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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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+ - Libri3Mix
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+ - sep_clean
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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/ConvTasNet_Libri3Mix_sepclean_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 `sep_clean` task of the Libri3Mix dataset.
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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: 16000
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+ segment: 3
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+ task: sep_clean
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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: 32
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+ n_filters: 512
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+ stride: 16
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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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+ n_src: 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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+ training:
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+ batch_size: 8
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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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+
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+ On Libri3Mix min test set :
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+ ```yaml
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+ 'si_sdr': 8.932601610824145,
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+ 'si_sdr_imp': 12.299341066588594,
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+ 'sdr': 9.557260814240447,
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+ 'sdr_imp': 12.76957128385349,
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+ 'sir': 17.387646884037455,
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+ 'sir_imp': 20.599955591768484,
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+ 'sar': 10.686885056960504,
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+ 'sar_imp': -55.8894643263213,
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+ 'stoi': 0.8481258332025354,
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+ 'stoi_imp': 0.25528367853750356
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+ ```
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+
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+ License notice:
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+
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+ This work "ConvTasNet_Libri3Mix_sepclean_16k"
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+ is a derivative of LibriSpeech ASR corpus by Vassil Panayotov,
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+ used under CC BY 4.0. "ConvTasNet_Libri3Mix_sepclean_16k"
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+ is licensed under Attribution-ShareAlike 3.0 Unported by Cosentino Joris.
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