docs/build/doctrees/python/nn/_autosummary/mlx.nn.InstanceNorm.doctree

<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.InstanceNorm<72>h]<5D>h	<09>Text<78><74><EFBFBD><EFBFBD>mlx.nn.InstanceNorm<72><6D><EFBFBD><EFBFBD><EFBFBD>}<7D>(<28>parent<6E>h<11>	_document<6E>h<03>source<63>N<EFBFBD>line<6E>Nuba<62>
attributes<EFBFBD>}<7D>(<28>ids<64>]<5D><>classes<65>]<5D><>names<65>]<5D><>dupnames<65>]<5D><>backrefs<66>]<5D>u<EFBFBD>tagname<6D>hhhhhh<1D>S/Users/awnihannun/repos/mlx/docs/src/python/nn/_autosummary/mlx.nn.InstanceNorm.rst<73>hKubh<00>index<65><78><EFBFBD>)<29><>}<7D>(hhh]<5D>h}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>entries<65>]<5D>(<28>single<6C><65>InstanceNorm (class in mlx.nn)<29><>mlx.nn.InstanceNorm<72>hNt<4E>auh+h-hhhhh<1D>w/Users/awnihannun/repos/mlx/python/mlx/nn/layers/normalization.py:docstring of mlx.nn.layers.normalization.InstanceNorm<72>hNubh<00>desc<73><63><EFBFBD>)<29><>}<7D>(hhh]<5D>(h<00>desc_signature<72><65><EFBFBD>)<29><>}<7D>(h<05>AInstanceNorm(dims: int, eps: float = 1e-05, affine: bool = False)<29>h]<5D>(h<00>desc_annotation<6F><6E><EFBFBD>)<29><>}<7D>(h<05>2[<#text: 'class'>, <desc_sig_space: <#text: ' '>>]<5D>h]<5D>(h<16>class<73><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhLhhhNhNubh<00>desc_sig_space<63><65><EFBFBD>)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhVhhhNhNubah}<7D>(h!]<5D>h#]<5D><>w<>ah%]<5D>h']<5D>h)]<5D>uh+hThhLubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	xml:space<63><65>preserve<76>uh+hJhhFhhh<1D>w/Users/awnihannun/repos/mlx/python/mlx/nn/layers/normalization.py:docstring of mlx.nn.layers.normalization.InstanceNorm<72>hNubh<00>desc_addname<6D><65><EFBFBD>)<29><>}<7D>(h<05>mlx.nn.<2E>h]<5D>h<16>mlx.nn.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hhphhhNhNubah}<7D>(h!]<5D>h#]<5D>(<28>sig-prename<6D><65>
descclassname<6D>eh%]<5D>h']<5D>h)]<5D>hkhluh+hnhhFhhhhmhNubh<00>	desc_name<6D><65><EFBFBD>)<29><>}<7D>(h<05>InstanceNorm<72>h]<5D>h<16>InstanceNorm<72><6D><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>(<28>sig-name<6D><65>descname<6D>eh%]<5D>h']<5D>h)]<5D>hkhluh+h<>hhFhhhhmhNubh<00>desc_parameterlist<73><74><EFBFBD>)<29><>}<7D>(h<05>3dims: int, eps: float = 1e-05, affine: bool = False<73>h]<5D>(h<00>desc_parameter<65><72><EFBFBD>)<29><>}<7D>(h<05>dims: intint<6E>h]<5D>(h<00>
desc_sig_name<6D><65><EFBFBD>)<29><>}<7D>(h<05>dims<6D>h]<5D>h<16>dims<6D><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh<>hhhNhNubah}<7D>(h!]<5D>h#]<5D><>n<>ah%]<5D>h']<5D>h)]<5D>uh+h<>hh<>ubh<00>desc_sig_punctuation<6F><6E><EFBFBD>)<29><>}<7D>(h<05>:<3A>h]<5D>h<16>:<3A><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh<>hhhNhNubah}<7D>(h!]<5D>h#]<5D><>p<>ah%]<5D>h']<5D>h)]<5D>uh+h<>hh<>ubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThh<>ubh<62>)<29><>}<7D>(h<05>intint<6E>h]<5D>h<00>pending_xref<65><66><EFBFBD>)<29><>}<7D>(hhh]<5D>(h<00>pending_xref_condition<6F><6E><EFBFBD>)<29><>}<7D>(h<05>int<6E>h]<5D>h<16>int<6E><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F><6E>resolved<65>uh+h<>hh<>ubh<62>)<29><>}<7D>(h<05>int<6E>h]<5D>h<16>int<6E><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hh<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F><6E>*<2A>uh+h<>hh<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	refdomain<69><6E>py<70><79>reftype<70><65>class<73><73>	reftarget<65><74>int<6E><74>refspecific<69><63><EFBFBD>	py:module<6C><65>mlx.nn<6E><6E>py:class<73>Nuh+h<>hh<>ubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hh<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>hkhluh+h<>hh<>ubh<62>)<29><>}<7D>(h<05>eps: floatfloat = 1e-05<30>h]<5D>(h<>)<29><>}<7D>(h<05>eps<70>h]<5D>h<16>eps<70><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjhhhNhNubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hjubh<62>)<29><>}<7D>(h<05>:<3A>h]<5D>h<16>:<3A><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj'hhhNhNubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hjubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj5hhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThjubh<62>)<29><>}<7D>(h<05>
