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CircleCI Docs
2025-10-17 19:15:03 +00:00
parent 1ea4c87cee
commit 9a878bae64
534 changed files with 2214 additions and 2201 deletions
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docs/build/html/.buildinfo
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@@ -1,4 +1,4 @@
# 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.
config: e5b0fa3649b2c4285f484648a025bcde
config: 90bedb5997ff77e9adb28aaeab67a6e2
tags: 645f666f9bcd5a90fca523b33c5a78b7
docs/build/html/_sources/dev/extensions.rst
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+4 -4
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@@ -394,14 +394,14 @@ below.
out.set_data(allocator::malloc(out.nbytes()));
// Resolve name of kernel
std::ostringstream kname;
kname << "axpby_" << "general_" << type_to_name(out);
std::stream kname;
kname = "axpby_general_" + type_to_name(out);
// Load the metal library
auto lib = d.get_library("mlx_ext");
auto lib = d.get_library("mlx_ext", current_binary_dir());
// Make a kernel from this metal library
auto kernel = d.get_kernel(kname.str(), lib);
auto kernel = d.get_kernel(kname, lib);
// Prepare to encode kernel
auto& compute_encoder = d.get_command_encoder(s.index);
docs/build/html/_sources/install.rst
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+2 -2
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@@ -30,7 +30,7 @@ MLX has a CUDA backend which you can install with:
.. code-block:: shell
pip install "mlx[cuda]"
pip install mlx[cuda]
To install the CUDA package from PyPi your system must meet the following
requirements:
@@ -49,7 +49,7 @@ For a CPU-only version of MLX that runs on Linux use:
.. code-block:: shell
pip install "mlx[cpu]"
pip install mlx[cpu]
To install the CPU-only package from PyPi your system must meet the following
requirements:
docs/build/html/_sources/python/optimizers.rst
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+3 -3
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@@ -51,14 +51,14 @@ the saved state. Here's a simple example:
optimizer.update(model, grads)
# Save the state
state = tree_flatten(optimizer.state)
mx.save_safetensors("optimizer.safetensors", dict(state))
state = tree_flatten(optimizer.state, destination={})
mx.save_safetensors("optimizer.safetensors", state)
# Later on, for example when loading from a checkpoint,
# recreate the optimizer and load the state
optimizer = optim.Adam(learning_rate=1e-2)
state = tree_unflatten(list(mx.load("optimizer.safetensors").items()))
state = tree_unflatten(mx.load("optimizer.safetensors"))
optimizer.state = state
Note, not every optimizer configuation parameter is saved in the state. For
docs/build/html/_sources/usage/export.rst
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+13 -13
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@@ -7,17 +7,17 @@ Exporting Functions
MLX has an API to export and import functions to and from a file. This lets you
run computations written in one MLX front-end (e.g. Python) in another MLX
front-end (e.g. C++).
front-end (e.g. C++).
This guide walks through the basics of the MLX export API with some examples.
To see the full list of functions check-out the :ref:`API documentation
<export>`.
Basics of Exporting
Basics of Exporting
-------------------
Let's start with a simple example:
.. code-block:: python
def fun(x, y):
@@ -67,7 +67,7 @@ specified as variable positional arguments or as a tuple of arrays:
x = mx.array(1.0)
y = mx.array(1.0)
# Both arguments to fun are positional
mx.export_function("add.mlxfn", fun, x, y)
@@ -133,7 +133,7 @@ parameters are also saved to the ``model.mlxfn`` file.
For enclosed arrays inside an exported function, be extra careful to ensure
they are evaluated. The computation graph that gets exported will include
the computation that produces enclosed inputs.
If the above example was missing ``mx.eval(model.parameters()``, the
exported function would include the random initialization of the
:obj:`mlx.nn.Module` parameters.
