Buffer chunks of images proportionally to size.
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@@ -188,7 +188,7 @@ class DataLoader(threading.Thread):
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if args.train_noise:
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if args.train_noise:
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seed += scipy.random.normal(scale=args.train_noise, size=(seed.shape[0], seed.shape[1], 1)) ** 4.0
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seed += scipy.random.normal(scale=args.train_noise, size=(seed.shape[0], seed.shape[1], 1)) ** 4.0
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for _ in range(args.buffer_similar):
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for _ in range(seed.shape[0] * seed.shape[1] // self.seed_shape * 2):
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h = random.randint(0, seed.shape[0] - self.seed_shape)
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h = random.randint(0, seed.shape[0] - self.seed_shape)
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w = random.randint(0, seed.shape[1] - self.seed_shape)
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w = random.randint(0, seed.shape[1] - self.seed_shape)
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seed_chunk = seed[h:h+self.seed_shape, w:w+self.seed_shape]
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seed_chunk = seed[h:h+self.seed_shape, w:w+self.seed_shape]
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