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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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- audio-to-audio |
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datasets: |
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- libri1mix |
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- enh_single |
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license: cc-by-sa-3.0 |
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--- |
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## Asteroid model `mhu-coder/ConvTasNet_Libri1Mix_enhsingle` |
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Imported from [Zenodo](https://zenodo.org/record/4301955#.X9cj98Jw0bY) |
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### Description: |
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This model was trained by Mathieu Hu using the librimix/ConvTasNet recipe in |
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[Asteroid](https://github.com/asteroid-team/asteroid). |
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It was trained on the `enh_single` task of the Libri1Mix 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: 16000 |
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segment: 3 |
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task: enh_single |
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train_dir: data/wav16k/min/train-100 |
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valid_dir: data/wav16k/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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main_args: |
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exp_dir: exp/train_convtasnet_f34664b9 |
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help: None |
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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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positional arguments: |
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training: |
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batch_size: 2 |
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early_stop: True |
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epochs: 200 |
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half_lr: True |
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num_workers: 4 |
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``` |
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### Results: |
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```yaml |
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si_sdr: 13.938355526049932 |
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si_sdr_imp: 10.488574220190232 |
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sdr: 14.567380104207393 |
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sdr_imp: 11.064717304994337 |
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sir: inf |
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sir_imp: nan |
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sar: 14.567380104207393 |
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sar_imp: 11.064717304994337 |
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stoi: 0.9201010933251715 |
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stoi_imp: 0.1241812697846321 |
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``` |
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### License notice: |
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This work "ConvTasNet_Libri1Mx_enhsingle" is a derivative of [CSR-I (WSJ0) Complete](https://catalog.ldc.upenn.edu/LDC93S6A) |
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by [LDC](https://www.ldc.upenn.edu/), used under [LDC User Agreement for |
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Non-Members](https://catalog.ldc.upenn.edu/license/ldc-non-members-agreement.pdf) (Research only). |
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"ConvTasNet_Libri1Mix_enhsingle" is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/) |
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by Mathieu Hu. |
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