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Commit 68ae48c1 authored by Guillaume HEUSCH's avatar Guillaume HEUSCH
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[architectures] moved the function to init the weights into utils

parent 7c489023
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1 merge request!4Resolve "Add GANs"
......@@ -3,26 +3,7 @@
import torch
import torch.nn as nn
def weights_init(m):
""" Initialize the weights
Initialize the weights in the different layers of
the network.
Parameters
----------
m : :py:class:`torch.nn.Conv2d`
The layer to initialize
"""
classname = m.__class__.__name__
if classname.find('Conv') != -1:
m.weight.data.normal_(0.0, 0.02)
elif classname.find('BatchNorm') != -1:
m.weight.data.normal_(1.0, 0.02)
m.bias.data.fill_(0)
from .utils import weights_init
class DCGAN_generator(nn.Module):
......
......@@ -30,3 +30,24 @@ def make_conv_layers(cfg, input_c = 3):
in_channels = v
return nn.Sequential(*layers)
def weights_init(m):
""" Initialize the weights
Initialize the weights in the different layers of
the network.
Parameters
----------
m : :py:class:`torch.nn.Conv2d`
The layer to initialize
"""
classname = m.__class__.__name__
if classname.find('Conv') != -1:
m.weight.data.normal_(0.0, 0.02)
elif classname.find('BatchNorm') != -1:
m.weight.data.normal_(1.0, 0.02)
m.bias.data.fill_(0)
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