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Numerous enhancements and fixes (Multichannel audio support, cleaner predictions, scalable losses) #27
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-Specifies hydra version to remove log warnings -Uses correct(?) key for best model in prediction -Enumerates iterators (appears to boost performance 10-20% in some cases) -Uses replace than rename for file saving (seems to be needed for Windows) -Fixed "msd" discriminator keyword -Updated torch.stft call to preserve compatibility with later versions of torchaudio -Save best state without cross-validation (uses total loss) -Preseve best state across runs
-Adds support for training models with 2 or more audio channels
Add CD Quality Seanet experiment file
…pdate references.
Allow predicting from raw model file, remove unused dset parameter, u…
Update readme for other changes
…o isn't changing the center point of the waveform too much, a problem I've run into several times.
Add DC Offset loss. This is more for verifying that the upscaled audi…
Add aero 44.1 config
Add scaling for various losses. Documentation fixes. Requirements fil…
…edicted clip chunks to smooth segment transitions.
Add ability to specify distinct discriminator learning rate, blend pr…
Add links for AM/FM models
Add scaling factors for msd/mpd, bfloat16 support
…tes differ between LR and HR.
(partially) Fix handling of crossfade between segments when sample ra…
Temporarily remove some changes to prepare for pull request.
… config, update torch version to 2.2.1 (2.3.1 seems to have issues)
Add option to enalarge dataset via volume variance, apply beta 1 from…
-Randomly nudge sample start point during load -expand gitignore -Use sigmoid wasserstein gan for MSD and MPD discriminators
More conversion to wgan, add stft with configurable range, other corr…
Use Hugging face link for FM Super Resolution Model.
Correctly calculate overlap
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Admittedly, this is a pretty big update. I'll break down the changes: