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a/generate_metadata.py b/generate_metadata.py new file mode 100644 index 0000000000000000000000000000000000000000..bd67393bf76f6d85a6c81976c074cbdbeb2fdade --- /dev/null +++ b/generate_metadata.py @@ -0,0 +1,84 @@ +import os +import json +from pathlib import Path + + +def generate_metadata(base_dir, normal_dir="normal", anomaly_dir="anomaly"): + """ + Generate metadata.json file for Hugging Face dataset from normal and anomaly images. + + Args: + base_dir (str): Base directory containing normal and anomaly folders + normal_dir (str): Name of the folder containing normal images (label 0) + anomaly_dir (str): Name of the folder containing anomaly images (label 1) + """ + metadata = [] + #{"file_name": "0001.png", "additional_feature": "This is a first value of a text feature you added to your images"} + # Process normal images (label 0) + normal_path = Path(base_dir) / normal_dir + mask_base_dir = Path(base_dir) / 'masks' + if normal_path.exists(): + for img_file in normal_path.glob("*"): + if img_file.is_file() and img_file.suffix.lower() in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff', '.gif']: + metadata.append({ + "file_name": str(img_file.relative_to(base_dir)), + "label": 0, + "mask": None + }) + + # Process anomaly images (label 1) + anomaly_path = Path(base_dir) / anomaly_dir + if anomaly_path.exists(): + for img_file in anomaly_path.glob("*"): + if img_file.is_file() and img_file.suffix.lower() in ['.jpg', '.jpeg', '.png', '.bmp', '.tiff', '.gif']: + metadata.append({ + "file_name": str(img_file.relative_to(base_dir)), + "label": 1, + "mask": os.path.join(base_dir,str(img_file.relative_to(base_dir)).replace('anomaly/', 'masks/').replace('.jpg','.png')), + + }) + + # Save metadata to JSON file + with open(Path(base_dir) / "metadata.jsonl", "w") as f: + for metadata_l in metadata: + print(json.dumps(metadata_l), file=f) + + print(f"Created metadata.json with {len(metadata)} images") + print(f"Normal images (label 0): {sum(1 for img in metadata if img['label'] == 0)}") + print(f"Anomaly images (label 1): {sum(1 for img in metadata if img['label'] == 1)}") + + +if __name__ == "__main__": + ''' + # You can change this to your actual base directory + #base_directory = "PiledBags/piled_bags_data_dir_train/" + #base_directory = "MetalParts/metal_parts_data_dir_train/" + base_directory = "PCB/pcb_data_dir_train/" + generate_metadata(base_directory) + #base_directory = "PiledBags/piled_bags_data_dir_test0/" + #base_directory = "MetalParts/metal_parts_data_dir_test0/" + base_directory = "PCB/pcb_data_dir_test0/" + generate_metadata(base_directory) + #base_directory = "PiledBags/piled_bags_data_dir_test1/" + #base_directory = "MetalParts/metal_parts_data_dir_test1/" + base_directory = "PCB/pcb_data_dir_test1/" + generate_metadata(base_directory) + #base_directory = "PiledBags/piled_bags_data_dir_test2/" + #base_directory = "MetalParts/metal_parts_data_dir_test2/" + base_directory = "PCB/pcb_data_dir_test2/" + generate_metadata(base_directory) + #base_directory = "PiledBags/piled_bags_data_dir_test3/" + #base_directory = "MetalParts/metal_parts_data_dir_test3/" + base_directory = "PCB/pcb_data_dir_test3/" + generate_metadata(base_directory) + #base_directory = "PiledBags/piled_bags_data_dir_test4/" + #base_directory = "MetalParts/metal_parts_data_dir_test4/" + base_directory = "PCB/pcb_data_dir_test4/" + generate_metadata(base_directory) + #base_directory = "PiledBags/piled_bags_data_dir_test5/" + #base_directory = "MetalParts/metal_parts_data_dir_test5/" + base_directory = "PCB/pcb_data_dir_test5/" + generate_metadata(base_directory) + ''' + base_directory = "MetalParts/metal_parts_data_dir_test6/" + generate_metadata(base_directory) diff --git a/test_im.png b/test_im.png new file mode 100644 index 0000000000000000000000000000000000000000..3dff2192eb185ed48de98d226908ae6f30e90332 --- /dev/null +++ b/test_im.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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