@@ -150,8 +150,8 @@ parameters, pass them as inputs to the ``call`` wrapper:
# Set the model's parameters to the input parameters
model.update(tree_unflatten(list(params.items())))
return model(x)
params = dict(tree_flatten(model.parameters()))
params = tree_flatten(model.parameters(), destination={})
mx.export_function("model.mlxfn", call, (mx.zeros(4),), params)
@@ -169,8 +169,8 @@ to export a function which can be used for inputs with variable shapes:
# Ok
out, = imported_abs(mx.array(-1.0))
# Also ok
# Also ok
out, = imported_abs(mx.array([-1.0, -2.0]))
With ``shapeless=False`` (which is the default), the second call to
@@ -197,7 +197,7 @@ a single file by creating an exporting context manager with :func:`exporter`:
def fun(x, y=None):
constant = mx.array(3.0)
if y is not None:
x += y
x += y
return x + constant
with mx.exporter("fun.mlxfn", fun) as exporter:
@@ -215,7 +215,7 @@ a single file by creating an exporting context manager with :func:`exporter`:
print(out)
In the above example the function constant data, (i.e. ``constant``), is only
saved once.
saved once.
Transformations with Imported Functions
---------------------------------------
@@ -238,7 +238,7 @@ on imported functions just like regular Python functions:
# Prints: array(1, dtype=float32)
print(dfdx(x))
# Compile the imported function
# Compile the imported function
mx.compile(imported_fun)
# Prints: array(0, dtype=float32)
print(compiled_fun(x)[0])
@@ -275,7 +275,7 @@ Import and run the function in C++ with only a few lines of code:
// Prints: array(2, dtype=float32)
std::cout << outputs[0] << std::endl;
Imported functions can be transformed in C++ just like in Python. Use
Imported functions can be transformed in C++ just like in Python. Use
``std::vector<mx::array>`` for positional arguments and ``std::map<std::string,
mx::array>`` for keyword arguments when calling imported functions in C++.
docs/build/html/_static/documentation_options.js
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@@ -1,5 +1,5 @@
const DOCUMENTATION_OPTIONS = {
VERSION: '0.27.1',
VERSION: '0.28.0',
LANGUAGE: 'en',
COLLAPSE_INDEX: false,
BUILDER: 'html',
docs/build/html/cpp/ops.html
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Operations &#8212; MLX 0.27.1 documentation</title>
<title>Operations &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
docs/build/html/dev/custom_metal_kernels.html
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Custom Metal Kernels &#8212; MLX 0.27.1 documentation</title>
<title>Custom Metal Kernels &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
docs/build/html/dev/extensions.html
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Custom Extensions in MLX &#8212; MLX 0.27.1 documentation</title>
<title>Custom Extensions in MLX &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
@@ -1303,14 +1303,14 @@ below.</p>
<span class="w"> </span><span class="n">out</span><span class="p">.</span><span class="n">set_data</span><span class="p">(</span><span class="n">allocator</span><span class="o">::</span><span class="n">malloc</span><span class="p">(</span><span class="n">out</span><span class="p">.</span><span class="n">nbytes</span><span class="p">()));</span>
<span class="w"> </span><span class="c1">// Resolve name of kernel</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">std</span><span class="o">::</span><span class="n">stream</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">=</span><span class="w"> </span><span class="s">&quot;axpby_general_&quot;</span><span class="w"> </span><span class="o">+</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">// Load the metal library</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="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="n">current_binary_dir</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="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="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="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="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>
docs/build/html/dev/metal_debugger.html
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Metal Debugger &#8212; MLX 0.27.1 documentation</title>
<title>Metal Debugger &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
docs/build/html/dev/mlx_in_cpp.html
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+4 -4
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Using MLX in C++ &#8212; MLX 0.27.1 documentation</title>
<title>Using MLX in C++ &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -136,8 +136,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
docs/build/html/examples/linear_regression.html
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Linear Regression &#8212; MLX 0.27.1 documentation</title>
<title>Linear Regression &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
docs/build/html/examples/llama-inference.html
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@@ -8,7 +8,7 @@
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>LLM inference &#8212; MLX 0.27.1 documentation</title>
<title>LLM inference &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
docs/build/html/examples/mlp.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Multi-Layer Perceptron &#8212; MLX 0.27.1 documentation</title>
<title>Multi-Layer Perceptron &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="../_static/documentation_options.js?v=cbfecad8"></script>
<script src="../_static/documentation_options.js?v=60827de6"></script>
<script src="../_static/doctools.js?v=9a2dae69"></script>
<script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -137,8 +137,8 @@
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.27.1 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.27.1 documentation - Home"/>`);</script>
<img src="../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="../_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
</a></div>
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<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Index &#8212; MLX 0.27.1 documentation</title>
<title>Index &#8212; MLX 0.28.0 documentation</title>
@@ -35,7 +35,7 @@
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@@ -136,8 +136,8 @@
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<script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
