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2024-01-17 17:15:29 -08:00
<EFBFBD><05><><00>sphinx.addnodes<65><73>document<6E><74><EFBFBD>)<29><>}<7D>(<28> rawsource<63><65><00><>children<65>]<5D><>docutils.nodes<65><73>section<6F><6E><EFBFBD>)<29><>}<7D>(hhh]<5D>(h <09>title<6C><65><EFBFBD>)<29><>}<7D>(h<05> mlx.nn.PReLU<4C>h]<5D>h <09>Text<78><74><EFBFBD><EFBFBD> mlx.nn.PReLU<4C><55><EFBFBD><EFBFBD><EFBFBD>}<7D>(<28>parent<6E>h<11> _document<6E>h<03>source<63>N<EFBFBD>line<6E>Nuba<62>
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sig-object<63>eh%]<5D>h']<5D>h)]<5D><>module<6C><65>mlx.nn<6E><6E>class<73>h<06>fullname<6D>h<EFBFBD>uh+hCh<1D>l/Users/awnihannun/repos/mlx/python/mlx/nn/layers/activations.py:docstring of mlx.nn.layers.activations.PReLU<4C>hKhh@hhubh<00> desc_content<6E><74><EFBFBD>)<29><>}<7D>(hhh]<5D>(h <09>definition_list<73><74><EFBFBD>)<29><>}<7D>(hhh]<5D>h <09>definition_list_item<65><6D><EFBFBD>)<29><>}<7D>(h<05><>Applies the element-wise parametric ReLU.
Applies :math:`\max(0, x) + a * \min(0, x)` element wise, where :math:`a`
is an array.
<EFBFBD>h]<5D>(h <09>term<72><6D><EFBFBD>)<29><>}<7D>(h<05>)Applies the element-wise parametric ReLU.<2E>h]<5D>h<16>)Applies the element-wise parametric ReLU.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj1hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j/h<1D>l/Users/awnihannun/repos/mlx/python/mlx/nn/layers/activations.py:docstring of mlx.nn.layers.activations.PReLU<4C>hKhj+ubh <09>
definition<EFBFBD><EFBFBD><EFBFBD>)<29><>}<7D>(hhh]<5D>h <09> paragraph<70><68><EFBFBD>)<29><>}<7D>(h<05>VApplies :math:`\max(0, x) + a * \min(0, x)` element wise, where :math:`a`
is an array.<2E>h]<5D>(h<16>Applies <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjGhhhNhNubh <09>math<74><68><EFBFBD>)<29><>}<7D>(h<05>#:math:`\max(0, x) + a * \min(0, x)`<60>h]<5D>h<16>\max(0, x) + a * \min(0, x)<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjQhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jOhjGubh<16> element wise, where <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjGhhhNhNubjP)<29><>}<7D>(h<05> :math:`a`<60>h]<5D>h<16>a<><61><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjchhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jOhjGubh<16>
is an array.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjGhhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jEhj?hKhjBubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j@hj+ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j)hj?hKhj&ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j$hj!hhhj?hNubjF)<29><>}<7D>(h<05>1See :func:`prelu`, for the functional equivalent.<2E>h]<5D>(h<16>See <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<00> pending_xref<65><66><EFBFBD>)<29><>}<7D>(h<05> :func:`prelu`<60>h]<5D>h <09>literal<61><6C><EFBFBD>)<29><>}<7D>(hj<>h]<5D>h<16>prelu()<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>(<28>xref<65><66>py<70><79>py-func<6E>eh%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>refdoc<6F><63>#python/nn/_autosummary/mlx.nn.PReLU<4C><55> refdomain<69>j<EFBFBD><00>reftype<70><65>func<6E><63> refexplicit<69><74><EFBFBD>refwarn<72><6E><EFBFBD> py:module<6C>j<00>py:class<73>h<EFBFBD><68> reftarget<65><74>prelu<6C>uh+j<>hj?hKhj<>ubh<16> , for the functional equivalent.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jEhj?hKhj!hhubh <09>
field_list<EFBFBD><EFBFBD><EFBFBD>)<29><>}<7D>(hhh]<5D>h <09>field<6C><64><EFBFBD>)<29><>}<7D>(hhh]<5D>(h <09>
field_name<EFBFBD><EFBFBD><EFBFBD>)<29><>}<7D>(h<05>
Parameters<EFBFBD>h]<5D>h<16>
Parameters<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>hhlhKubh <09>
field_body<EFBFBD><EFBFBD><EFBFBD>)<29><>}<7D>(hhh]<5D>h <09> bullet_list<73><74><EFBFBD>)<29><>}<7D>(hhh]<5D>(h <09> list_item<65><6D><EFBFBD>)<29><>}<7D>(hhh]<5D>jF)<29><>}<7D>(h<05>2num_parameters -- number of a to learn. Default: 1<>h]<5D>(h<00>literal_strong<6E><67><EFBFBD>)<29><>}<7D>(h<05>num_parameters<72>h]<5D>h<16>num_parameters<72><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubh<16> – <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<16>
number of <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubjP)<29><>}<7D>(h<05> :math:`a`<60>h]<5D>h<16>a<><61><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jOhj<>hhhNhNubh<16> to learn. Default: 1<><31><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jEhj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubj<62>)<29><>}<7D>(hhh]<5D>jF)<29><>}<7D>(h<05>-init -- the initial value of a. Default: 0.25<EFBFBD>h]<5D>(j<>)<29><>}<7D>(h<05>init<69>h]<5D>h<16>init<69><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj2hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj.ubh<16> – <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj.hhhNhNubh<16>the initial value of <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj.hhhNhNubjP)<29><>}<7D>(h<05> :math:`a`<60>h]<5D>h<16>a<><61><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjHhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jOhj.hhhNhNubh<16>. Default: 0.25<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj.hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jEhj+ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj!hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jhh@hhhhlhNubeh}<7D>(h!]<5D>h#]<5D>(<28>py<70><79>class<73>eh%]<5D>h']<5D>h)]<5D><>domain<69>j<EFBFBD><00>objtype<70>j<EFBFBD><00>desctype<70>j<EFBFBD><00>noindex<65><78>uh+h>hhhh hNhNubeh}<7D>(h!]<5D><> mlx-nn-prelu<6C>ah#]<5D>h%]<5D><> mlx.nn.prelu<6C>ah']<5D>h)]<5D>uh+h
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