Import from Zenodo: v1
Browse files- README.md +77 -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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- sep_noisy
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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/ConvTasNet_Libri3Mix_sep_noisy`
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Imported from [Zenodo](https://zenodo.org/record/4020529)
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## Description:
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This model was trained by Takhir Mirzaev using the Librimix/ConvTasNet recipe in Asteroid.
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It was trained on the `sep_noisy` 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: 3
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sample_rate: 8000
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segment: 3
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task: sep_noisy
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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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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: 4
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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: 6.824750632456865
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si_sdr_imp: 11.234803761803752
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sdr: 7.715799858488098
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sdr_imp: 11.778681386239114
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sir: 16.442141130818637
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sir_imp: 19.527535070051055
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sar: 8.757864265661263
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sar_imp: -0.15657258049670303
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stoi: 0.7854554136619554
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stoi_imp: 0.22267957718163015
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```
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## License notice:
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This work "ConvTasNet_Libri3Mix_sepnoisy"
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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_Libri3Mix_sepnoisy"
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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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version https://git-lfs.github.com/spec/v1
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oid sha256:0627aec1fd07b941dfdf9242e2be46332d047af50b35e5dacb52b44097b699a9
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size 20592186
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