Version 9.0

common_voice_9_0.py

@@ -0,0 +1,246 @@
+# coding=utf-8
+# Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
+#
+# 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.
+""" Common Voice Dataset"""
+
+
+import csv
+import os
+import urllib
+
+import datasets
+import requests
+from datasets.tasks import AutomaticSpeechRecognition
+from datasets.utils.py_utils import size_str
+from huggingface_hub import HfApi, HfFolder
+
+from .languages import LANGUAGES
+from .release_stats import STATS
+
+_CITATION = """\
+@inproceedings{commonvoice:2020,
+  author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.},
+  title = {Common Voice: A Massively-Multilingual Speech Corpus},
+  booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)},
+  pages = {4211--4215},
+  year = 2020
+}
+"""
+
+_HOMEPAGE = "https://commonvoice.mozilla.org/en/datasets"
+
+_LICENSE = "https://creativecommons.org/publicdomain/zero/1.0/"
+
+_API_URL = "https://commonvoice.mozilla.org/api/v1"
+
+
+class CommonVoiceConfig(datasets.BuilderConfig):
+    """BuilderConfig for CommonVoice."""
+
+    def __init__(self, name, version, **kwargs):
+        self.language = kwargs.pop("language", None)
+        self.release_date = kwargs.pop("release_date", None)
+        self.num_clips = kwargs.pop("num_clips", None)
+        self.num_speakers = kwargs.pop("num_speakers", None)
+        self.validated_hr = kwargs.pop("validated_hr", None)
+        self.total_hr = kwargs.pop("total_hr", None)
+        self.size_bytes = kwargs.pop("size_bytes", None)
+        self.size_human = size_str(self.size_bytes)
+        description = (
+            f"Common Voice speech to text dataset in {self.language} released on {self.release_date}. "
+            f"The dataset comprises {self.validated_hr} hours of validated transcribed speech data "
+            f"out of {self.total_hr} hours in total from {self.num_speakers} speakers. "
+            f"The dataset contains {self.num_clips} audio clips and has a size of {self.size_human}."
+        )
+        super(CommonVoiceConfig, self).__init__(
+            name=name, version=datasets.Version(version), description=description, **kwargs
+        )
+
+
+class CommonVoice(datasets.GeneratorBasedBuilder):
+    DEFAULT_CONFIG_NAME = "en"
+    DEFAULT_WRITER_BATCH_SIZE = 1000
+
+    BUILDER_CONFIGS = [
+        CommonVoiceConfig(
+            name=lang,
+            version=STATS["version"],
+            language=LANGUAGES[lang],
+            release_date=STATS["date"],
+            num_clips=lang_stats["clips"],
+            num_speakers=lang_stats["users"],
+            validated_hr=float(lang_stats["validHrs"]),
+            total_hr=float(lang_stats["totalHrs"]),
+            size_bytes=int(lang_stats["size"]),
+        )
+        for lang, lang_stats in STATS["locales"].items()
+    ]
+
+    def _info(self):
+        total_languages = len(STATS["locales"])
+        total_valid_hours = STATS["totalValidHrs"]
+        description = (
+            "Common Voice is Mozilla's initiative to help teach machines how real people speak. "
+            f"The dataset currently consists of {total_valid_hours} validated hours of speech "
+            f" in {total_languages} languages, but more voices and languages are always added."
+        )
+        features = datasets.Features(
+            {
+                "client_id": datasets.Value("string"),
+                "path": datasets.Value("string"),
+                "audio": datasets.features.Audio(sampling_rate=48_000),
+                "sentence": datasets.Value("string"),
+                "up_votes": datasets.Value("int64"),
+                "down_votes": datasets.Value("int64"),
+                "age": datasets.Value("string"),
+                "gender": datasets.Value("string"),
+                "accent": datasets.Value("string"),
+                "locale": datasets.Value("string"),
+                "segment": datasets.Value("string"),
+            }
+        )
+
+        return datasets.DatasetInfo(
+            description=description,
+            features=features,
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            license=_LICENSE,
+            citation=_CITATION,
+            version=self.config.version,
+            #task_templates=[
+            #    AutomaticSpeechRecognition(audio_file_path_column="path", transcription_column="sentence")
+            #],
+        )
+
+    def _get_bundle_url(self, locale, url_template):
+        # path = encodeURIComponent(path)
+        path = url_template.replace("{locale}", locale)
+        path = urllib.parse.quote(path.encode("utf-8"), safe="~()*!.'")
+        # use_cdn = self.config.size_bytes < 20 * 1024 * 1024 * 1024
+        # response = requests.get(f"{_API_URL}/bucket/dataset/{path}/{use_cdn}", timeout=10.0).json()
+        response = requests.get(f"{_API_URL}/bucket/dataset/{path}", timeout=10.0).json()
+        return response["url"]
+
+    def _log_download(self, locale, bundle_version, auth_token):
+        if isinstance(auth_token, bool):
+            auth_token = HfFolder().get_token()
+        email = HfApi().whoami(auth_token)["email"]
+        payload = {"email": email, "locale": locale, "dataset": bundle_version}
+        requests.post(f"{_API_URL}/{locale}/downloaders", json=payload).json()
+
+    def _split_generators(self, dl_manager):
+        """Returns SplitGenerators."""
+        hf_auth_token = dl_manager.download_config.use_auth_token
+        if hf_auth_token is None:
+            raise ConnectionError("Please set use_auth_token=True or use_auth_token='<TOKEN>' to download this dataset")
+
+        bundle_url_template = STATS["bundleURLTemplate"]
+        bundle_version = bundle_url_template.split("/")[0]
+        dl_manager.download_config.ignore_url_params = True
+
+        self._log_download(self.config.name, bundle_version, hf_auth_token)
+        archive_path = dl_manager.download(self._get_bundle_url(self.config.name, bundle_url_template))
+        local_extracted_archive = dl_manager.extract(archive_path) if not dl_manager.is_streaming else None
+
+        if self.config.version < datasets.Version("5.0.0"):
+            path_to_data = ""
+        else:
+            path_to_data = "/".join([bundle_version, self.config.name])
+        path_to_clips = "/".join([path_to_data, "clips"]) if path_to_data else "clips"
+
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={
+                    "local_extracted_archive": local_extracted_archive,
+                    "archive_iterator": dl_manager.iter_archive(archive_path),
+                    "metadata_filepath": "/".join([path_to_data, "train.tsv"]) if path_to_data else "train.tsv",
+                    "path_to_clips": path_to_clips,
+                },
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.TEST,
+                gen_kwargs={
+                    "local_extracted_archive": local_extracted_archive,
+                    "archive_iterator": dl_manager.iter_archive(archive_path),
+                    "metadata_filepath": "/".join([path_to_data, "test.tsv"]) if path_to_data else "test.tsv",
+                    "path_to_clips": path_to_clips,
+                },
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.VALIDATION,
+                gen_kwargs={
+                    "local_extracted_archive": local_extracted_archive,
+                    "archive_iterator": dl_manager.iter_archive(archive_path),
+                    "metadata_filepath": "/".join([path_to_data, "dev.tsv"]) if path_to_data else "dev.tsv",
+                    "path_to_clips": path_to_clips,
+                },
+            ),
+            datasets.SplitGenerator(
+                name="other",
+                gen_kwargs={
+                    "local_extracted_archive": local_extracted_archive,
+                    "archive_iterator": dl_manager.iter_archive(archive_path),
+                    "metadata_filepath": "/".join([path_to_data, "other.tsv"]) if path_to_data else "other.tsv",
+                    "path_to_clips": path_to_clips,
+                },
+            ),
+            datasets.SplitGenerator(
+                name="invalidated",
+                gen_kwargs={
+                    "local_extracted_archive": local_extracted_archive,
+                    "archive_iterator": dl_manager.iter_archive(archive_path),
+                    "metadata_filepath": "/".join([path_to_data, "invalidated.tsv"]) if path_to_data else "invalidated.tsv",
+                    "path_to_clips": path_to_clips,
+                },
+            ),
+        ]
+
+    def _generate_examples(self, local_extracted_archive, archive_iterator, metadata_filepath, path_to_clips):
+        """Yields examples."""
