Bandit_models/checkpoint-multi_fixed.ckpt
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version https://git-lfs.github.com/spec/v1
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size 149133378
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Bandit_models/config_dnr_bandit_bsrnn_multi_mus64.yaml
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name: "MultiMaskMultiSourceBandSplitRNN"
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audio:
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chunk_size: 264600
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num_channels: 2
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sample_rate: 44100
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min_mean_abs: 0.001
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model:
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in_channel: 1
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stems: ['speech', 'music', 'effects']
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band_specs: "musical"
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n_bands: 64
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fs: 44100
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require_no_overlap: false
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require_no_gap: true
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normalize_channel_independently: false
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treat_channel_as_feature: true
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n_sqm_modules: 8
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emb_dim: 128
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rnn_dim: 256
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bidirectional: true
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rnn_type: "GRU"
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mlp_dim: 512
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hidden_activation: "Tanh"
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hidden_activation_kwargs: null
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complex_mask: true
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n_fft: 2048
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win_length: 2048
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hop_length: 512
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window_fn: "hann_window"
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wkwargs: null
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power: null
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center: true
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normalized: true
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pad_mode: "constant"
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onesided: true
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training:
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batch_size: 4
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gradient_accumulation_steps: 4
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grad_clip: 0
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instruments:
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- Speech
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- Music
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- Effects
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lr: 9.0e-05
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patience: 2
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reduce_factor: 0.95
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target_instrument: null
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num_epochs: 1000
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num_steps: 1000
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q: 0.95
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coarse_loss_clip: true
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ema_momentum: 0.999
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optimizer: adam
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other_fix: true # it's needed for checking on multisong dataset if other is actually instrumental
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use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
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augmentations:
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enable: true # enable or disable all augmentations (to fast disable if needed)
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loudness: true # randomly change loudness of each stem on the range (loudness_min; loudness_max)
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loudness_min: 0.5
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loudness_max: 1.5
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mixup: true # mix several stems of same type with some probability (only works for dataset types: 1, 2, 3)
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mixup_probs: !!python/tuple # 2 additional stems of the same type (1st with prob 0.2, 2nd with prob 0.02)
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- 0.2
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- 0.02
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mixup_loudness_min: 0.5
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mixup_loudness_max: 1.5
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all:
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channel_shuffle: 0.5 # Set 0 or lower to disable
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random_inverse: 0.1 # inverse track (better lower probability)
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random_polarity: 0.5 # polarity change (multiply waveform to -1)
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inference:
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batch_size: 1
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dim_t: 256
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num_overlap: 4
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Bandit_models/config_dnr_bandit_v2_mus64.yaml
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cls: Bandit
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audio:
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chunk_size: 384000
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num_channels: 2
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sample_rate: 48000
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min_mean_abs: 0.000
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kwargs:
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in_channels: 1
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| 11 |
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stems: ['speech', 'music', 'sfx']
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| 12 |
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band_type: musical
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| 13 |
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n_bands: 64
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| 14 |
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normalize_channel_independently: false
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| 15 |
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treat_channel_as_feature: true
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| 16 |
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n_sqm_modules: 8
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| 17 |
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emb_dim: 128
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rnn_dim: 256
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bidirectional: true
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| 20 |
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rnn_type: "GRU"
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| 21 |
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mlp_dim: 512
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| 22 |
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hidden_activation: "Tanh"
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| 23 |
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hidden_activation_kwargs:
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| 24 |
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complex_mask: true
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| 25 |
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use_freq_weights: true
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n_fft: 2048
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win_length: 2048
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hop_length: 512
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window_fn: "hann_window"
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wkwargs:
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power:
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center: true
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| 33 |
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normalized: true
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pad_mode: "reflect"
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onesided: true
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training:
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batch_size: 4
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gradient_accumulation_steps: 4
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grad_clip: 0
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| 41 |
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instruments:
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| 42 |
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- Speech
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| 43 |
-
- Music
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| 44 |
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- Sfx
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| 45 |
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lr: 9.0e-05
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| 46 |
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patience: 2
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| 47 |
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reduce_factor: 0.95
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| 48 |
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target_instrument:
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num_epochs: 1000
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| 50 |
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num_steps: 1000
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| 51 |
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q: 0.95
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| 52 |
-
coarse_loss_clip: true
|
| 53 |
-
ema_momentum: 0.999
|
| 54 |
-
optimizer: adam
|
| 55 |
-
other_fix: true # it's needed for checking on multisong dataset if other is actually instrumental
|
| 56 |
-
use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
|
| 57 |
-
|
| 58 |
-
augmentations:
|
| 59 |
-
enable: true # enable or disable all augmentations (to fast disable if needed)
|
| 60 |
-
loudness: true # randomly change loudness of each stem on the range (loudness_min; loudness_max)
|
| 61 |
-
loudness_min: 0.5
|
| 62 |
-
loudness_max: 1.5
|
| 63 |
-
mixup: true # mix several stems of same type with some probability (only works for dataset types: 1, 2, 3)
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| 64 |
-
mixup_probs: !!python/tuple
|
| 65 |
-
# 2 additional stems of the same type (1st with prob 0.2, 2nd with prob 0.02)
|
| 66 |
-
- 0.2
|
| 67 |
-
- 0.02
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| 68 |
-
mixup_loudness_min: 0.5
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| 69 |
-
mixup_loudness_max: 1.5
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| 70 |
-
all:
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| 71 |
-
channel_shuffle: 0.5 # Set 0 or lower to disable
|
| 72 |
-
random_inverse: 0.1 # inverse track (better lower probability)
|
| 73 |
-
random_polarity: 0.5 # polarity change (multiply waveform to -1)
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| 74 |
-
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| 75 |
-
inference:
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| 76 |
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batch_size: 8
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| 77 |
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dim_t: 256
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| 78 |
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num_overlap: 4
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Bandit_models/model_bandit_plus_dnr_sdr_11.47.ckpt
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:c48284779f7d1258a6527d3aaa18a532d45c1f506e2dcc25d5ab179a8c5e2573
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size 148891175
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