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--- |
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tags: |
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- asteroid |
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- audio |
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- DPRNNTasNet |
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datasets: |
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- wham |
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- sep_clean |
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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 `mpariente/DPRNNTasNet-ks2_WHAM_sepclean` |
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Imported from [Zenodo](https://zenodo.org/record/3862942) |
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### Description: |
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This model was trained by Manuel Pariente |
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using the wham/DPRNN recipe in [Asteroid](https://github.com/asteroid-team/asteroid). |
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It was trained on the `sep_clean` task of the WHAM! dataset. |
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### Training config: |
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```yaml |
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data: |
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mode: min |
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nondefault_nsrc: None |
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sample_rate: 8000 |
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segment: 2.0 |
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task: sep_clean |
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train_dir: data/wav8k/min/tr |
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valid_dir: data/wav8k/min/cv |
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filterbank: |
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kernel_size: 2 |
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n_filters: 64 |
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stride: 1 |
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main_args: |
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exp_dir: exp/train_dprnn_new/ |
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gpus: -1 |
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help: None |
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masknet: |
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bidirectional: True |
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bn_chan: 128 |
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chunk_size: 250 |
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dropout: 0 |
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hid_size: 128 |
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hop_size: 125 |
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in_chan: 64 |
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mask_act: sigmoid |
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n_repeats: 6 |
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n_src: 2 |
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out_chan: 64 |
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optim: |
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lr: 0.001 |
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optimizer: adam |
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weight_decay: 1e-05 |
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positional arguments: |
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training: |
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batch_size: 3 |
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early_stop: True |
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epochs: 200 |
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gradient_clipping: 5 |
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half_lr: True |
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num_workers: 8 |
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``` |
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### Results: |
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```yaml |
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si_sdr: 19.316743490695334 |
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si_sdr_imp: 19.317895273889842 |
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sdr: 19.68085347190952 |
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sdr_imp: 19.5298092932871 |
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sir: 30.362213998701232 |
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sir_imp: 30.21116982007881 |
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sar: 20.15553251343315 |
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sar_imp: -129.02091762351188 |
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stoi: 0.97772664309074 |
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stoi_imp: 0.23968091518217424 |
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``` |
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### License notice: |
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This work "DPRNNTasNet-ks2_WHAM_sepclean" 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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"DPRNNTasNet-ks2_WHAM_sepclean" 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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