Datasets:
Delete generate_metadata.py
Browse files- generate_metadata.py +0 -84
generate_metadata.py
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import os
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import json
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from pathlib import Path
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def generate_metadata(base_dir, normal_dir="normal", anomaly_dir="anomaly"):
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"""
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Generate metadata.json file for Hugging Face dataset from normal and anomaly images.
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Args:
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base_dir (str): Base directory containing normal and anomaly folders
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normal_dir (str): Name of the folder containing normal images (label 0)
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anomaly_dir (str): Name of the folder containing anomaly images (label 1)
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"""
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metadata = []
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#{"file_name": "0001.png", "additional_feature": "This is a first value of a text feature you added to your images"}
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# Process normal images (label 0)
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normal_path = Path(base_dir) / normal_dir
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mask_base_dir = Path(base_dir) / 'masks'
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if normal_path.exists():
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for img_file in normal_path.glob("*"):
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if img_file.is_file() and img_file.suffix.lower() in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff', '.gif']:
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metadata.append({
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"file_name": str(img_file.relative_to(base_dir)),
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"label": 0,
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"mask": None
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})
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# Process anomaly images (label 1)
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anomaly_path = Path(base_dir) / anomaly_dir
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if anomaly_path.exists():
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for img_file in anomaly_path.glob("*"):
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if img_file.is_file() and img_file.suffix.lower() in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff', '.gif']:
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metadata.append({
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"file_name": str(img_file.relative_to(base_dir)),
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"label": 1,
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"mask": os.path.join(base_dir,str(img_file.relative_to(base_dir)).replace('anomaly/', 'masks/').replace('.jpg','.png')),
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})
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# Save metadata to JSON file
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with open(Path(base_dir) / "metadata.jsonl", "w") as f:
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for metadata_l in metadata:
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print(json.dumps(metadata_l), file=f)
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print(f"Created metadata.json with {len(metadata)} images")
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print(f"Normal images (label 0): {sum(1 for img in metadata if img['label'] == 0)}")
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print(f"Anomaly images (label 1): {sum(1 for img in metadata if img['label'] == 1)}")
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if __name__ == "__main__":
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'''
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# You can change this to your actual base directory
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#base_directory = "PiledBags/piled_bags_data_dir_train/"
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#base_directory = "MetalParts/metal_parts_data_dir_train/"
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base_directory = "PCB/pcb_data_dir_train/"
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generate_metadata(base_directory)
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#base_directory = "PiledBags/piled_bags_data_dir_test0/"
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#base_directory = "MetalParts/metal_parts_data_dir_test0/"
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base_directory = "PCB/pcb_data_dir_test0/"
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generate_metadata(base_directory)
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#base_directory = "PiledBags/piled_bags_data_dir_test1/"
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#base_directory = "MetalParts/metal_parts_data_dir_test1/"
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base_directory = "PCB/pcb_data_dir_test1/"
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generate_metadata(base_directory)
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#base_directory = "PiledBags/piled_bags_data_dir_test2/"
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#base_directory = "MetalParts/metal_parts_data_dir_test2/"
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base_directory = "PCB/pcb_data_dir_test2/"
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generate_metadata(base_directory)
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#base_directory = "PiledBags/piled_bags_data_dir_test3/"
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#base_directory = "MetalParts/metal_parts_data_dir_test3/"
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base_directory = "PCB/pcb_data_dir_test3/"
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generate_metadata(base_directory)
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#base_directory = "PiledBags/piled_bags_data_dir_test4/"
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#base_directory = "MetalParts/metal_parts_data_dir_test4/"
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base_directory = "PCB/pcb_data_dir_test4/"
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generate_metadata(base_directory)
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#base_directory = "PiledBags/piled_bags_data_dir_test5/"
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#base_directory = "MetalParts/metal_parts_data_dir_test5/"
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base_directory = "PCB/pcb_data_dir_test5/"
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generate_metadata(base_directory)
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'''
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base_directory = "MetalParts/metal_parts_data_dir_test6/"
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generate_metadata(base_directory)
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