floatfloat<EFBFBD>h]<5D>h<EFBFBD>)<29><>}<7D>(hhh]<5D>(h<>)<29><>}<7D>(h<05>float<61>h]<5D>h<16>float<61><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjJhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F>h<EFBFBD>uh+h<>hjGubh<62>)<29><>}<7D>(h<05>float<61>h]<5D>h<16>float<61><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjYhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F>h<EFBFBD>uh+h<>hjGubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	refdomain<69>j<00>reftype<70>j<00>	reftarget<65><74>float<61><74>refspecific<69><63><EFBFBD>	py:module<6C>j<00>py:class<73>Nuh+h<>hjCubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hjubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj{hhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThjubh<00>desc_sig_operator<6F><72><EFBFBD>)<29><>}<7D>(h<05>=<3D>h]<5D>h<16>=<3D><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D><>o<>ah%]<5D>h']<5D>h)]<5D>uh+j<>hjubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThjubh	<09>inline<6E><65><EFBFBD>)<29><>}<7D>(h<05>1e-05<30>h]<5D>h<16>1e-05<30><35><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D><>
default_value<75>ah%]<5D>h']<5D>h)]<5D><>support_smartquotes<65><73>uh+j<>hjubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>hkhluh+h<>hh<>ubh<62>)<29><>}<7D>(h<05>affine: boolbool = False<73>h]<5D>(h<>)<29><>}<7D>(h<05>affine<6E>h]<5D>h<16>affine<6E><65><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hj<>ubh<62>)<29><>}<7D>(h<05>:<3A>h]<5D>h<16>:<3A><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hj<>ubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThj<>ubh<62>)<29><>}<7D>(h<05>boolbool<6F>h]<5D>h<EFBFBD>)<29><>}<7D>(hhh]<5D>(h<>)<29><>}<7D>(h<05>bool<6F>h]<5D>h<16>bool<6F><6C><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F>h<EFBFBD>uh+h<>hj<>ubh<62>)<29><>}<7D>(h<05>bool<6F>h]<5D>h<16>bool<6F><6C><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F>h<EFBFBD>uh+h<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	refdomain<69>j<00>reftype<70>j<00>	reftarget<65><74>bool<6F><6C>refspecific<69><63><EFBFBD>	py:module<6C>j<00>py:class<73>Nuh+h<>hj<>ubah}<7D>(h!]<5D>h#]<5D>h<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+h<>hj<>ubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj&hhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThj<>ubj<62>)<29><>}<7D>(h<05>=<3D>h]<5D>h<16>=<3D><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj4hhhNhNubah}<7D>(h!]<5D>h#]<5D>j<EFBFBD>ah%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubhU)<29><>}<7D>(h<05> <20>h]<5D>h<16> <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjBhhhNhNubah}<7D>(h!]<5D>h#]<5D>haah%]<5D>h']<5D>h)]<5D>uh+hThj<>ubj<62>)<29><>}<7D>(h<05>False<73>h]<5D>h<16>False<73><65><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjPhhhNhNubah}<7D>(h!]<5D>h#]<5D>j<EFBFBD>ah%]<5D>h']<5D>h)]<5D><>support_smartquotes<65><73>uh+j<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>hkhluh+h<>hh<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>hkhluh+h<>hhFhhhhmhNubeh}<7D>(h!]<5D>h<ah#]<5D>(<28>sig<69><67>
sig-object<63>eh%]<5D>h']<5D>h)]<5D><>module<6C><65>mlx.nn<6E>jh<06>fullname<6D>h<EFBFBD>uh+hDh<1D>w/Users/awnihannun/repos/mlx/python/mlx/nn/layers/normalization.py:docstring of mlx.nn.layers.normalization.InstanceNorm<72>hKhhAhhubh<00>desc_content<6E><74><EFBFBD>)<29><>}<7D>(hhh]<5D>(h	<09>	paragraph<70><68><EFBFBD>)<29><>}<7D>(h<05>1Applies instance normalization [1] on the inputs.<2E>h]<5D>h<16>1Applies instance normalization [1] on the inputs.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj~hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hh>hKhjyhhubj})<29><>}<7D>(h<05>Computes<65>h]<5D>h<16>Computes<65><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hh>hKhjyhhubh	<09>