+        data_fields = list(self._info().features.keys())
+
+        metadata = {}
+        metadata_found = False
+        for path, f in archive_iterator:
+            if path == metadata_filepath:
+                metadata_found = True
+                lines = (line.decode("utf-8") for line in f)
+                reader = csv.DictReader(lines, delimiter="\t", quoting=csv.QUOTE_NONE)
+                for row in reader:
+                    # set absolute path for mp3 audio file
+                    if not row["path"].endswith(".mp3"):
+                        row["path"] += ".mp3"
+                    row["path"] = os.path.join(path_to_clips, row["path"])
+                    # accent -> accents in CV 8.0
+                    if "accents" in row:
+                        row["accent"] = row["accents"]
+                        del row["accents"]
+                    # if data is incomplete, fill with empty values
+                    for field in data_fields:
+                        if field not in row:
+                            row[field] = ""
+                    metadata[row["path"]] = row
+            elif path.startswith(path_to_clips):
+                assert metadata_found, "Found audio clips before the metadata TSV file."
+                if not metadata:
+                    break
+                if path in metadata:
+                    result = metadata[path]
+                    # set audio feature
+                    result["audio"] = {"path": path, "bytes": f.read()}
+                    result["path"] = os.path.join(local_extracted_archive, path) if local_extracted_archive else None
+
+                    yield path, result

languages.py

@@ -0,0 +1 @@
+LANGUAGES = {'mk': 'Macedonian', 'fr': 'French', 'tr': 'Turkish', 'cv': 'Chuvash', 'cs': 'Czech', 'ca': 'Catalan', 'sv-SE': 'Swedish', 'pl': 'Polish', 'zh-TW': 'Chinese (Taiwan)', 'he': 'Hebrew', 'nn-NO': 'Norwegian Nynorsk', 'zh-CN': 'Chinese (China)', 'de': 'German', 'tt': 'Tatar', 'el': 'Greek', 'cy': 'Welsh', 'nl': 'Dutch', 'sq': 'Albanian', 'fy-NL': 'Frisian', 'sk': 'Slovak', 'id': 'Indonesian', 'th': 'Thai', 'ru': 'Russian', 'ga-IE': 'Irish', 'ko': 'Korean', 'bn': 'Bengali', 'it': 'Italian', 'uz': 'Uzbek', 'or': 'Odia', 'da': 'Danish', 'ka': 'Georgian', 'ro': 'Romanian', 'ta': 'Tamil', 'hu': 'Hungarian', 'uk': 'Ukrainian', 'nb-NO': 'Norwegian Bokmål', 'kw': 'Cornish', 'es': 'Spanish', 'te': 'Telugu', 'ne-NP': 'Nepali', 'sr': 'Serbian', 'sl': 'Slovenian', 'kab': 'Kabyle', 'br': 'Breton', 'et': 'Estonian', 'as': 'Assamese', 'kk': 'Kazakh', 'az': 'Azerbaijani', 'sah': 'Sakha', 'kpv': 'Komi-Zyrian', 'ky': 'Kyrgyz', 'fi': 'Finnish', 'is': 'Icelandic', 'ja': 'Japanese', 'zh-HK': 'Chinese (Hong Kong)', 'hsb': 'Sorbian, Upper', 'fo': 'Faroese', 'myv': 'Erzya', 'cnh': 'Hakha Chin', 'dsb': 'Sorbian, Lower', 'ar': 'Arabic', 'an': 'Aragonese', 'ia': 'Interlingua', 'ast': 'Asturian', 'bxr': 'Buryat', 'cak': 'Kaqchikel', 'eo': 'Esperanto', 'ur': 'Urdu', 'vi': 'Vietnamese', 'mn': 'Mongolian', 'oc': 'Occitan', 'fa': 'Persian', 'ace': 'Acehnese', 'rm-sursilv': 'Romansh Sursilvan', 'mdf': 'Moksha', 'sc': 'Sardinian', 'eu': 'Basque', 'bg': 'Bulgarian', 'af': 'Afrikaans', 'ab': 'Abkhaz', 'ady': 'Adyghe', 'am': 'Amharic', 'uby': 'Ubykh', 'mrj': 'Hill Mari', 'mhr': 'Meadow Mari', 'udm': 'Udmurt', 'vot': 'Votic', 'dv': 'Dhivehi', 'hr': 'Croatian', 'rw': 'Kinyarwanda', 'izh': 'Izhorian', 'lt': 'Lithuanian', 