Since 0.4, using nn.init.eye_ disables gradient?

autograd
2

This is not intended behavior. Thank you for the bug report.

For now you can do

import torch.nn as nn
L = nn.Linear(5,5)
nn.init.eye_(L.weight)
L.weight.requires_grad_()  # Enable requires_grad

as a workaround.