groadabike
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Push model using huggingface_hub.
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README.md
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---
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license: apache-2.0
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language:
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- en
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tags:
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- signal processing
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- source separation
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- lyrics intelligibility
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- audio
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- audio-to-audio
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---
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#
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* Architecture: ConvTasNet (Kaituo XU) with multichannel support (Alexandre Defossez).
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* Parameters:
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* B: 256
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* C: 2
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* H: 512
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* L: 20
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* N: 256
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* P: 3
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* R: 4
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* X: 10
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* audio_channels: 2
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* causal: false
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* mask_nonlinear: relu
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* norm_type: gLN
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* training:
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* sample_rate: 44100
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* samples_per_track: 64
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* segment: 5.0
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* aggregate: 2
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* batch_size: 4
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* early_stop: true
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* epochs: 200
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## Dataset
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The model was trained on the training split of the MUSDB18-HQ dataset.
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## How to use
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```
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from tasnet import ConvTasNetStereo
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model = ConvTasNetStereo.from_pretrained(
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"cadenzachallenge/ConvTasNet_LyricsSeparation_NonCausal"
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).cpu()
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```
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## Results
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| Track | Vocals (SDR) | Accompaniment (SDR) |
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|:------|:------------:|:---------:|
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| Al James - Schoolboy Facination | 6.841 | 9.074 |
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| AM Contra - Heart Peripheral | 6.948 | 14.105 |
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| Angels In Amplifiers - I'm Alright | 7.358 | 10.859 |
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| Arise - Run Run Run | 6.105 | 16.806 |
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| Ben Carrigan - We'll Talk About It All Tonight | 2.853 | 10.181 |
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| BKS - Bulldozer | 1.909 | 13.944 |
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| BKS - Too Much | 8.615 | 13.212 |
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| Bobby Nobody - Stitch Up | 7.948 | 12.685 |
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| Buitraker - Revo X | 4.609 | 14.61 |
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| Carlos Gonzalez - A Place For Us | 4.235 | 8.888 |
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| Cristina Vane - So Easy | 8.759 | 13.639 |
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| Detsky Sad - Walkie Talkie | 7.732 | 10.844 |
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| Enda Reilly - Cur An Long Ag Seol | 9.603 | 13.723 |
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| Forkupines - Semantics | 4.955 | 11.561 |
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| Georgia Wonder - Siren | 4.124 | 8.578 |
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| Girls Under Glass - We Feel Alright | 4.38 | 12.272 |
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| Hollow Ground - Ill Fate | 7.046 | 16.299 |
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| James Elder & Mark M Thompson - The English Actor | 4.694 | 9.638 |
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| Juliet's Rescue - Heartbeats | 6.281 | 14.409 |
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| Little Chicago's Finest - My Own | 6.313 | 6.603 |
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| Louis Cressy Band - Good Time | 6.501 | 12.016 |
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| Lyndsey Ollard - Catching Up | 9.18 | 12.116 |
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| M.E.R.C. Music - Knockout | 6.619 | 8.507 |
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| Moosmusic - Big Dummy Shake | 8.097 | 14.578 |
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| Motor Tapes - Shore | 0.769 | 10.137 |
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| Mu - Too Bright | 5.853 | 13.135 |
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| Nerve 9 - Pray For The Rain | 6.425 | 14.427 |
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| PR - Happy Daze | 0 | 51.092 |
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| PR - Oh No | 0 | 9.021 |
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| Punkdisco - Oral Hygiene | 5.725 | 17.681 |
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| Raft Monk - Tiring | 2.378 | 9.244 |
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| Sambasevam Shanmugam - Kaathaadi | 8.164 | 10.588 |
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| Secretariat - Borderline | 5.522 | 10.817 |
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| Secretariat - Over The Top | 7.859 | 14.996 |
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| Side Effects Project - Sing With Me | 11.197 | 12.63 |
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| Signe Jakobsen - What Have You Done To Me | 7.685 | 11.013 |
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| Skelpolu - Resurrection | 0 | 7.603 |
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| Speak Softly - Broken Man | 3.997 | 14.516 |
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| Speak Softly - Like Horses | 6.462 | 9.426 |
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| The Doppler Shift - Atrophy | 0.711 | 14.241 |
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| The Easton Ellises - Falcon 69 | 2.401 | 7.889 |
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| The Easton Ellises (Baumi) - SDRNR | 1.479 | 7.948 |
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| The Long Wait - Dark Horses | 6.53 | 12.661 |
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| The Mountaineering Club - Mallory | 10.665 | 15.311 |
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| The Sunshine Garcia Band - For I Am The Moon | 9.591 | 13.297 |
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| Timboz - Pony | 4.025 | 14.271 |
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| Tom McKenzie - Directions | 8.031 | 16.129 |
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| Triviul feat. The Fiend - Widow | 7.061 | 8.168 |
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| We Fell From The Sky - Not You | 3.862 | 11.685 |
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| Zeno - Signs | 6.364 | 11.552 |
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| **Total (median over frames, median over tracks)** | **6.338** | **12.194** |
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---
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tags:
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- pytorch_model_hub_mixin
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- model_hub_mixin
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---
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This model has been pushed to the Hub using the [PytorchModelHubMixin](https://huggingface.co/docs/huggingface_hub/package_reference/mixins#huggingface_hub.PyTorchModelHubMixin) integration:
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- Library: [More Information Needed]
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- Docs: [More Information Needed]
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