'lv': 'Latvian', 'gl': 'Galician', 'tg': 'Tajik', 'lij': 'Ligurian', 'si': 'Sinhala', 'ha': 'Hausa', 'ba': 'Bashkir', 'ml': 'Malayalam', 'ff': 'Fulah', 'rm-vallader': 'Romansh Vallader', 'syr': 'Syriac', 'mt': 'Maltese', 'pt': 'Portuguese', 'sw': 'Swahili', 'pa-IN': 'Punjabi', 'be': 'Belarusian', 'mg': 'Malagasy', 'arn': 'Mapudungun', 'kbd': 'Kabardian', 'scn': 'Sicilian', 'my': 'Burmese', 'lg': 'Luganda', 'kaa': 'Karakalpak', 'tl': 'Tagalog', 'vec': 'Venetian', 'hy-AM': 'Armenian', 'hi': 'Hindi', 'hyw': 'Armenian Western', 'kmr': 'Kurmanji Kurdish', 'co': 'Corsican', 'ckb': 'Central Kurdish', 'gn': 'Guarani', 'bas': 'Basaa', 'yue': 'Cantonese', 'ms': 'Malay', 'ps': 'Pashto', 'ht': 'Haitian', 'mos': 'Mossi', 'mr': 'Marathi', 'ug': 'Uyghur', 'so': 'Somali', 'shi': 'Shilha', 'mai': 'Maithili', 'pap-AW': 'Papiamento (Aruba)', 'nia': 'Nias', 'tw': 'Twi', 'yo': 'Yoruba', 'nyn': 'Runyankole', 'sat': 'Santali (Ol Chiki)', 'ie': 'Interlingue', 'nan-tw': 'Taiwanese (Minnan)', 'ki': 'Kikuyu', 'yi': 'Yiddish', 'ty': 'Tahitian', 'ig': 'Igbo', 'ti': 'Tigrinya', 'quc': "K'iche'", 'tig': 'Tigre', 'mni': 'Meetei Lon', 'tk': 'Turkmen', 'quy': 'Quechua Chanka', 'bs': 'Bosnian', 'km': 'Khmer', 'gom': 'Goan Konkani', 'knn': 'Konkani (Devanagari)', 'en': 'English'}

release_stats.py

@@ -0,0 +1,2881 @@
+STATS = {
+    "bundleURLTemplate": "cv-corpus-9.0-2022-04-27/cv-corpus-9.0-2022-04-27-{locale}.tar.gz",
+    "date": "2022-01-19",
+    "name": "Common Voice Corpus 9.0",
+    "multilingual": True,
+    "locales": {
+        "en": {
+            "duration": 10390463635,
+            "buckets": {
+                "dev": 16326,
+                "invalidated": 239065,
+                "other": 251332,
+                "reported": 3558,
+                "test": 16326,
+                "train": 864448,
+                "validated": 1530385,
+            },
+            "reportedSentences": 3500,
+            "clips": 2020782,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "": 0.37,
+                    "twenties": 0.24,
+                    "sixties": 0.04,
+                    "thirties": 0.13,
+                    "teens": 0.06,
+                    "seventies": 0.01,
+                    "fourties": 0.1,
+                    "fifties": 0.04,
+                    "eighties": 0,
+                    "nineties": 0,
+                },
+                "gender": {"": 0.37, "male": 0.46, "female": 0.16, "other": 0.02},
+            },
+            "users": 79398,
+            "size": 75356163484,
+            "checksum": "8b82525e6adb8382e28eabfed1beeedd3f315c1d3cdf7445a3ff33743f42025d",
+            "avgDurationSecs": 5.142,
+            "validDurationSecs": 7868938.703,
+            "totalHrs": 2886.23,
+            "validHrs": 2185.81,
+        },
+        "fa": {
+            "buckets": {
+                "dev": 9728,
+                "invalidated": 13124,
+                "other": 30224,
+                "reported": 1949,
+                "test": 9728,
+                "train": 23425,
+                "validated": 284178,
+            },
+            "reportedSentences": 1941,
+            "clips": 327526,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "": 0.24,
+                    "twenties": 0.32,
+                    "thirties": 0.38,
+                    "fifties": 0.02,
+                    "fourties": 0.02,
+                    "teens": 0.02,
+                    "sixties": 0,
