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Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.

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**Add parser argument to set LR milestone for training** When training with a different number of total epochs it makes sense to adjust the LR schedule. See my comment: [About...

In the code the validation is performed on the test. This methodology is pathological and does not meet the paper statement on (45000, 5000) train/val split. https://github.com/akamaster/pytorch_resnet_cifar10/blob/d5489e8995e81e91ce6b1d69dcc98ad579b0b153/trainer.py#L101

I found that the accuracy of the prediction when I loaded the model was inconsistent with the accuracy when I trained it. I think there is a problem with the...