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README.md
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---
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license: mit
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tags:
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- audio
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- music
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- source-separation
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- stem-separation
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- roformer
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- safetensors
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- maestraea
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pipeline_tag: audio-to-audio
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---
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# RoFormer Stem Separation Models (Safetensors)
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**BS-RoFormer & MelBand RoFormer — State-of-the-art music source separation**
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> Pretrained weights converted to safetensors format for use with [Mæstræa AI Workstation](https://github.com/AEmotionStudio/Maestraea).
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## Models
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### BS-RoFormer (Band-Split RoPE Transformer)
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| Variant | SDR | Task | Path |
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|---------|-----|------|------|
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| Vocals (viperx) | 12.97 | Vocal/instrumental separation | `bs_roformer/vocals_viperx/` |
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| Multi-stem | 9.65 | 4-stem (bass/drums/vocals/other) | `bs_roformer/multistem/` |
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### MelBand RoFormer (Mel-Band RoPE Transformer)
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| Variant | SDR | Task | Path |
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|---------|-----|------|------|
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| Vocals (KimberleyJensen) | 10.98 | Best vocal isolation | `mel_band_roformer/vocals_kj/` |
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| Vocals (viperx) | 11.43 | Vocal/instrumental separation | `mel_band_roformer/vocals_viperx/` |
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| Dereverb (anvuew) | 19.17 | Remove reverb from audio | `mel_band_roformer/dereverb/` |
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| Denoise (aufr33) | 27.99 | Remove noise from audio | `mel_band_roformer/denoise/` |
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## Architecture
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Both models use the Band-Split RoPE Transformer architecture from [lucidrains/BS-RoFormer](https://github.com/lucidrains/BS-RoFormer):
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- **BS-RoFormer**: Splits spectrogram into uniform-width subbands
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- **MelBand RoFormer**: Splits using mel-scale (perceptually-weighted) overlapping bands
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Both significantly outperform HTDemucs on vocal separation tasks.
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## Usage
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Each model directory contains:
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- `model.safetensors` — Model weights
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- `config.yaml` — Architecture configuration (required for model instantiation)
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Requires `bs-roformer` Python package: `pip install bs-roformer`
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## Credits
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- **Architecture**: [lucidrains/BS-RoFormer](https://github.com/lucidrains/BS-RoFormer)
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- **Training framework**: [ZFTurbo/Music-Source-Separation-Training](https://github.com/ZFTurbo/Music-Source-Separation-Training)
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- **BS-RoFormer vocals**: [viperx](https://github.com/playdasegunda) via [TRvlvr](https://github.com/TRvlvr/model_repo)
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- **MelBand vocals**: [KimberleyJensen](https://github.com/KimberleyJensen), [viperx](https://github.com/playdasegunda)
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- **MelBand dereverb**: [anvuew](https://github.com/anvuew)
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- **MelBand denoise**: [aufr33](https://github.com/aufr33)
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- **Conversion & Mirror by**: [AEmotionStudio](https://huggingface.co/AEmotionStudio)
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## License
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MIT — same as all upstream model releases.
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