math_block<EFBFBD><EFBFBD><EFBFBD>)<29><>}<7D>(h<05>Ry = \frac{x - \mathrm{E}[x]}{ \sqrt{\mathrm{Var}[x] + \epsilon}} * \gamma + \beta,<2C>h]<5D>h<16>Ry = \frac{x - \mathrm{E}[x]}{ \sqrt{\mathrm{Var}[x] + \epsilon}} * \gamma + \beta,<2C><><EFBFBD><EFBFBD><EFBFBD>}<7D>hj<>sbah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>docname<6D><65>*python/nn/_autosummary/mlx.nn.InstanceNorm<72><6D>number<65>N<EFBFBD>label<65>N<EFBFBD>nowrap<61><70>hkhluh+j<>hh>hKhjyhhubj})<29><>}<7D>(h<05><>where :math:`\gamma` and :math:`\beta` are learned per feature dimension
parameters initialized at 1 and 0 respectively. Both are of size :attr:`dims`,
if :attr:`affine` is ``True``.<2E>h]<5D>(h<16>where <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh	<09>math<74><68><EFBFBD>)<29><>}<7D>(h<05>:math:`\gamma`<60>h]<5D>h<16>\gamma<6D><61><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubh<16> and <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubj<62>)<29><>}<7D>(h<05>
:math:`\beta`<60>h]<5D>h<16>\beta<74><61><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubh<16>d are learned per feature dimension
parameters initialized at 1 and 0 respectively. Both are of size <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<62>)<29><>}<7D>(h<05>:attr:`dims`<60>h]<5D>h	<09>literal<61><6C><EFBFBD>)<29><>}<7D>(hj<>h]<5D>h<16>dims<6D><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>(<28>xref<65><66>py<70><79>py-attr<74>eh%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>refdoc<6F>j<EFBFBD><00>	refdomain<69>j<EFBFBD><00>reftype<70><65>attr<74><72>refexplicit<69><74><EFBFBD>refwarn<72><6E><EFBFBD>	py:module<6C>jt<00>py:class<73>h<EFBFBD><68>	reftarget<65><74>dims<6D>uh+h<>hh>hK	hj<>ubh<16>,
if <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<62>)<29><>}<7D>(h<05>:attr:`affine`<60>h]<5D>j<EFBFBD>)<29><>}<7D>(hj	h]<5D>h<16>affine<6E><65><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjhhhNhNubah}<7D>(h!]<5D>h#]<5D>(j<><00>py<70><79>py-attr<74>eh%]<5D>h']<5D>h)]<5D>uh+j<>hjubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>refdoc<6F>j<EFBFBD><00>	refdomain<69>j<00>reftype<70><65>attr<74><72>refexplicit<69><74><EFBFBD>refwarn<72><6E>j<EFBFBD>jtjh<>j<00>affine<6E>uh+h<>hh>hK	hj<>ubh<16> is <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubj<62>)<29><>}<7D>(h<05>``True``<60>h]<5D>h<16>True<75><65><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj+hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubh<16>.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hh>hK	hjyhhubh	<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>(hjOhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jMhjJhh>hKubh	<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>j})<29><>}<7D>(h<05>5dims (intint) -- The number of features of the input.<2E>h]<5D>(h<00>literal_strong<6E><67><EFBFBD>)<29><>}<7D>(h<05>dims<6D>h]<5D>h<16>dims<6D><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjrhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jphjlubh<16> (<28><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjlhhhNhNubh<62>)<29><>}<7D>(hhh]<5D>(h<>)<29><>}<7D>(h<05>int<6E>h]<5D>h<00>literal_emphasis<69><73><EFBFBD>)<29><>}<7D>(h<05>int<6E>h]<5D>h<16>int<6E><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<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><>	condition<6F>h<EFBFBD>uh+h<>hj<>ubh<62>)<29><>}<7D>(h<05>int<6E>h]<5D>j<EFBFBD>)<29><>}<7D>(h<05>int<6E>h]<5D>h<16>int<6E><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<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><>	condition<6F>h<EFBFBD>uh+h<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	refdomain<69><6E>py<70><79>refexplicit<69><74><EFBFBD>reftype<70>j<00>	reftarget<65>j<EFBFBD><00>refspecific<69><63>j<EFBFBD>jtjh<>uh+h<>hjlubh<16>)<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjlhhhNhNubh<16> – <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjlhhhNhNubh<16>$The number of features of the input.