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Data manipulation and transformation for audio signal processing, powered by PyTorch

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This is a BC-Breaking change (dl_kwargs removed). Summary: The model checkpoint path can not be created for Squim models. Use the latest download_asset method to fix it. Differential Revision: D59061348

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BC-breaking
bug fix

Hey everyone, I am happy to propose the addition of the `CQT`, `iCQT`, and `VQT`. The first two have been requested by [issue 588](https://github.com/pytorch/audio/issues/588). Since the CQT is a VQT...

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We would like to have in torchaudio - [ ] constant q-transform, as [librosa](https://librosa.org/doc/latest/generated/librosa.cqt.html) - [ ] inverse constant q-transform, as [librosa](https://librosa.org/doc/latest/generated/librosa.griffinlim_cqt.html)

help wanted
contributions welcome

The instructions are redundant with https://github.com/pytorch/audio/blob/7f6209b44a1b838e9f33fdd382a3c4ae14e8297f/docs/source/installation.rst?plain=1#L44-L48

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### 🐛 Describe the bug ### Description When using `torchaudio.load()` with a filepath that includes a tilde (`~`) to represent the home directory, the function fails to load the audio...

I've noticed some odd colour space conversion issues when using the `yuv_to_rgb` function in the otherwise very helpful [NVDEC tutorial](https://pytorch.org/audio/stable/tutorials/nvdec_tutorial.html) - it seems to be subtly but visibly shifting colours...

### 🚀 The feature HTDemucs (Hybrid Transformer Demucs) model ### Motivation, pitch torchaudio currently supports HDemucs (Hybrid Demucs). Facebook has just released the code for [HTDemucs (Hybrid Transformer Demucs)](https://github.com/facebookresearch/demucs) which...

triaged

### 🐛 Describe the bug ![image](https://github.com/pytorch/audio/assets/16081608/1e76d82d-5126-4eb3-a345-417dc09f50c0) ```python import torch import torchaudio print(torch.__version__) print(torchaudio.__version__) import os import time import matplotlib.pyplot as plt from torchaudio.io import StreamReader from torchaudio.utils import ffmpeg_utils import...

TODO: - [ ] Point to the README for tests - [ ] Test for correctness against librosa/sox/scipy/kaldi/etc, torchscriptability, batchable (No reference found) - [x] Add documentation

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### 🐛 Describe the bug Example script i am following, it used default pretrained model, where as. i want to use my own finetuned model. https://pytorch.org/audio/main/generated/torchaudio.pipelines.Wav2Vec2FABundle.html#torchaudio.pipelines.Wav2Vec2FABundle ### Versions [pip3] mypy-extensions==1.0.0...