import math from pathlib import Path from random import Random import click from loguru import logger from pydub import AudioSegment from tqdm import tqdm from tools.file import AUDIO_EXTENSIONS, list_files, load_filelist @click.command() @click.argument("root", type=click.Path(exists=True, path_type=Path)) @click.option("--val-ratio", type=float, default=None) @click.option("--val-count", type=int, default=None) @click.option("--filelist", default=None, type=Path) @click.option("--min-duration", default=None, type=float) @click.option("--max-duration", default=None, type=float) def main(root, val_ratio, val_count, filelist, min_duration, max_duration): if filelist: files = [i[0] for i in load_filelist(filelist)] else: files = list_files(root, AUDIO_EXTENSIONS, recursive=True, sort=True) if min_duration is None and max_duration is None: filtered_files = list(map(str, [file.relative_to(root) for file in files])) else: filtered_files = [] for file in tqdm(files): try: audio = AudioSegment.from_file(str(file)) duration = len(audio) / 1000.0 if min_duration is not None and duration < min_duration: logger.info( f"Skipping {file} due to duration {duration:.2f} < {min_duration:.2f}" ) continue if max_duration is not None and duration > max_duration: logger.info( f"Skipping {file} due to duration {duration:.2f} > {max_duration:.2f}" ) continue filtered_files.append(str(file.relative_to(root))) except Exception as e: logger.info(f"Error processing {file}: {e}") logger.info( f"Found {len(files)} files, remaining {len(filtered_files)} files after filtering" ) Random(42).shuffle(filtered_files) if val_count is None and val_ratio is None: logger.info("Validation ratio and count not specified, using min(20%, 100)") val_size = min(100, math.ceil(len(filtered_files) * 0.2)) elif val_count is not None and val_ratio is not None: logger.error("Cannot specify both val_count and val_ratio") return elif val_count is not None: if val_count < 1 or val_count > len(filtered_files): logger.error("val_count must be between 1 and number of files") return val_size = val_count else: val_size = math.ceil(len(filtered_files) * val_ratio) logger.info(f"Using {val_size} files for validation") with open(root / "vq_train_filelist.txt", "w", encoding="utf-8") as f: f.write("\n".join(filtered_files[val_size:])) with open(root / "vq_val_filelist.txt", "w", encoding="utf-8") as f: f.write("\n".join(filtered_files[:val_size])) logger.info("Done") if __name__ == "__main__": main()