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjlhhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hjiubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jghjdubjh)<29><>}<7D>(hhh]<5D>j})<29><>}<7D>(h<05>\eps (floatfloat) -- A value added to the denominator for numerical stability. Default: 1e-5.<2E>h]<5D>(jq)<29><>}<7D>(h<05>eps<70>h]<5D>h<16>eps<70><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jphj<>ubh<16> (<28><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<62>)<29><>}<7D>(hhh]<5D>(h<>)<29><>}<7D>(h<05>float<61>h]<5D>j<EFBFBD>)<29><>}<7D>(h<05>float<61>h]<5D>h<16>float<61><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F>h<EFBFBD>uh+h<>hj<>ubh<62>)<29><>}<7D>(h<05>float<61>h]<5D>j<EFBFBD>)<29><>}<7D>(h<05>float<61>h]<5D>h<16>float<61><74><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hjubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	condition<6F>h<EFBFBD>uh+h<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	refdomain<69>j<EFBFBD><00>refexplicit<69><74><EFBFBD>reftype<70>j<00>	reftarget<65>jj<><00>j<EFBFBD>jtjh<>uh+h<>hj<>ubh<16>)<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<16> – <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh<16>CA value added to the denominator for numerical stability. Default: <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubj<62>)<29><>}<7D>(h<05>``1e-5``<60>h]<5D>h<16>1e-5<><35><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjChhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj<>hhhh>hNubh<16>.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jghjdubjh)<29><>}<7D>(hhh]<5D>j})<29><>}<7D>(h<05>$affine (boolbool) -- Default: False.<2E>h]<5D>(jq)<29><>}<7D>(h<05>affine<6E>h]<5D>h<16>affine<6E><65><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjhhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jphjdubh<16> (<28><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjdhhhNhNubh<62>)<29><>}<7D>(hhh]<5D>(h<>)<29><>}<7D>(h<05>bool<6F>h]<5D>j<EFBFBD>)<29><>}<7D>(h<05>bool<6F>h]<5D>h<16>bool<6F><6C><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<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><>	condition<6F>h<EFBFBD>uh+h<>hjzubh<62>)<29><>}<7D>(h<05>bool<6F>h]<5D>j<EFBFBD>)<29><>}<7D>(h<05>bool<6F>h]<5D>h<16>bool<6F><6C><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<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><>	condition<6F>h<EFBFBD>uh+h<>hjzubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>	refdomain<69>j<EFBFBD><00>refexplicit<69><74><EFBFBD>reftype<70>j<00>	reftarget<65>j<EFBFBD>j<><00>j<EFBFBD>jtjh<>uh+h<>hjdubh<16>)<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjdhhhNhNubh<16> – <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjdhhhNhNubh<16>	Default: <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjdhhhNhNubj<62>)<29><>}<7D>(h<05>	``False``<60>h]<5D>h<16>False<73><65><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hjdhhhh>hNubh<16>.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjdhhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hjaubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jghjdubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jbhj_ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j]hjJubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jHhjEubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jChjyhhhh>hNubh	<09>definition_list<73><74><EFBFBD>)<29><>}<7D>(hhh]<5D>h	<09>definition_list_item<65><6D><EFBFBD>)<29><>}<7D>(h<05>nShape:
- Input: :math:`(..., C)` where :math:`C` is equal to :attr:`dims`.
