Commit
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9ee95da
1
Parent(s):
dc36d06
Model release: v1
Browse files- README.md +105 -0
- pytorch.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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- DAMP-VSEP (English+Non-English training set)
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- Singing/Accompaniment Separation
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license: Restricted License
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---
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## Description:
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This model was trained by Gerardo Roa using the dampvsep recipe in Asteroid.
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It was trained on the singing/accompaniment task of the DAMP-VSEP dataset.
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## Training config:
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```yaml
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data:
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channels: 1
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emb_model: 'no'
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metadata_path: metadata
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mixture: remix
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root_path: /fastdata/acp13gr/DAMP/DAMP-VSEP
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sample_rate: 16000
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train_set: english_nonenglish
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filterbank:
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kernel_size: 20
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n_filters: 256
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stride: 10
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main_args:
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exp_dir: exp/train_convtasnet_remix-no-0.0-english_nonenglish-0.0005-jade
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help: null
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masknet:
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bn_chan: 256
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conv_kernel_size: 3
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hid_chan: 512
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mask_act: relu
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n_blocks: 10
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n_repeats: 4
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n_src: 2
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norm_type: gLN
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skip_chan: 256
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optim:
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lr: 0.0005
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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: 7
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early_stop: true
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epochs: 50
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half_lr: true
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loss_alpha: 0.0
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num_workers: 10
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```
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## Results:
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```yaml
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"si_sdr": 15.111802516750586,
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"si_sdr_imp": 15.178209807687663,
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"si_sdr_s0": 12.160261214703553,
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"si_sdr_s0_imp": 17.434593619085675,
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"si_sdr_s1": 18.063343818797623,
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"si_sdr_s1_imp": 12.92182599628965,
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"sdr": 15.959722569460281,
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"sdr_imp": 14.927002467087567,
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"sdr_s0": 13.270412028426595,
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"sdr_s0_imp": 16.45867572657551,
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"sdr_s1": 18.64903311049397,
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"sdr_s1_imp": 13.39532920759962,
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"sir": 23.935932341084754,
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"sir_imp": 22.903212238712012,
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"sir_s0": 22.30777879911744,
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"sir_s0_imp": 25.49604249726635,
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"sir_s1": 25.56408588305207,
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"sir_s1_imp": 20.310381980157665,
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"sar": 17.174899162445882,
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"sar_imp": -134.47377304178818,
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"sar_s0": 14.268071153965913,
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"sar_s0_imp": -137.38060105026818,
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"sar_s1": 20.081727170925856,
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"sar_s1_imp": -131.56694503330817,
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"stoi": 0.7746496376326059,
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"stoi_imp": 0.19613735629114643,
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"stoi_s0": 0.6611376621212413,
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"stoi_s0_imp": 0.21162695175464794,
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"stoi_s1": 0.8881616131439705,
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"stoi_s1_imp": 0.1806477608276449
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```
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## License notice:
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** This is important, please fill it, if you need help, you can ask on Asteroid's slack.**
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This work "ConvTasNet_DAMPVSEP_EnglishNonEnglish_baseline"
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is a derivative of [DAMP-VSEP](https://zenodo.org/record/3553059) by
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[Smule, Inc](https://www.smule.com/),
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used under [Reastricte License](https://zenodo.org/record/3553059).
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"ConvTasNet_DAMPVSEP_EnglishNonEnglish_baseline"
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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 Gerardo Roa.
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pytorch.bin
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:f77ed26005b8cc6d9b6ca4f313e252b4b80b17378a0097c47eb60811708b75b0
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size 64766287
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