```{eval-rst}
.. role:: hidden
    :class: hidden-section
```

(nn-init-doc)=

# torch.nn.init

```{warning}
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.
```

```{eval-rst}
.. 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_
```