- Output: Same shape as the input.
<EFBFBD>h]<5D>(h	<09>term<72><6D><EFBFBD>)<29><>}<7D>(h<05>Shape:<3A>h]<5D>h<16>Shape:<3A><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjhhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jhh>hKhjubh	<09>
definition<EFBFBD><EFBFBD><EFBFBD>)<29><>}<7D>(hhh]<5D>jc)<29><>}<7D>(hhh]<5D>(jh)<29><>}<7D>(h<05>AInput: :math:`(..., C)` where :math:`C` is equal to :attr:`dims`.<2E>h]<5D>j})<29><>}<7D>(hj h]<5D>(h<16>Input: <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj"hhhNhNubj<62>)<29><>}<7D>(h<05>:math:`(..., C)`<60>h]<5D>h<16>(..., C)<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj)hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj"ubh<16> where <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj"hhhNhNubj<62>)<29><>}<7D>(h<05>	:math:`C`<60>h]<5D>h<16>C<><43><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj;hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hj"ubh<16>
 is equal to <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj"hhhNhNubh<62>)<29><>}<7D>(h<05>:attr:`dims`<60>h]<5D>j<EFBFBD>)<29><>}<7D>(hjOh]<5D>h<16>dims<6D><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hjQhhhNhNubah}<7D>(h!]<5D>h#]<5D>(j<><00>py<70><79>py-attr<74>eh%]<5D>h']<5D>h)]<5D>uh+j<>hjMubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>refdoc<6F>j<EFBFBD><00>	refdomain<69>j[<00>reftype<70><65>attr<74><72>refexplicit<69><74><EFBFBD>refwarn<72><6E>j<EFBFBD>jtjh<>j<00>dims<6D>uh+h<>hh>hKhj"ubh<16>.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj"hhhNhNubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hh>hKhjubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jghjubjh)<29><>}<7D>(h<05>!Output: Same shape as the input.
<EFBFBD>h]<5D>j})<29><>}<7D>(h<05> Output: Same shape as the input.<2E>h]<5D>h<16> Output: Same shape as the input.<2E><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hh>hKhj}ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jghjubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>bullet<65><74>-<2D>uh+jbhh>hKhjubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jhjubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jhh>hKhj<>ubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hjyhhhNhNubh	<09>rubric<69><63><EFBFBD>)<29><>}<7D>(h<05>Examples<65>h]<5D>h<16>Examples<65><73><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hjyhhhh>hKubh	<09>
doctest_block<63><6B><EFBFBD>)<29><>}<7D>(h<05><>>>> import mlx.core as mx
>>> import mlx.nn as nn
>>> x = mx.random.normal((8, 4, 4, 16))
>>> inorm = nn.InstanceNorm(dims=16)
>>> output = inorm(x)<29>h]<5D>h<16><>>>> import mlx.core as mx
>>> import mlx.nn as nn
>>> x = mx.random.normal((8, 4, 4, 16))
>>> inorm = nn.InstanceNorm(dims=16)
>>> output = inorm(x)<29><><EFBFBD><EFBFBD><EFBFBD>}<7D>hj<>sbah}<7D>(h!]<5D>h#]<5D><>doctest<73>ah%]<5D>h']<5D>h)]<5D>hkhluh+j<>hjyhhhh>hKubj<62>)<29><>}<7D>(h<05>
References<EFBFBD>h]<5D>h<16>
