import csv import os import tarfile from hashlib import sha1 def hexdigest(string): return sha1(string.encode()).hexdigest() def read_fairseq(root, subset): with open(f"{root}/{subset}/train.tsv", 'r') as tsv, open(f"{root}/{subset}/train.wrd", 'r') as wrd: audio = map(lambda x: x[0], csv.reader(tsv, delimiter='\t')) transcriptions = map(lambda x: x.strip(), wrd.readlines()) metadata = [[path, hexdigest(transcription), transcription] for path, transcription in zip(audio, transcriptions)] return metadata[1:] def shard_wav_files(file_paths, shard_size_limit, output_dir, arcnames=None): shard_index = 1 current_shard_size = 0 current_tar = None for i, file_path in enumerate(file_paths): file_size = os.path.getsize(file_path) if not current_tar or current_shard_size + file_size > shard_size_limit: if current_tar: current_tar.close() shard_name = f"shard_{shard_index}.tar" shard_path = os.path.join(output_dir, shard_name) current_tar = tarfile.open(shard_path, "w") shard_index += 1 current_shard_size = 0 current_tar.add(file_path, arcname=arcnames[i] if arcnames else os.path.basename(file_path)) current_shard_size += file_size if current_tar: current_tar.close()