mirror of
https://github.com/Cian-H/symbolic_nn_tests.git
synced 2025-12-22 22:22:01 +00:00
Added image transformations to dataset fetching
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@@ -1,5 +1,6 @@
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from pathlib import Path
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from torchvision.datasets import Caltech256
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from torchvision.transforms import ToTensor
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from torch.utils.data import random_split
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from torch.utils.data import BatchSampler
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@@ -7,9 +8,13 @@ from torch.utils.data import BatchSampler
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PROJECT_ROOT = Path(__file__).parent.parent
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def get_dataset(split: (float, float, float) = (0.7, 0.1, 0.2), *args, **kwargs):
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ds = Caltech256(PROJECT_ROOT / "datasets/", download=True)
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def get_dataset(
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split: (float, float, float) = (0.7, 0.1, 0.2),
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batch_size: int = 128,
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drop_last: bool = False,
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):
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ds = Caltech256(PROJECT_ROOT / "datasets/", download=True, transform=ToTensor())
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train, test, val = (
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BatchSampler(i, *args, **kwargs) for i in random_split(ds, split)
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BatchSampler(i, batch_size, drop_last) for i in random_split(ds, split)
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)
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return train, test, val
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@@ -0,0 +1,9 @@
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from .dataloader import get_dataset
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def main():
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pass
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if __name__ == "__main__":
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main()
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