# AUTOGENERATED FILE! PLEASE DON'T EDIT
"""
Some nice utils to complement :mod:`torch.nn`. This is exposed automatically
with::
from k1lib.imports import *
knn.Lambda # exposed
"""
from torch import nn
from typing import Callable, Any
__all__ = ["Lambda", "Identity", "LinBlock"]
[docs]class Lambda(nn.Module):
[docs] def __init__(self, f:Callable[[Any], Any]):
"""Creates a simple module with a specified :meth:`forward`
function."""
super().__init__(); self.f = f
[docs] def forward(self, x): return self.f(x)
[docs]class Identity(Lambda):
"""Creates a module that returns the input in :meth:`forward`"""
def __init__(self): super().__init__(lambda x: x)
[docs]class LinBlock(nn.Module):
[docs] def __init__(self, inC, outC):
"""Linear layer with relu behind it"""
super().__init__(); self.lin = nn.Linear(inC, outC); self.relu = nn.ReLU()
[docs] def forward(self, x):
return x | self.lin | self.relu