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<title>MLX &#8212; MLX 0.27.1 documentation</title>
<title>MLX &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
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@@ -139,8 +139,8 @@
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<img src="_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.28.0 documentation - Home"/>
<script>document.write(`<img src="_static/mlx_logo_dark.png" class="logo__image only-dark" alt="MLX 0.28.0 documentation - Home"/>`);</script>
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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" />
<title>Build and Install &#8212; MLX 0.27.1 documentation</title>
<title>Build and Install &#8212; MLX 0.28.0 documentation</title>
@@ -36,7 +36,7 @@
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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 0.28.0 documentation - Home"/>`);</script>
</a></div>
@@ -962,7 +962,7 @@ It is highly recommended to use macOS 14 (Sonoma)</p>
<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 install with:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span><span class="s2">&quot;mlx[cuda]&quot;</span>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>mlx<span class="o">[</span>cuda<span class="o">]</span>
</pre></div>
</div>
<p>To install the CUDA package from PyPi your system must meet the following
@@ -978,7 +978,7 @@ requirements:</p>
<section id="cpu-only-linux">
<h3>CPU-only (Linux)<a class="headerlink" href="#cpu-only-linux" title="Link to this heading">#</a></h3>
<p>For a CPU-only version of MLX that runs on Linux use:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span><span class="s2">&quot;mlx[cpu]&quot;</span>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>mlx<span class="o">[</span>cpu<span class="o">]</span>
</pre></div>
</div>
<p>To install the CPU-only package from PyPi your system must meet the following
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<title>mlx.core.Dtype &#8212; MLX 0.28.0 documentation</title>
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<title>mlx.core.DtypeCategory &#8212; MLX 0.28.0 documentation</title>
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<title>mlx.core.abs &#8212; MLX 0.28.0 documentation</title>
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<title>mlx.core.add &#8212; MLX 0.28.0 documentation</title>
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<title>mlx.core.addmm &#8212; MLX 0.28.0 documentation</title>
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<title>mlx.core.all &#8212; MLX 0.28.0 documentation</title>
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<h1>mlx.core.array.split<a class="headerlink" href="#mlx-core-array-split" title="Link to this heading">#</a></h1>
<dl class="py method">
<dt class="sig sig-object py" id="mlx.core.array.split">
<span class="sig-prename descclassname"><span class="pre">array.</span></span><span class="sig-name descname"><span class="pre">split</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices_or_sections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Union" title="(in Python v3.13)"><span class="pre">Union</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Sequence" title="(in Python v3.13)"><span class="pre">Sequence</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</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">0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stream</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Optional" title="(in Python v3.13)"><span class="pre">Optional</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Union" title="(in Python v3.13)"><span class="pre">Union</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="stream_class.html#mlx.core.Stream" title="mlx.core.Stream"><span class="pre">Stream</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="mlx.core.Device.html#mlx.core.Device" title="mlx.core.Device"><span class="pre">Device</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></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> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><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="p"><span class="pre">[</span></span><a class="reference internal" href="mlx.core.array.html#mlx.core.array" title="mlx.core.array"><span class="pre">array</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#mlx.core.array.split" title="Link to this definition">#</a></dt>
<span class="sig-prename descclassname"><span class="pre">array.</span></span><span class="sig-name descname"><span class="pre">split</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices_or_sections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Union" title="(in Python v3.13)"><span class="pre">Union</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><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="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</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">0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stream</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Optional" title="(in Python v3.13)"><span class="pre">Optional</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Union" title="(in Python v3.13)"><span class="pre">Union</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="stream_class.html#mlx.core.Stream" title="mlx.core.Stream"><span class="pre">Stream</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="mlx.core.Device.html#mlx.core.Device" title="mlx.core.Device"><span class="pre">Device</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></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> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><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="p"><span class="pre">[</span></span><a class="reference internal" href="mlx.core.array.html#mlx.core.array" title="mlx.core.array"><span class="pre">array</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#mlx.core.array.split" title="Link to this definition">#</a></dt>
<dd><p>See <a class="reference internal" href="mlx.core.split.html#mlx.core.split" title="mlx.core.split"><code class="xref py py-func docutils literal notranslate"><span class="pre">split()</span></code></a>.</p>
</dd></dl>
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