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	minor changes (#613)
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		| @@ -677,9 +677,9 @@ Let's look at the overall directory structure first. | ||||
| Binding to Python | ||||
| ^^^^^^^^^^^^^^^^^^ | ||||
|  | ||||
| We use PyBind11_ to build a Python API for the C++ library. Since bindings  | ||||
| for all needed components such as `mlx.core.array`, `mlx.core.stream`, etc.  | ||||
| are already provided, adding our :meth:`axpby` becomes very simple! | ||||
| We use PyBind11_ to build a Python API for the C++ library. Since bindings for | ||||
| components such as :class:`mlx.core.array`, :class:`mlx.core.stream`, etc. are | ||||
| already provided, adding our :meth:`axpby` is simple! | ||||
|  | ||||
| .. code-block:: C++ | ||||
|  | ||||
| @@ -927,18 +927,18 @@ Results: | ||||
|  | ||||
| We see some modest improvements right away!  | ||||
|  | ||||
| This operation is now good to be used to build other operations,  | ||||
| in :class:`mlx.nn.Module` calls, and also as a part of graph  | ||||
| transformations like :meth:`grad`! | ||||
| This operation is now good to be used to build other operations, in | ||||
| :class:`mlx.nn.Module` calls, and also as a part of graph transformations like | ||||
| :meth:`grad`! | ||||
|  | ||||
| Scripts | ||||
| ------- | ||||
|  | ||||
| .. admonition:: Download the code | ||||
|  | ||||
|    The full example code is available in `mlx-examples <code>`_. | ||||
|    The full example code is available in `mlx <code>`_. | ||||
|  | ||||
| .. code: `TODO_LINK/extensions`_ | ||||
| .. code: `https://github.com/ml-explore/mlx/tree/main/examples/extensions/`_ | ||||
|  | ||||
| .. _Accelerate: https://developer.apple.com/documentation/accelerate/blas?language=objc | ||||
| .. _Metal: https://developer.apple.com/documentation/metal?language=objc | ||||
|   | ||||
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	 Awni Hannun
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