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torchaudio.datasets

All datasets are subclasses of torch.utils.data.Dataset and have __getitem__ and __len__ methods implemented.

Hence, they can all be passed to a torch.utils.data.DataLoader which can load multiple samples parallelly using torch.multiprocessing workers. For example:

yesno_data = torchaudio.datasets.YESNO('.', download=True)
data_loader = torch.utils.data.DataLoader(
    yesno_data,
    batch_size=1,
    shuffle=True,
    num_workers=args.nThreads)

CMUARCTIC

CMU ARCTIC [Kominek et al., 2003] dataset.

CMUDict

CMU Pronouncing Dictionary [Weide, 1998] (CMUDict) dataset.

COMMONVOICE

CommonVoice [Ardila et al., 2020] dataset.

DR_VCTK

Device Recorded VCTK (Small subset version) [Sarfjoo and Yamagishi, 2018] dataset.

FluentSpeechCommands

Fluent Speech Commands [Lugosch et al., 2019] dataset

GTZAN

GTZAN [Tzanetakis et al., 2001] dataset.

IEMOCAP

IEMOCAP [Busso et al., 2008] dataset.

LibriMix

LibriMix [Cosentino et al., 2020] dataset.

LIBRISPEECH

LibriSpeech [Panayotov et al., 2015] dataset.

LibriLightLimited

Subset of Libri-light [Kahn et al., 2020] dataset, which was used in HuBERT [Hsu et al., 2021] for supervised fine-tuning.

LIBRITTS

LibriTTS [Zen et al., 2019] dataset.

LJSPEECH

LJSpeech-1.1 [Ito and Johnson, 2017] dataset.

MUSDB_HQ

MUSDB_HQ [Rafii et al., 2019] dataset.

QUESST14

QUESST14 [Miro et al., 2015] dataset.

Snips

Snips [Coucke et al., 2018] dataset.

SPEECHCOMMANDS

Speech Commands [Warden, 2018] dataset.

TEDLIUM

Tedlium [Rousseau et al., 2012] dataset (releases 1,2 and 3).

VCTK_092

VCTK 0.92 [Yamagishi et al., 2019] dataset

VoxCeleb1Identification

VoxCeleb1 [Nagrani et al., 2017] dataset for speaker identification task.

VoxCeleb1Verification

VoxCeleb1 [Nagrani et al., 2017] dataset for speaker verification task.

YESNO

YesNo [YesNo, n.d.] dataset.

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