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The main.py is not a complete example code, it's some code snippets.
You shoud implement your own "custom data loader", refer to torchvision.datasets.CIFAR10.
Your error is caused by null implementation of CustomDataset.
https://github.com/yunjey/pytorch-tutorial/blob/master/tutorials/01-basics/pytorch_basics/main.py:
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