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 [--dedup | --validate | --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()