+                },
+                "gender": {"": 0.21, "male": 0.72, "female": 0.07, "other": 0},
+            },
+            "users": 4016,
+            "duration": 1316470688,
+            "size": 9804861437,
+            "checksum": "5b351ade3858fd9636691569dc9918e7270fedbc1a68fc47b4fe82bf6d34fd9a",
+            "avgDurationSecs": 4.019,
+            "validDurationSecs": 1142236.058,
+            "totalHrs": 365.68,
+            "validHrs": 317.28,
+        },
+        "fr": {
+            "buckets": {
+                "dev": 16021,
+                "invalidated": 53389,
+                "other": 1444,
+                "reported": 5989,
+                "test": 16021,
+                "train": 430464,
+                "validated": 596858,
+            },
+            "duration": 3247351570,
+            "reportedSentences": 5914,
+            "clips": 651691,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "twenties": 0.18,
+                    "thirties": 0.18,
+                    "": 0.35,
+                    "teens": 0.03,
+                    "fourties": 0.13,
+                    "fifties": 0.09,
+                    "sixties": 0.03,
+                    "seventies": 0.01,
+                    "eighties": 0,
+                    "nineties": 0,
+                },
+                "gender": {"male": 0.62, "": 0.27, "female": 0.11, "other": 0.01},
+            },
+            "users": 16082,
+            "size": 23747554124,
+            "checksum": "0e11673e55bbcf30244d5da0c3a8ab07f7deb96ae98b3d2ae752b51c2caa0ea2",
+            "avgDurationSecs": 4.983,
+            "validDurationSecs": 2974120.808,
+            "totalHrs": 902.04,
+            "validHrs": 826.14,
+        },
+        "es": {
+            "buckets": {
+                "dev": 15440,
+                "invalidated": 47683,
+                "other": 191609,
+                "reported": 1632,
+                "test": 15440,
+                "train": 214001,
+                "validated": 289210,
+            },
+            "duration": 2661738714,
+            "reportedSentences": 1623,
+            "clips": 528502,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "thirties": 0.11,
+                    "": 0.32,
+                    "fifties": 0.08,
+                    "twenties": 0.25,
+                    "teens": 0.03,
+                    "fourties": 0.06,
+                    "sixties": 0.15,
+                    "eighties": 0,
+                    "seventies": 0,
+                    "nineties": 0,
+                },
+                "gender": {"male": 0.51, "": 0.32, "other": 0.01, "female": 0.17},
+            },
+            "users": 22741,
+            "size": 19549932331,
+            "checksum": "b138e13fd63ffdf8668120ad457376c257756ca8e4bcad6485185683fa2f520b",
+            "avgDurationSecs": 5.036,
+            "validDurationSecs": 1456572.451,
+            "totalHrs": 739.37,
+            "validHrs": 404.6,
+        },
+        "sl": {
+            "buckets": {
+                "dev": 1229,
+                "invalidated": 207,
+                "other": 832,
+                "reported": 28,
+                "test": 1193,
+                "train": 1377,
+                "validated": 8975,
+            },
+            "duration": 38735110,
+            "reportedSentences": 29,
+            "clips": 10014,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "twenties": 0.5,
