nn-template
mdx-net
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| nn-template | mdx-net | |
|---|---|---|
| 4 | 3 | |
| 613 | 156 | |
| 2.8% | 0.0% | |
| 7.2 | 0.0 | |
| 7 months ago | about 1 year ago | |
| Python | Python | |
| MIT License | MIT License |
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nn-template
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What libs/boiler plate/platforms do you use to abstract and optimize your workflow when starting a new project? [D]
If I was starting a new project, Iād like to try using this cookiecutter template: https://github.com/grok-ai/nn-template
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MLOps stack using Pycaret
I would pick a project that interests you as that'll help you power through. If there's nothing that comes to mind, image classification is fairly standard. PyCaret does a lot but if you want to understand each of the tools you've listed, I'd recommend tackling each one separately. That being said, I don't think there's anything wrong starting with using a high level library and diving deeper as the need arises. If you do decide to build it piece by piece, it sometimes useful to have a library that'll help you start and remove the boilerplate of all of these tools. I came across a template repo which has a bunch of the tools you've listed which could be a good starting point: https://github.com/lucmos/nn-template
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[P] Generic template to bootstrap your PyTorch project with PyTorch Lightning, Hydra, W&B, DVC, and Streamlit
Link: https://github.com/lucmos/nn-template
- Template to bootstrap your project with PyTorch Lightning, Hydra, W&B and DVC
mdx-net
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Ultimate Vocal Remover is "holy sh*t" level good
UVR does include support for demucs (including the latest version, v4); however, the model that OP is recommending is mdx-net, which is a completely different AI model. mdx-net can produce superior vocal stems, but it can separate into only two stems (vocals, other).
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(NameError: name 'trainer' is not defined) when i try to run auto_lr_find
The only thing i changed was auto_lr_find: False i set it to : True , here https://github.com/kuielab/mdx-net/blob/main/configs/trainer/minimal.yaml
What are some alternatives?
lightning-hydra-template - Deep Learning project template best practices with Pytorch Lightning, Hydra, Tensorboard.
demucs - Code for the paper Hybrid Spectrogram and Waveform Source Separation, but the goddamm motherfucker doesn't work.
lightning-hydra-template - PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ā”š„ā”
ultimatevocalremovergui - GUI for a Vocal Remover that uses Deep Neural Networks.
garage - A toolkit for reproducible reinforcement learning research.
Pointnet2_PyTorch - PyTorch implementation of Pointnet2/Pointnet++
pytorch_tempest - My repo for training neural nets using pytorch-lightning and hydra
stemroller - Isolate vocals, drums, bass, and other instrumental stems from any song
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spleeter - Deezer source separation library including pretrained models.