Update README.md

README.md

@@ -3,23 +3,63 @@ tags:
 - audacity
 inference: false
 ---
-This is an Audacity wrapper for the model, forked from the repository JorisCos/ConvTasNet_Libri3Mix_sepnoisy_16k, 
+This is an Audacity wrapper for the model, forked from the repository `JorisCos/ConvTasNet_Libri3Mix_sepnoisy_16k`, 
 This model was trained using the Asteroid library: https://github.com/asteroid-team/asteroid.
 
-metadata:
-{   'author': 'JorisCos',
-    'description': '\
-'
-                   'This model was trained by Joris Cosentino using the '
-                   'librimix recipe in Asteroid. \
-'
-                   'It was trained on the sep_noisy task of the Libri3Mix '
-                   'dataset.\
-',
-    'domain': 'speech separation',
-    'effect': 'source-separation',
-    'id': 'JorisCos/ConvTasNet_Libri3Mix_sepnoisy_16k',
-    'labels': ['source-0', 'source-1', 'source-2'],
-    'multichannel': False,
-    'name': 'ConvTasNet_Libri3Mix_sepnoisy_16k',
-    'sample_rate': 8000}
+The following info was copied directly from `JorisCos/ConvTasNet_Libri3Mix_sepnoisy_16k`: 
+
+Description:
+This model was trained by Joris Cosentino using the librimix recipe in [Asteroid](https://github.com/asteroid-team/asteroid).
+It was trained on the `sep_noisy` task of the Libri3Mix  dataset.
+Training config:
+```yml
+data:
+  n_src: 3
+  sample_rate: 16000
+  segment: 3
+  task: sep_noisy
+  train_dir: data/wav16k/min/train-360
+  valid_dir: data/wav16k/min/dev
+filterbank:
+  kernel_size: 32
+  n_filters: 512
+  stride: 16
+masknet:
+  bn_chan: 128
+  hid_chan: 512
+  mask_act: relu
+  n_blocks: 8
+  n_repeats: 3
+  n_src: 3
+  skip_chan: 128
+optim:
+  lr: 0.001
+  optimizer: adam
+  weight_decay: 0.0
+training:
+  batch_size: 8
+  early_stop: true
+  epochs: 200
+  half_lr: true
+  num_workers: 4
+```
+  
+Results:
+On Libri3Mix min test set :
+```yml
+si_sdr: 5.926151147554517
+si_sdr_imp: 10.282912158535625
+sdr: 6.700975236867358
+sdr_imp: 10.882972447337504
+sir: 15.364110064569388
+sir_imp: 18.574476587171688
+sar: 7.918866830474568
+sar_imp: -0.9638973409971135
+stoi: 0.7713777027310713
+stoi_imp: 0.2078696167973911
+```
+License notice:
+This work "ConvTasNet_Libri3Mix_sepnoisy_16k" is a derivative of [LibriSpeech ASR corpus](http://www.openslr.org/12) by Vassil Panayotov,
+used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/); of The WSJ0 Hipster Ambient Mixtures 
+dataset by [Whisper.ai](http://wham.whisper.ai/), used under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). 
+"ConvTasNet_Libri3Mix_sepnoisy_16k" is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/) by Joris Cosentino