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szymonmaszke avatar szymonmaszke commented on June 9, 2024

PyTorch's torch.utils.data.random_split returns torch.utils.data.Subset which is not an instance of torchdata.Dataset, hence it has no map functionality.

What one could do instead is:

dataset = torchvision.datasets.ImageFolder("./root")

total_num = len(dataset)
train_num = int(0.7 * total_num)
val_num = int(0.2 * total_num)
test_num = total_num - train_num - val_num
train_dataset, val_dataset, test_dataset = [
    td.datasets.WrapDataset(dataset)
    for dataset in torch.utils.data.random_split(
        dataset, (train_num, val_num, test_num)
    )
]

train_dataset = train_dataset.map(train_transform)

from torchdatasets.

liuzzi avatar liuzzi commented on June 9, 2024

the docs show a different way of using this - why? Docs example doesnt work as random_split returns Subset.

I have also not been able to get the mapped torchvision transform example in the docs to work. simply nothing happens. I think this needs an update, or is deprecated with new torch versions?

from torchdatasets.

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