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Update app.py
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app.py
CHANGED
@@ -7,10 +7,24 @@ import gradio as gr
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from torchvision import transforms as T
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from typing import Tuple
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def get_transform(img_size: Tuple[int], augment: bool = False, rotation: int = 0):
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transforms = []
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if augment:
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from .augment import rand_augment_transform
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transforms.append(rand_augment_transform())
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if rotation:
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transforms.append(lambda img: img.rotate(rotation, expand=True))
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from torchvision import transforms as T
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from typing import Tuple
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def rand_augment_transform(magnitude=5, num_layers=3):
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# These are tuned for magnitude=5, which means that effective magnitudes are half of these values.
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hparams = {
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'rotate_deg': 30,
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'shear_x_pct': 0.9,
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'shear_y_pct': 0.2,
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'translate_x_pct': 0.10,
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'translate_y_pct': 0.30
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}
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ra_ops = auto_augment.rand_augment_ops(magnitude, hparams, transforms=_RAND_TRANSFORMS)
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# Supply weights to disable replacement in random selection (i.e. avoid applying the same op twice)
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choice_weights = [1. / len(ra_ops) for _ in range(len(ra_ops))]
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return auto_augment.RandAugment(ra_ops, num_layers, choice_weights)
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def get_transform(img_size: Tuple[int], augment: bool = False, rotation: int = 0):
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transforms = []
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if augment:
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transforms.append(rand_augment_transform())
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if rotation:
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transforms.append(lambda img: img.rotate(rotation, expand=True))
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