Datasets:
Upload partial-asr.py
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partial-asr.py
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# coding=utf-8
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# Copyright 2021 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Lint as: python3
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"""Librispeech automatic speech recognition dataset."""
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import os
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import datasets
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_CITATION = """\
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@inproceedings{panayotov2015librispeech,
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title={Librispeech: an ASR corpus based on public domain audio books},
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author={Panayotov, Vassil and Chen, Guoguo and Povey, Daniel and Khudanpur, Sanjeev},
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booktitle={Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on},
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pages={5206--5210},
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year={2015},
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organization={IEEE}
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}
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"""
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_LICENSE = "custom license - see project page"
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_DESCRIPTION = """\
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LibriSpeech is a corpus of approximately 1000 hours of read English speech with sampling rate of 16 kHz,
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prepared by Vassil Panayotov with the assistance of Daniel Povey. The data is derived from read
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audiobooks from the LibriVox project, and has been carefully segmented and aligned.87
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"""
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_URL = "http://www.openslr.org/12"
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class PartialASRConfig(datasets.BuilderConfig):
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"""BuilderConfig for PartialASRConfig."""
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def __init__(self, **kwargs):
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"""
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Args:
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data_dir: `string`, the path to the folder containing the files in the
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downloaded .tar
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citation: `string`, citation for the data set
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url: `string`, url for information about the data set
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**kwargs: keyword arguments forwarded to super.
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"""
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super(PartialASRConfig, self).__init__(version=datasets.Version("1.0.0", ""), **kwargs)
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class LibrispeechASR(datasets.GeneratorBasedBuilder):
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"""Librispeech dataset."""
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DEFAULT_WRITER_BATCH_SIZE = 256
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DEFAULT_CONFIG_NAME = "all"
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BUILDER_CONFIGS = [
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PartialASRConfig(name="original", description="The original transcriptions, no audio removed."),
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PartialASRConfig(name="5-percent-removed", description="5% of the audio file was removed from the end."),
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PartialASRConfig(name="10-percent-removed", description="10% of the audio file was removed from the end."),
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PartialASRConfig(name="15-percent-removed", description="15% of the audio file was removed from the end."),
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PartialASRConfig(name="20-percent-removed", description="20% of the audio file was removed from the end."),
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PartialASRConfig(name="25-percent-removed", description="25% of the audio file was removed from the end."),
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]
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"text": datasets.Value("string"),
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}
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),
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supervised_keys=None,
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homepage=_URL,
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license=_LICENSE,
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citation=_CITATION,
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)
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