Alexandr Bolotin commited on
Commit
ba84249
·
1 Parent(s): 0631a14

delete file

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  1. parquet_push_to_hub.py +65 -0
parquet_push_to_hub.py ADDED
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+ import io
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+ import os
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+ import datasets
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+ import traceback
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+
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+ from PIL import Image
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+ from datasets import Features, Dataset
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+
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+ def create_features():
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+ features = Features(
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+ {
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+ 'image': datasets.Image(),
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+ "type": datasets.Value("string"),
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+ }
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+ )
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+ return features
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+
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+ def image_to_bytes(image_path):
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+ image = Image.open(image_path)
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+
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+ image_data = io.BytesIO()
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+ image.save(image_data, format='PNG')
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+
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+ img_data = image_data.getvalue()
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+
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+ return img_data
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+
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+ def main():
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+ current_directory = os.path.dirname(os.path.realpath(__file__))
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+
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+ files_folder = 'files'
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+ files_folder_path = os.path.join(current_directory, files_folder)
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+
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+ dataset_dict = {
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+ 'image': [],
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+ "type": [],
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+ }
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+
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+ for root, dirs, files in os.walk(files_folder_path):
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+ for file in files:
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+
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+ if file.lower().endswith(('.jpg', '.jpeg')):
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+ file_path = os.path.join(root, file)
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+ img_data = image_to_bytes(file_path)
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+ dataset_dict['image'].append(img_data)
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+ dataset_dict['type'].append(os.path.basename(root))
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+
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+
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+ # print('dataset_dict', dataset_dict)
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+ # print('features', create_features())
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+
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+ try:
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+ dataset = Dataset.from_dict(dataset_dict, features=create_features())
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+ except Exception as e:
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+ traceback.print_exc()
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+ # print(e)
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+
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+
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+ os.environ["HF_HOME"] = "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"
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+
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+ dataset.push_to_hub('TrainingDataPro/chest-x-rays')
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+
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+
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+ if __name__ == "__main__":
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+ main()