.. role:: hidden
:class: hidden-section
(nn-init-doc)=
All the functions in this module are intended to be used to initialize neural
network parameters, so they all run in {func}`torch.no_grad` mode and will not
be taken into account by autograd.
.. currentmodule:: torch.nn.init
.. autofunction:: calculate_gain
.. autofunction:: uniform_
.. autofunction:: normal_
.. autofunction:: constant_
.. autofunction:: ones_
.. autofunction:: zeros_
.. autofunction:: eye_
.. autofunction:: dirac_
.. autofunction:: xavier_uniform_
.. autofunction:: xavier_normal_
.. autofunction:: kaiming_uniform_
.. autofunction:: kaiming_normal_
.. autofunction:: trunc_normal_
.. autofunction:: orthogonal_
.. autofunction:: sparse_