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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/DCCRNet_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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+ stft_kernel_size: 400
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+ stft_n_filters: 512
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+ stft_stride: 100
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+ masknet:
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+ architecture: DCCRN-CL
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+ n_src: 1
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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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+ training:
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+ batch_size: 12
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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: 13.329767398333798,
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+ si_sdr_imp: 9.879986092474098,
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+ sdr: 13.87279932997016,
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+ sdr_imp: 10.370136530757103,
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+ sir: Infinity,
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+ sir_imp: NaN,
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+ sar: 13.87279932997016,
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+ sar_imp: 10.370136530757103,
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+ stoi: 0.9140907015623948,
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+ stoi_imp: 0.11817087802185405
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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 "DCCRNet_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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+ "DCCRNet_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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