How can I prune these nets, such as resnet with a resdual model and mobilenet with group convs. Thanks very much

@Kuldeep-Attri When i run prune,i have this error,can you help me, my pytorch version is 0.4.0, thanks!
Layers that will be prunned {3: 3, 6: 13, 4: 3, 12: 52, 10: 12, 11: 27, 9: 13, 7: 4, 0: 1}
Prunning filters..
Traceback (most recent call last):
File "finetune.py", line 312, in
fine_tuner.prune()
File "finetune.py", line 245, in prune
model = prune_squeezenet_conv_layer(model, layer_index, filter_index)
File "/home/chenfei/Compression/Pruning-CNN-master/SqueezeNet-Pruning/prune1.py", line 144, in prune_squeezenet_conv_layer
torch.nn.Conv2d(in_channels=old_conv_layer.in_channels - 1,
AttributeError: 'NoneType' object has no attribute 'in_channels'