Datasets:
Tasks:
Image Classification
Modalities:
Image
Formats:
imagefolder
Languages:
English
Size:
1K - 10K
| import os | |
| import sys | |
| import random | |
| import shutil | |
| import hashlib | |
| import re | |
| def file_hash(filepath): | |
| hash_sha256 = hashlib.sha256() | |
| with open(filepath, 'rb') as f: | |
| for chunk in iter(lambda: f.read(65536), b''): | |
| hash_sha256.update(chunk) | |
| return hash_sha256.hexdigest() | |
| def remove_duplicates(folder): | |
| hashes = {} | |
| removed = 0 | |
| files = [f for f in os.listdir(folder) if os.path.isfile(os.path.join(folder, f))] | |
| for filename in files: | |
| path = os.path.join(folder, filename) | |
| h = file_hash(path) | |
| if h in hashes: | |
| os.remove(path) | |
| removed += 1 | |
| else: | |
| hashes[h] = filename | |
| print(f"Removed duplicates: {removed}") | |
| def rename_images(folder): | |
| files = [f for f in os.listdir(folder) if os.path.isfile(os.path.join(folder, f))] | |
| files_to_rename = [f for f in files] | |
| random.shuffle(files_to_rename) | |
| counter = 1 | |
| existing = {f for f in files} | |
| for filename in files_to_rename: | |
| ext = os.path.splitext(filename)[1] | |
| while True: | |
| new_name = f"image{counter}{ext}" | |
| counter += 1 | |
| if new_name not in existing: | |
| break | |
| src = os.path.join(folder, filename) | |
| dst = os.path.join(folder, new_name) | |
| os.rename(src, dst) | |
| existing.add(new_name) | |
| print(f"Renamed files: {len(files_to_rename)}") | |
| def validate_split(folder, val_folder): | |
| files = [f for f in os.listdir(folder) if os.path.isfile(os.path.join(folder, f))] | |
| val_count = max(1, len(files) // 10) | |
| val_files = random.sample(files, val_count) | |
| os.makedirs(val_folder, exist_ok=True) | |
| for f in val_files: | |
| shutil.move(os.path.join(folder, f), os.path.join(val_folder, f)) | |
| print(f"Moved {val_count} files to {val_folder} for validation.") | |
| def main(): | |
| if len(sys.argv) < 2: | |
| print("Usage: python utils.py <folder> [--dedup | --validate <folder> | --rename]") | |
| sys.exit(1) | |
| img_folder = sys.argv[1] | |
| if len(sys.argv) == 2: | |
| remove_duplicates(img_folder) | |
| rename_images(img_folder) | |
| elif sys.argv[2] == "--dedup": | |
| remove_duplicates(img_folder) | |
| elif sys.argv[2] == "--validate" and len(sys.argv) == 4: | |
| validate_split(img_folder, sys.argv[3]) | |
| elif sys.argv[2] == "--rename": | |
| rename_images(img_folder) | |
| else: | |
| print("Invalid arguments.") | |
| if __name__ == "__main__": | |
| main() | |