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train without augmentation
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‎.gitignore‎

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__pycache__/*
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tmp/*
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utils/__pycache__/*
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Shanghai/*
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.gitattributes

‎ckpts/model.pth.tar‎

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‎data/metrics.json‎

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‎make_dataset.py‎

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import os
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import sys
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import logging
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import argparse
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from utils import dataset
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def main(dataset_dir, subset):
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if not os.path.exists(dataset_dir):
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raise OSError('Directory {} does not exist'.format(dataset))
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if subset == 'Shanghai_A':
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for split in ['train_data', 'test_data']:
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section_dir = os.path.join(dataset_dir, 'part_A_final', split)
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save_dir = os.path.join(section_dir, 'densities')
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# Save dir is where all density maps are going to be saved
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if not os.path.exists(save_dir):
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logging.info('Creating {} directory'.format(save_dir))
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os.mkdir(save_dir)
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data_loader = dataset.Shanghai_A(section_dir, save_dir)
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data_loader.create_groundtruth()
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elif subset == 'Shanghai_B':
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for split in ['train_data', 'test_data']:
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section_dir = os.path.join(dataset_dir, 'part_B_final', split)
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save_dir = os.path.join(section_dir, 'densities')
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# Save dir is where all density maps are going to be saved
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if not os.path.exists(save_dir):
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logging.info('Creating {} directory'.format(save_dir))
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os.mkdir(save_dir)
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data_loader = dataset.Shanghai_B(section_dir, save_dir)
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data_loader.create_groundtruth()
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else:
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raise ValueError('Subset not available for the moment')
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def parse_arguments(argv):
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parser = argparse.ArgumentParser()
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parser.add_argument('dataset_dir', type=str, help='Path to dataset directory')
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parser.add_argument('subset', type=str, help='Shanghai_A or Shanghai_B for the moment')
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return vars(parser.parse_args())
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if __name__ == '__main__':
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logging.basicConfig(level=logging.INFO)
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main(**parse_arguments(sys.argv[1:]))

‎part_A/test.json‎

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"Shanghai/part_A_final/test_data/images/IMG_117.jpg", "Shanghai/part_A_final/test_data/images/IMG_16.jpg"]

‎part_A/train.json‎

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