from pathlib import Path import shutil import datasets def main(): datasets.disable_caching() # Divide the MP3 files by language. Hugging Face requires each subset and its metadadta to be in # a separate directory. However, for backwards compatibility, we also want to keep the top-level # "audio" directory and replace the MP3 files with symlinks into the subsets. subsets_dir = Path("subsets") if subsets_dir.exists(): shutil.rmtree(subsets_dir) subsets_dir.mkdir() # Back up the directory with the original MP3 files if not Path("audio_orig").exists(): Path("audio").rename("audio_orig") elif Path("audio").exists(): shutil.rmtree("audio") Path("audio").mkdir(exist_ok=True) # Create language subsets and: # - hard link the files from mp3_orig to subsets # - add symlinks from mp3 into subsets for config_name in ["all", "en", "es", "de", "fr"]: subset_dir = Path(".") if config_name == "all" else subsets_dir / config_name subset_dir.mkdir(exist_ok=True) dataset = datasets.load_dataset( "./loader.py", config_name, trust_remote_code=True, split="test", ) if config_name == "all": dataset = dataset.add_column( "file_name", [ str(Path("subsets") / lg / "audio" / f"{n}.mp3") for lg, n in zip(dataset["language"], dataset["name"]) ], ) else: dataset = dataset.add_column( "file_name", [str(Path("audio") / f"{n}.mp3") for n in dataset["name"]] ) dataset = dataset.remove_columns("audio") dataset.to_json(subset_dir / "metadata.jsonl") if config_name != "all": (subset_dir / "audio").mkdir() for name in dataset["name"]: (subset_dir / "audio" / f"{name}.mp3").hardlink_to( Path("audio_orig") / f"{name}.mp3" ) (Path("audio") / f"{name}.mp3").symlink_to( Path("..") / subset_dir / "audio" / f"{name}.mp3" ) if __name__ == "__main__": main()