# Copyright 2022 The CVSS Dataset Authors and the dataset script contributor. # All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """CVSS speech-to-speech translation corpus.""" import os import datasets _HOMEPAGE = 'https://github.com/google-research-datasets/cvss' _DESCRIPTION = """\ CVSS is a massively multilingual-to-English speech-to-speech translation corpus, covering sentence-level parallel speech-to-speech translation pairs from 21 languages into English. """ _CITATION = """\ @inproceedings{jia2022cvss, title={{CVSS} Corpus and Massively Multilingual Speech-to-Speech Translation}, author={Jia, Ye and Tadmor Ramanovich, Michelle and Wang, Quan and Zen, Heiga}, booktitle={Proceedings of Language Resources and Evaluation Conference (LREC)}, pages={6691--6703}, year={2022} } """ _ROOT_URL = 'https://storage.googleapis.com/cvss' _ALL_LANGUAGES = ('de', 'fr', 'es', 'ca', 'it', 'ru', 'zh', 'pt', 'fa', 'et', 'mn', 'nl', 'tr', 'ar', 'sv', 'lv', 'sl', 'ta', 'ja', 'id', 'cy') def _get_download_urls(name='cvss_c', languages=_ALL_LANGUAGES, version='1.0'): """Gets URLs for downloading data. Args: name: 'cvss_c' or 'cvss_t'. languages: An iterable of source languages. version: Only '1.0' available. Returns: A list of URL strs. """ return [ f'{_ROOT_URL}/{name}_v{version}/{name}_{x}_en_v{version}.tar.gz' for x in languages ] class CVSSConfig(datasets.BuilderConfig): """BuilderConfig for CVSS.""" def __init__(self, name, languages='all', **kwargs): """BuilderConfig for CVSS. Args: name: 'cvss_c' or 'cvss_t'. languages: A list of source languages. **kwargs: keyword arguments forwarded to super. """ super().__init__(name=name, **kwargs) if languages == 'all': self.languages = _ALL_LANGUAGES elif isinstance(languages, str): self.languages = [languages] else: self.languages = languages class CVSS(datasets.GeneratorBasedBuilder): """CVSS dataset. Version 1.0.""" BUILDER_CONFIG_CLASS = CVSSConfig VERSION = '1.0.0' DEFAULT_WRITER_BATCH_SIZE = 256 def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, homepage=_HOMEPAGE, citation=_CITATION, features=datasets.Features({ 'id': datasets.Value('string'), 'file': datasets.Value('string'), 'audio': datasets.Audio(sampling_rate=24_000), 'text': datasets.Value('string'), })) def _split_generators(self, dl_manager): print(self.config) downloaded_files = dl_manager.download_and_extract( _get_download_urls(self.config.name, self.config.languages)) return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={ 'files': downloaded_files, 'split': 'train' }), datasets.SplitGenerator( name=datasets.Split.VALIDATION, gen_kwargs={ 'files': downloaded_files, 'split': 'dev' }), datasets.SplitGenerator( name=datasets.Split.TEST, gen_kwargs={ 'files': downloaded_files, 'split': 'test' }), ] def _generate_examples(self, files, split): """Generates examples for each SplitGenerator.""" for path in files: with open(os.path.join(path, f'{split}.tsv'), 'r', encoding='utf-8') as f: for line in f: cols = line.rstrip().split('\t') assert len(cols) == 2, cols key, text = cols audio_path = os.path.join(path, split, f'{key}.wav') with open(audio_path, 'rb') as audio_f: audio_bytes = audio_f.read() audio = {'path': audio_path, 'bytes': audio_bytes} yield key, { 'id': key, 'text': text, 'audio': audio, 'file': audio_path, }