import json import os from os.path import join as p_join from tqdm import tqdm from typing import Dict from glob import glob from soundfile import LibsndfileError from datasets import Audio # dataset config direction = os.getenv("DIRECTION", "enA-jaA") sides = {i: n for n, i in enumerate(sorted(direction.split("-")), 1)} sides_rev = {v: k for k, v in sides.items()} cache_dir_audio = p_join("download", "audio", direction) cache_dir_feature = p_join("download", "feature", direction) os.makedirs(cache_dir_audio, exist_ok=True) os.makedirs(cache_dir_feature, exist_ok=True) line_no_start = int(os.getenv("LINE_NO_START", 0)) line_no_end = int(os.getenv("LINE_NO_END", 100000)) def loader(feature: str) -> Dict: with open(feature) as f: return json.load(f) files = { int(os.path.basename(i).replace(".json", "")): i for i in glob(p_join(cache_dir_feature, "*.json")) } audio_loader = Audio() # remove broken audio files broken_files = [] for i in tqdm(list(range(line_no_start, line_no_end))): if i not in files: continue i = loader(files[i]) for lang_side in [sides_rev[1], sides_rev[2]]: if f"{lang_side}.path" not in i: continue audio_file = i[f"{lang_side}.path"] start, end = i[f"{lang_side}.duration_start"], i[f"{lang_side}.duration_end"] if os.path.exists(audio_file): try: wav = audio_loader.decode_example({"path": audio_file, "bytes": None}) if start < end < len(wav["array"]): pass else: broken_files.append(audio_file) except LibsndfileError: broken_files.append(audio_file) print(f"found {len(broken_files)} broken files:") if len(broken_files) > 0: flag = input("delete the broken files? (y/n): ") if flag == "y": for audio_file in broken_files: # delete broken audio file if os.path.exists(audio_file): os.remove(audio_file) # delete corresponding feature file line_no = os.path.basename(audio_file).split(".")[0] try: feature_file = files[int(line_no)] if os.path.exists(feature_file): os.remove(feature_file) except Exception as e: print(e)