Import from Zenodo: v1
Browse files- README.md +74 -0
- pytorch_model.bin +3 -0
README.md
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---
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tags:
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- asteroid
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- audio
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- ConvTasNet
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datasets:
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- LibriMix
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- enh_single
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license: cc-by-sa-3.0
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inference: false
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---
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## Asteroid model
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Imported from this Zenodo [model page](https://zenodo.org/record/3970768).
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## Description:
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This model was trained by Brij Mohan using the Librimix/ConvTasNet recipe in Asteroid.
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It was trained on the `enh_single` task of the Libri3Mix dataset.
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## Training config:
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```yaml
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data:
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n_src: 1
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sample_rate: 8000
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segment: 3
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task: enh_single
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train_dir: data/wav8k/min/train-360
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valid_dir: data/wav8k/min/dev
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filterbank:
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kernel_size: 16
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n_filters: 512
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stride: 8
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masknet:
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bn_chan: 128
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hid_chan: 512
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mask_act: relu
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n_blocks: 8
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n_repeats: 3
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n_src: 1
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skip_chan: 128
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optim:
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lr: 0.001
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optimizer: adam
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weight_decay: 0.0
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training:
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batch_size: 24
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early_stop: True
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epochs: 200
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half_lr: True
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```
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## Results:
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```yaml
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si_sdr: 14.783675142685572
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si_sdr_imp: 11.464625198953202
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sdr: 15.497505907983102
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sdr_imp: 12.07230150154914
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sar: 15.497505907983102
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sar_imp: 12.07230150154914
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stoi: 0.9270030254700518
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stoi_imp: 0.1320547197597893
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```
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## License notice:
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This work "ConvTasNet_Libri1Mix_enhsingle_8k"
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is a derivative of [LibriSpeech ASR corpus](http://www.openslr.org/12) by
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[Vassil Panayotov](https://github.com/vdp),
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used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
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"ConvTasNet_Libri1Mix_enhsingle_8k"
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is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/)
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by Manuel Pariente.
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pytorch_model.bin
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:2c82d07cfb842778c26eeed222b313fcd9ae2776ce038a26f22dba0b700e597c
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size 20063674
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