| import sys
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| import os
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| import shutil
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|
|
| from tqdm import tqdm
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|
|
|
|
| def CreateYaml(newDatasetFolder):
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| pathYaml = f'{newDatasetFolder}/{newDatasetFolder}.yaml'
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|
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| userName = '{user}'
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|
|
| if os.path.exists(pathYaml):
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| os.remove(pathYaml)
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| with open(pathYaml, 'w', newline='\n') as f:
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| f.write(f'''
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| train: /home/{userName}/datasets/ApplesM5/{newDatasetFolder}/yolos/images/trains
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| val: /home/{userName}/datasets/ApplesM5/{newDatasetFolder}/yolos/images/vals
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|
|
| nc: 1
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| names:
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| 0: 'Apple'
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|
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| ''')
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| f.flush()
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|
|
|
|
| def IgnorePlusHash(src, names):
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|
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| return [name for name in names if '+#' in name]
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|
|
| if __name__ == "__main__":
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|
|
| originsFolders = [
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| 'synetic-bg',
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| 'real',
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| 'real-original'
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| ]
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|
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| newFolders = [
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| 'synetic',
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| 'synetic-bg-train+real-val',
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| 'synetic-train+real-val',
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| 'synetic+real',
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|
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| 'synetic-bg-train+real-original-val',
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| 'synetic-train+real-original-val',
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| 'synetic+real-original',
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| ]
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|
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| for originFolder in originsFolders:
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| CreateYaml(originFolder)
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|
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| newDatasetsFoldersAndTrainsValsOrigins = [
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| [ 'synetic', ['synetic-bg'], ['synetic-bg'], True ],
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|
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| [ 'synetic-bg-train+real-val', ['synetic-bg'], ['real'], False ],
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| [ 'synetic-train+real-val', ['synetic-bg'], ['real'], False ],
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| [ 'synetic+real', ['synetic', 'real'], ['synetic', 'real'], False ],
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|
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| [ 'synetic-bg-train+real-original-val', ['synetic-bg'], ['real-original'], False ],
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| [ 'synetic-train+real-original-val', ['synetic-bg'], ['real-original'], False ],
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| [ 'synetic+real-original', ['synetic', 'real-original'], ['synetic', 'real-original'], False ],
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| ]
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|
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| datasFormats = ['images', 'labels']
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|
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| datasOriginsTypes = ['trains', 'vals']
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|
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| for (newDatasetFolder, trainsOrigins, valsOrigins, ignorePlusHash) in newDatasetsFoldersAndTrainsValsOrigins:
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| print(f'Processing: {newDatasetFolder}..')
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|
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| if os.path.exists(newDatasetFolder):
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| shutil.rmtree(newDatasetFolder)
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| os.makedirs(newDatasetFolder)
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|
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| CreateYaml(newDatasetFolder)
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|
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| for dataOriginType, datasOrigins in tqdm(zip(datasOriginsTypes, [trainsOrigins, valsOrigins])):
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| for dataOrigin in datasOrigins:
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| for dataFormat in datasFormats:
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| src = f'./{dataOrigin}/yolos/{dataFormat}/{dataOriginType}/'
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| dst = f'{newDatasetFolder}/yolos/{dataFormat}/{dataOriginType}/'
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|
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| if ignorePlusHash:
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| shutil.copytree(src, dst, dirs_exist_ok=True, ignore=IgnorePlusHash)
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| else:
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| shutil.copytree(src, dst, dirs_exist_ok=True)
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|