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It was reported in #1478 that spectrogram masking operations were done in-place and modified the original input tensors. This PR fixes this behavior and adds tests to ensure that the input tensor is not changed.

Replace the prototype RNNT implementation (using warp-transducer) with one without external library dependencies

Should be moved back to stable once
https://github.com/pytorch/pytorch/issues/56654 is closed

- Put functional test logic into one place, `functional_impl.py`
- Tidy imports

`wavpack` is a format not supported/tested in torchaudio.
Leaving the option blank can cause the issue like #1461 in untested environment.

* Use torchaudio melscale instead of librosa

* Fixed floor_divide deprecation warnings seen in pytest output

* Fixed warning in test_flanger_triangle_linear

The VAD function trims the input tensor to the first instance of voice
activity on any channel or item. Trimming batches this way may be
undesirable as the item with earliest activity will dominate. Either
way, the batch behaviour does not match the itemwise behaviour.

The VAD batch consistency tests currently pass out of coincidence, but
they specify incorrect behaviour. This commit removes them.

Use shorter input sequences to avoid time out error on CI

* Remove an invalid InverseMel comparison unit test

Similar to #1426 `test_InverseMelScale` in `librosa_compatibility_test` is not
ensuring the comaptibility to librosa. Having this test can give a wrong statement
about the librosa numerical compatibility about the function.

* Add test for InverseMelScale

The new test compares the result of inverse mel scale against the reference spectrogram, so no need to use librosa.
This test serves as more like an insurance that the change to the implementation of InverseMelScale only improves the result, not the other way.

This code was added as a part of investigation of inconsistent behavior
of file-like object support. Now the investigation is done and this code
does not provide much insight yet adding a bunch of lines to the log, so
this PR removes it.

Merges lfilter and spectrogram classes together in the common implementation and modifies the cpu and gpu test definitions accordingly

This reverts commit 8d2eeb11.

* Added CodeQL and Bandit security checks as GitHub Actions

* Fixed renegerate jinja2 bug

* Removed specific Bandit fixes