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docs update
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@@ -40,7 +40,7 @@ getting higher order derivatives.
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Any of the MLX function transformations can be composed in any order to any
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depth. See the following sections for more information on :ref:`automatic
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differentiaion <auto diff>` and :ref:`automatic vectorization <vmap>`.
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differentiation <auto diff>` and :ref:`automatic vectorization <vmap>`.
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For more information on :func:`compile` see the :ref:`compile documentation <compile>`.
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