+                    "teens": 0.09,
+                    "": 0.18,
+                    "sixties": 0.08,
+                    "fifties": 0.08,
+                    "fourties": 0.02,
+                    "thirties": 0.05,
+                },
+                "gender": {"female": 0.15, "male": 0.67, "": 0.18, "other": 0},
+            },
+            "users": 125,
+            "size": 281432145,
+            "checksum": "38a3bfd9e5dfe83cd5d6eb44851b8416449cc0675e965b4016a1ad2365010062",
+            "avgDurationSecs": 3.868,
+            "validDurationSecs": 34716.159,
+            "totalHrs": 10.75,
+            "validHrs": 9.64,
+        },
+        "kab": {
+            "buckets": {
+                "dev": 14874,
+                "invalidated": 19127,
+                "other": 100690,
+                "reported": 4798,
+                "test": 14874,
+                "train": 140104,
+                "validated": 596082,
+            },
+            "duration": 2380327432,
+            "reportedSentences": 4793,
+            "clips": 715899,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "fourties": 0.09,
+                    "thirties": 0.3,
+                    "": 0.27,
+                    "fifties": 0.19,
+                    "twenties": 0.12,
+                    "eighties": 0,
+                    "teens": 0,
+                    "sixties": 0.03,
+                    "seventies": 0,
+                },
+                "gender": {"male": 0.55, "": 0.25, "female": 0.2, "other": 0},
+            },
+            "users": 1431,
+            "size": 17959985919,
+            "checksum": "45834be25ed44de041ca41c722344bc0743bae556b24e58278771e9a9db1969c",
+            "avgDurationSecs": 3.325,
+            "validDurationSecs": 1981942.057,
+            "totalHrs": 661.2,
+            "validHrs": 550.53,
+        },
+        "cy": {
+            "buckets": {
+                "dev": 5131,
+                "invalidated": 4226,
+                "other": 17588,
+                "reported": 149,
+                "test": 5144,
+                "train": 7459,
+                "validated": 86743,
+            },
+            "duration": 524128257,
+            "reportedSentences": 150,
+            "clips": 108557,
+            "splits": {
+                "accent": {"": 1},
+                "age": {
+                    "fourties": 0.16,
+                    "twenties": 0.14,
+                    "sixties": 0.07,
+                    "fifties": 0.09,
+                    "": 0.42,
+                    "thirties": 0.09,
+                    "seventies": 0.01,
+                    "eighties": 0,
+                    "teens": 0.02,
+                },
+                "gender": {"male": 0.33, "female": 0.25, "": 0.41, "other": 0.01},
+            },
+            "users": 1695,
+            "size": 3878708024,
+            "checksum": "b087632306ff2fb11da1753c5adfda39634c727abc7e027be13c6c0d652b71a1",
+            "avgDurationSecs": 4.828,
+            "validDurationSecs": 418807.239,
+            "totalHrs": 145.59,
+            "validHrs": 116.33,
+        },
+        "ca": {
+            "buckets": {
+                "dev": 16077,
+                "invalidated": 37122,
+                "other": 42468,
+                "reported": 2172,
+                "test": 16078,
+                "train": 475770,
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