Bump torchaudio from 0.13.1 to 2.0.1

[dependabot[bot]]

Bumps torchaudio from 0.13.1 to 2.0.1.

Release notes

Sourced from torchaudio's releases.

Torchaudio 2.0 Release Note

Highlights

TorchAudio 2.0 release includes:

• Data augmentation operators, e.g. convolution, additive noise, speed perturbation
• WavLM and XLS-R models and pre-trained pipelines
• Backend dispatcher powering revised info, load, save functions
• Dropped support of Python 3.7
• Added Python 3.11 support

[Beta] Data augmentation operators

The release adds several data augmentation operators under torchaudio.functional and torchaudio.transforms:

• torchaudio.functional.add_noise
• torchaudio.functional.convolve
• torchaudio.functional.deemphasis
• torchaudio.functional.fftconvolve
• torchaudio.functional.preemphasis
• torchaudio.functional.speed
• torchaudio.transforms.AddNoise
• torchaudio.transforms.Convolve
• torchaudio.transforms.Deemphasis
• torchaudio.transforms.FFTConvolve
• torchaudio.transforms.Preemphasis
• torchaudio.transforms.Speed
• torchaudio.transforms.SpeedPerturbation

The operators can be used to synthetically diversify training data to improve the generalizability of downstream models.

For usage details, please refer to the documentation for torchaudio.functional and torchaudio.transforms, and tutorial “Audio Data Augmentation”.

[Beta] WavLM and XLS-R models and pre-trained pipelines

The release adds two self-supervised learning models for speech and audio.

• WavLM that is robust to noise and reverberation.
• XLS-R that is trained on cross-lingual datasets.

Besides the model architectures, torchaudio also supports corresponding pre-trained pipelines:

• torchaudio.pipelines.WAVLM_BASE
• torchaudio.pipelines.WAVLM_BASE_PLUS
• torchaudio.pipelines.WAVLM_LARGE
• torchaudio.pipelines.WAV2VEC_XLSR_300M
• torchaudio.pipelines.WAV2VEC_XLSR_1B
• torchaudio.pipelines.WAV2VEC_XLSR_2B

For usage details, please refer to factory function and pre-trained pipelines documentation.

Backend dispatcher

Release 2.0 introduces new versions of I/O functions torchaudio.info, torchaudio.load and torchaudio.save, backed by a dispatcher that allows for selecting one of backends FFmpeg, SoX, and SoundFile to use, subject to library availability. Users can enable the new logic in Release 2.0 by setting the environment variable TORCHAUDIO_USE_BACKEND_DISPATCHER=1; the new logic will be enabled by default in Release 2.1.

# Fetch metadata using FFmpeg
metadata = torchaudio.info("test.wav", backend="ffmpeg")
</tr></table> 

... (truncated)

Commits

• 3b40834 Change ref
• d13d8db Bump patch release (#3175)
• 11f1658 Remove references to prototype tutorials (#3171)
• 543893f Fix MFCC autograd test (#3169)
• b26f7f1 Add documentation introducing I/O backend revision (#3147)
• 6140f08 Update compatibility matrix (#3168)
• d279951 Use deterministic algorithms for filtfilt autograd tests (#3150)
• 8674f48 Fix LFCC autograd test (#3154)
• ff688de Fix linux gpu tests (#3144)
• 6dfaff1 Fix doc build (#3125) (#3137)
• Additional commits viewable in compare view

Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.

---

Dependabot commands and options

You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)

[dependabot[bot]]

OK, I won't notify you again about this release, but will get in touch when a new version is available. If you'd rather skip all updates until the next major or minor version, let me know by commenting @dependabot ignore this major version or @dependabot ignore this minor version. You can also ignore all major, minor, or patch releases for a dependency by adding an ignore condition with the desired update_types to your config file.

If you change your mind, just re-open this PR and I'll resolve any conflicts on it.