def METHOD_NAME(self):
    download_config = None
    download_mode = None
    verification_mode = None
    base_path = None
    self.builder.download_and_prepare(
        download_config=download_config,
        download_mode=download_mode,
        verification_mode=verification_mode,
        # try_from_hf_gcs=try_from_hf_gcs,
        base_path=base_path,
    )
    # Build dataset for splits
    dataset = self.builder.as_dataset(
        split="train", verification_mode=verification_mode, in_memory=self.keep_in_memory
    )
    return dataset