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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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+ - Libri1Mix
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+ - enh_single
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+ license: CC BY-NC 4.0
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+ inference: false
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+ ---
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+
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+ ## Asteroid model `JorisCos/DPTNet_Libri1Mix_enhsignle_16k`
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+
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+ Description:
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+
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+ This model was trained by Joris Cosentino using the librimix recipe in [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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+
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+ Training config:
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+
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+ ```yml
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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-360
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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: 64
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+ stride: 8
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+ masknet:
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+ bidirectional: true
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+ chunk_size: 100
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+ dropout: 0
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+ ff_activation: relu
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+ ff_hid: 256
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+ hop_size: 50
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+ in_chan: 64
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+ mask_act: sigmoid
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+ n_repeats: 2
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+ n_src: 1
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+ norm_type: gLN
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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: 1.0e-05
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+ scheduler:
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+ d_model: 64
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+ steps_per_epoch: 10000
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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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+ gradient_clipping: 5
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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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+
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+ On Libri1Mix min test set :
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+ ```yml
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+ si_sdr: 14.829670037349064,
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+ si_sdr_imp: 11.379888731489366,
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+ sdr: 15.395712644737149,
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+ sdr_imp: 11.893049845524112,
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+ sir: Infinity,
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+ sir_imp: NaN,
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+ sar: 15.395712644737149,
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+ sar_imp: 11.893049845524112,
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+ stoi: 0.9301948391058859,
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+ stoi_imp: 0.13427501556534832
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+ ```
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+
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+
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+ License notice:
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+
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+ This work "DPTNet_Libri1Mix_enhsignle_16k" is a derivative of [LibriSpeech ASR corpus](http://www.openslr.org/12) by Vassil Panayotov,
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+ used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/); of The WSJ0 Hipster Ambient Mixtures
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+ dataset by [Whisper.ai](http://wham.whisper.ai/), used under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) (Research only).
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+ "DPTNet_Libri1Mix_enhsignle_16k" is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/) by Joris Cosentino
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+ size 11437018