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README.md ADDED
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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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+
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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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+
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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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+
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+
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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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+
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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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+
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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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