References<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j<>hjyhhhh>hK!ubj})<29><>}<7D>(h<05>%[1]: https://arxiv.org/abs/1607.08022<EFBFBD>h]<5D>(h<16>[1]: <20><><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubh	<09>	reference<63><65><EFBFBD>)<29><>}<7D>(h<05> https://arxiv.org/abs/1607.08022<EFBFBD>h]<5D>h<16> https://arxiv.org/abs/1607.08022<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>}<7D>(hj<>hhhNhNubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>refuri<72>j<EFBFBD>uh+j<>hj<>ubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+j|hh>hK"hjyhhubeh}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D>uh+jwhhAhhhhmhNubeh}<7D>(h!]<5D>h#]<5D>(j<><00>class<73>eh%]<5D>h']<5D>h)]<5D><>domain<69>j<EFBFBD><00>objtype<70>j<00>desctype<70>j<00>noindex<65><78>uh+h?hhhhhh>hNubeh}<7D>(h!]<5D><>mlx-nn-instancenorm<72>ah#]<5D>h%]<5D><>mlx.nn.instancenorm<72>ah']<5D>h)]<5D>uh+h
hhhhhh,hKubah}<7D>(h!]<5D>h#]<5D>h%]<5D>h']<5D>h)]<5D><>source<63>h,uh+h<01>current_source<63>N<EFBFBD>current_line<6E>N<EFBFBD>settings<67><73>docutils.frontend<6E><64>Values<65><73><EFBFBD>)<29><>}<7D>(hN<>	generator<6F>N<EFBFBD>	datestamp<6D>N<EFBFBD>source_link<6E>N<EFBFBD>
source_url<EFBFBD>N<EFBFBD>
toc_backlinks<6B><73>entry<72><79>footnote_backlinks<6B>K<01>
sectnum_xform<72>K<01>strip_comments<74>N<EFBFBD>strip_elements_with_classes<65>N<EFBFBD>
strip_classes<65>N<EFBFBD>report_level<65>K<02>
halt_level<EFBFBD>K<05>exit_status_level<65>K<05>debug<75>N<EFBFBD>warning_stream<61>N<EFBFBD>	traceback<63><6B><EFBFBD>input_encoding<6E><67>	utf-8-sig<69><67>input_encoding_error_handler<65><72>strict<63><74>output_encoding<6E><67>utf-8<><38>output_encoding_error_handler<65>j9<00>error_encoding<6E><67>utf-8<><38>error_encoding_error_handler<65><72>backslashreplace<63><65>
language_code<64><65>en<65><6E>record_dependencies<65>N<EFBFBD>config<69>N<EFBFBD>	id_prefix<69>h<06>auto_id_prefix<69><78>id<69><64>
dump_settings<67>N<EFBFBD>dump_internals<6C>N<EFBFBD>dump_transforms<6D>N<EFBFBD>dump_pseudo_xml<6D>N<EFBFBD>expose_internals<6C>N<EFBFBD>strict_visitor<6F>N<EFBFBD>_disable_config<69>N<EFBFBD>_source<63>h,<2C>_destination<6F>N<EFBFBD>
_config_files<65>]<5D><>file_insertion_enabled<65><64><EFBFBD>raw_enabled<65>K<01>line_length_limit<69>M'<27>pep_references<65>N<EFBFBD>pep_base_url<72><6C>https://peps.python.org/<2F><>pep_file_url_template<74><65>pep-%04d<34><64>rfc_references<65>N<EFBFBD>rfc_base_url<72><6C>&https://datatracker.ietf.org/doc/html/<2F><>	tab_width<74>K<08>trim_footnote_reference_space<63><65><EFBFBD>syntax_highlight<68><74>long<6E><67>smart_quotes<65><73><EFBFBD>smartquotes_locales<65>]<5D><>character_level_inline_markup<75><70><EFBFBD>doctitle_xform<72><6D><EFBFBD>
docinfo_xform<72>K<01>sectsubtitle_xform<72><6D><EFBFBD>
image_loading<6E><67>link<6E><6B>embed_stylesheet<65><74><EFBFBD>cloak_email_addresses<65><73><EFBFBD>section_self_link<6E><6B><EFBFBD>env<6E>Nub<75>reporter<65>N<EFBFBD>indirect_targets<74>]<5D><>substitution_defs<66>}<7D><>substitution_names<65>}<7D><>refnames<65>}<7D><>refids<64>}<7D><>nameids<64>}<7D>jjs<>	nametypes<65>}<7D>j<00>sh!}<7D>(jhh<hFu<46>
footnote_refs<66>}<7D><>
citation_refs<66>}<7D><>
autofootnotes<65>]<5D><>autofootnote_refs<66>]<5D><>symbol_footnotes<65>]<5D><>symbol_footnote_refs<66>]<5D><>	footnotes<65>]<5D><>	citations<6E>]<5D><>autofootnote_start<72>K<01>symbol_footnote_start<72>K<00>
id_counter<EFBFBD><EFBFBD>collections<6E><73>Counter<65><72><EFBFBD>}<7D><><EFBFBD>R<EFBFBD><52>parse_messages<65>]<5D><>transform_messages<65>]<5D><>transformer<65>N<EFBFBD>include_log<6F>]<5D><>
decoration<EFBFBD>Nhhub.