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incsteinmetz1/auraloss (press backspace or delete to remove)

Hi, I ve found a simple way to objectively measure bleed and fullness in context of music source separation that I think could be useful as I haven t seen any existing objective metric doing this, while ...
  • jarredou
  • 3
  • Opened 
    on Oct 28, 2024
  • #79

First of all, thanks a lot for writing and maintaining auraloss -- it is great to have a common package for these functions! auraloss seems to contain reasonable type annotations, at least for a certain ...
  • bluenote10
  • Opened 
    on Oct 15, 2024
  • #77

Hello, thank you for your work, I m looking forward to use it in my studies. I have a short question, I don t have much experience in that filed, so I don t fully understand how audio should be preprocessed ...
  • VlaDanilov
  • Opened 
    on Feb 22, 2024
  • #73

import torch import auraloss mrstft = auraloss.freq.MultiResolutionSTFTLoss(reduction= none ) input = torch.rand(8,1,44100) target = torch.rand(8,1,44100) loss = mrstft(input, target) print(loss) print(loss.shape) ...
  • turian
  • 7
  • Opened 
    on Dec 20, 2023
  • #69

Dear author, Thank you very much for this cool and useful library. However the implementation of the SI-SDR and SD-SDR time domain metrics looks very similar to me, am I missing something?
  • Chutlhu
  • Opened 
    on Dec 19, 2023
  • #67

With the rise of fast vector databases for doing approximate nearest neighbors (FLANN, annoy, chroma, milvius, weaviate, etc.), it becomes increasingly useful to have vectorial representations of audio ...
  • turian
  • 2
  • Opened 
    on Nov 20, 2023
  • #66

Hello, First of all, thanks for the very useful library. I found that the additional epsilon term is missing in auraloss/freq.py line 47-48 (torch.log). This part sometimes causes nan gradient. I modified ...
  • dlfqhsdugod1106
  • Opened 
    on Aug 21, 2023
  • #63

Hi! As recommended by Välimäki et al., a pre-emphasis filter could be applied before applying ESR loss. A auraloss.perceptual.FIRFilter instance, however, cannot be successfully called when the PyTorch ...
  • int0thewind
  • 2
  • Opened 
    on Aug 1, 2023
  • #62

From Zach: pass in different mel-bin sizes for the multi-resolution STFT loss in auraloss. The new Improved RVQGAN paper shows that to be necessary. image https://arxiv.org/abs/2306.06546
  • csteinmetz1
  • Opened 
    on Jul 12, 2023
  • #61

Hi! I tried to get the compressor example up and running and, in the process, migrated it as best I can to lightning 2.0. There were several breaking changes, and as I ve never used lightning before and ...
  • mikesol
  • Opened 
    on May 31, 2023
  • #60
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