> </span>-DMLX_BUILD_CUDA<span class="o">=</span>ON<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>make<span class="w"> </span>-j
</pre></div>
</div>
</section>
<section id="id4">
<h3>Troubleshooting<a class="headerlink" href="#id4" title="Link to this heading">#</a></h3>
<section id="metal-not-found"> <section id="metal-not-found">
<h4>Metal not found<a class="headerlink" href="#metal-not-found" title="Link to this heading">#</a></h4> <h4>Metal not found<a class="headerlink" href="#metal-not-found" title="Link to this heading">#</a></h4>
<p>You see the following error when you try to build:</p> <p>You see the following error when you try to build:</p>
@ -1214,6 +1257,7 @@ wipe your build cache with <code class="docutils literal notranslate"><span clas
<nav class="bd-toc-nav page-toc"> <nav class="bd-toc-nav page-toc">
<ul class="visible nav section-nav flex-column"> <ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#python-installation">Python Installation</a><ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#python-installation">Python Installation</a><ul class="visible nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#cuda">CUDA</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#troubleshooting">Troubleshooting</a></li> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#troubleshooting">Troubleshooting</a></li>
</ul> </ul>
</li> </li>
@ -1224,7 +1268,9 @@ wipe your build cache with <code class="docutils literal notranslate"><span clas
<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#binary-size-minimization">Binary Size Minimization</a></li> <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#binary-size-minimization">Binary Size Minimization</a></li>
</ul> </ul>
</li> </li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id3">Troubleshooting</a><ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#linux">Linux</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id3">CUDA</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id4">Troubleshooting</a><ul class="nav section-nav flex-column">
<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#metal-not-found">Metal not found</a></li> <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#metal-not-found">Metal not found</a></li>
<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#x86-shell">x86 Shell</a></li> <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#x86-shell">x86 Shell</a></li>
</ul> </ul>

BIN
docs/build/html/objects.inv vendored
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8
docs/build/html/python/_autosummary/mlx.core.Device.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.Device &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.Device &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.Dtype.html vendored
View File

@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.Dtype &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.Dtype &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.DtypeCategory.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.DtypeCategory &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.DtypeCategory &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.abs.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.abs &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.abs &#8212; MLX 0.26.2 documentation</title>
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.add.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.add &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.add &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.addmm.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.addmm &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.addmm &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.all.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.all &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.all &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.allclose.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.allclose &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.allclose &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.any.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.any &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.any &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.arange.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arange &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arange &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.arccos.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arccos &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arccos &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.arccosh.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arccosh &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arccosh &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.arcsin.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arcsin &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arcsin &#8212; MLX 0.26.2 documentation</title>
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<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arcsinh &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arcsinh &#8212; MLX 0.26.2 documentation</title>
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@ -137,8 +137,8 @@
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.arctan.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arctan &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arctan &#8212; MLX 0.26.2 documentation</title>
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.arctan2.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arctan2 &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arctan2 &#8212; MLX 0.26.2 documentation</title>
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.arctanh.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.arctanh &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.arctanh &#8212; MLX 0.26.2 documentation</title>
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.argmax.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.argmax &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.argmax &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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@ -137,8 +137,8 @@
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.argmin.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.argmin &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.argmin &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.argpartition.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.argpartition &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.argpartition &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.argsort.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.argsort &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.argsort &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.T.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.T &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.T &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

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</a></div> </a></div>

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</a></div> </a></div>

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<meta charset="utf-8" /> <meta charset="utf-8" />
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</a></div> </a></div>

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</a></div> </a></div>

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<meta charset="utf-8" /> <meta charset="utf-8" />
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</a></div> </a></div>

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<title>mlx.core.array.at &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.at &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.conj &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.conj &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
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<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
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</a></div> </a></div>

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<title>mlx.core.array.cummax &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.cummax &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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</a></div> </a></div>

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@ -8,7 +8,7 @@
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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@ -137,8 +137,8 @@
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.diagonal &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.diagonal &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.dtype &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.dtype &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.exp &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.exp &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.flatten &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.flatten &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

10
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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@ -928,7 +928,7 @@ document.write(`
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<dl class="py method"> <dl class="py method">
<dt class="sig sig-object py" id="mlx.core.array.__init__"> <dt class="sig sig-object py" id="mlx.core.array.__init__">
<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#mlx.core.array" title="mlx.core.array"><span class="pre">array</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">scalar</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#mlx.core.array" title="mlx.core.array"><span class="pre">array</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="mlx.core.Dtype.html#mlx.core.Dtype" title="mlx.core.Dtype"><span class="pre">Dtype</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#mlx.core.array.__init__" title="Link to this definition">#</a></dt> <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#mlx.core.array" title="mlx.core.array"><span class="pre">array</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">scalar</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><span class="pre">list</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.3)"><span class="pre">ndarray</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#mlx.core.array" title="mlx.core.array"><span class="pre">array</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="mlx.core.Dtype.html#mlx.core.Dtype" title="mlx.core.Dtype"><span class="pre">Dtype</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#mlx.core.array.__init__" title="Link to this definition">#</a></dt>
<dd></dd></dl> <dd></dd></dl>
<p class="rubric">Methods</p> <p class="rubric">Methods</p>

8
docs/build/html/python/_autosummary/mlx.core.array.imag.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.imag &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.imag &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.item.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.item &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.item &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.itemsize.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.itemsize &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.itemsize &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.log.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.log &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.log &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.log10.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.log10 &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.log10 &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.log1p.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.log1p &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.log1p &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.log2.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.log2 &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.log2 &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.logcumsumexp.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.logcumsumexp &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.logcumsumexp &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.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/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
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</a></div> </a></div>

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</a></div> </a></div>

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@ -8,7 +8,7 @@
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</a></div> </a></div>

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@ -8,7 +8,7 @@
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</a></div> </a></div>

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@ -8,7 +8,7 @@
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.array.moveaxis.html vendored
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@ -8,7 +8,7 @@
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.array.nbytes.html vendored
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@ -8,7 +8,7 @@
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</a></div> </a></div>

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@ -8,7 +8,7 @@
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</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.prod.html vendored
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@ -8,7 +8,7 @@
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8
docs/build/html/python/_autosummary/mlx.core.array.real.html vendored
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@ -8,7 +8,7 @@
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</a></div> </a></div>

8
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@ -8,7 +8,7 @@
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@ -137,8 +137,8 @@
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</a></div> </a></div>

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<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.reshape &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.reshape &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.array.round.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.round &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.round &#8212; MLX 0.26.2 documentation</title>
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@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.rsqrt.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.rsqrt &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.rsqrt &#8212; MLX 0.26.2 documentation</title>
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.shape.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.shape &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.shape &#8212; MLX 0.26.2 documentation</title>
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.array.sin.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.sin &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.sin &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.size.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.size &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.size &#8212; MLX 0.26.2 documentation</title>
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@ -137,8 +137,8 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.split.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.split &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.split &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.sqrt.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.sqrt &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.sqrt &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.square.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.square &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.square &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.array.squeeze.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.squeeze &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.squeeze &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.tolist &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.tolist &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array.transpose &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.transpose &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.array.view.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.array.view &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array.view &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <meta charset="utf-8" />
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<title>mlx.core.array_equal &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.array_equal &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.as_strided &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.as_strided &#8212; MLX 0.26.2 documentation</title>
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</a></div> </a></div>

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docs/build/html/python/_autosummary/mlx.core.async_eval.html vendored
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@ -8,7 +8,7 @@
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<title>mlx.core.async_eval &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.async_eval &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
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<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.atleast_1d.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.atleast_1d &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.atleast_1d &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.atleast_2d.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.atleast_2d &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.atleast_2d &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

8
docs/build/html/python/_autosummary/mlx.core.atleast_3d.html vendored
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@ -8,7 +8,7 @@
<meta charset="utf-8" /> <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" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.core.atleast_3d &#8212; MLX 0.26.1 documentation</title> <title>mlx.core.atleast_3d &#8212; MLX 0.26.2 documentation</title>
@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" /> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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<script src="../../_static/documentation_options.js?v=3724ff34"></script> <script src="../../_static/documentation_options.js?v=20507f52"></script>
<script src="../../_static/doctools.js?v=9a2dae69"></script> <script src="../../_static/doctools.js?v=9a2dae69"></script>
<script src="../../_static/sphinx_highlight.js?v=dc90522c"></script> <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script> <script src="../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@ -137,8 +137,8 @@
<img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.1 documentation - Home"/> <img src="../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.26.2 documentation - Home"/>
<script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.1 documentation - Home"/>`);</script> <script>document.write(`<img src="../../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.26.2 documentation - Home"/>`);</script>
</a></div> </a></div>

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