import os import shutil from glob import glob import librosa import soundfile from tqdm import tqdm from multiprocessing import Pool from data_conf import data_root def process_wav(wavpath): wav, _ = librosa.load(wavpath, sr=tgt_sr) soundfile.write(wavpath, wav, tgt_sr) def get_wav_files(path): wav_files = [] for root, dirs, files in os.walk(path): for file in files: if file.endswith(".wav") or file.endswith(".mp3"): wav_files.append(os.path.join(root, file)) return wav_files tgt_path = data_root num_processes = 10 # You can adjust the number of processes as needed tgt_sr = 32000 print("Note: this script will overwrite the original files!") print("all the wav files under {} will be resampled to {}Hz".format(tgt_path, tgt_sr)) input("press enter to continue... or press Ctrl+C to cancel") if __name__ == "__main__": with Pool(num_processes) as pool: file_list = get_wav_files(tgt_path) list(tqdm(pool.imap(process_wav, file_list), total=len(file_list)))