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  1. BS_Chorus_Male-Female_Sucial.ckpt +3 -0
  2. BS_Chorus_Male-Female_Sucial.yaml +125 -0
  3. BS_Vocals_by_Gabox.ckpt +3 -0
  4. BS_Vocals_by_Gabox.yaml +133 -0
BS_Chorus_Male-Female_Sucial.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:123c00786bdbc6bd462dddb35cd21fd6ae99ab8319f93f63a8abc1012e593d94
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+ size 527121477
BS_Chorus_Male-Female_Sucial.yaml ADDED
@@ -0,0 +1,125 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ audio:
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+ chunk_size: 352800
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+ dim_f: 1024
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+ dim_t: 801 # don't work (use in model)
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+ hop_length: 441 # don't work (use in model)
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+ n_fft: 2048
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+ num_channels: 2
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+ sample_rate: 44100
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+ min_mean_abs: 0.000
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+
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+ model:
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+ dim: 384
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+ depth: 8
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+ stereo: true
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+ num_stems: 2
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+ time_transformer_depth: 1
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+ freq_transformer_depth: 1
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+ freqs_per_bands: !!python/tuple
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 4
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+ - 12
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+ - 24
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+ - 24
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+ - 24
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+ - 24
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+ - 24
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+ - 24
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 48
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+ - 128
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+ - 129
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+ dim_head: 64
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+ heads: 8
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+ attn_dropout: 0.0
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+ ff_dropout: 0.0
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+ flash_attn: true
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+ dim_freqs_in: 1025
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+ stft_n_fft: 2048
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+ stft_hop_length: 441
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+ stft_win_length: 2048
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+ stft_normalized: false
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+ mask_estimator_depth: 2
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+ multi_stft_resolution_loss_weight: 1.0
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+ multi_stft_resolutions_window_sizes: !!python/tuple
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+ - 4096
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+ - 2048
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+ - 1024
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+ - 512
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+ - 256
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+ multi_stft_hop_size: 147
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+ multi_stft_normalized: False
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+
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+ training:
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+ batch_size: 1
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+ gradient_accumulation_steps: 1
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+ grad_clip: 0
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+ instruments:
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+ - male
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+ - female
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+ lr: 1.0e-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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+
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+ inference:
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+ batch_size: 1
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+ dim_t: 801
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+ num_overlap: 2
BS_Vocals_by_Gabox.ckpt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:18d58efe5e949e70fab11b875329af6d06ef11ccc29574bfe943fb57cc827f38
3
+ size 639254584
BS_Vocals_by_Gabox.yaml ADDED
@@ -0,0 +1,133 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ audio:
2
+ chunk_size: 352800
3
+ dim_f: 1024
4
+ dim_t: 801 # don't work (use in model)
5
+ hop_length: 441 # don't work (use in model)
6
+ n_fft: 2048
7
+ num_channels: 2
8
+ sample_rate: 44100
9
+ min_mean_abs: 0.001
10
+
11
+ model:
12
+ dim: 512
13
+ depth: 12
14
+ stereo: true
15
+ num_stems: 1
16
+ time_transformer_depth: 1
17
+ freq_transformer_depth: 1
18
+ freqs_per_bands: !!python/tuple
19
+ - 2
20
+ - 2
21
+ - 2
22
+ - 2
23
+ - 2
24
+ - 2
25
+ - 2
26
+ - 2
27
+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 2
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+ - 4
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+ - 4
45
+ - 4
46
+ - 4
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+ - 4
48
+ - 4
49
+ - 4
50
+ - 4
51
+ - 4
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+ - 4
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+ - 4
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+ - 4
55
+ - 12
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+ - 12
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+ - 12
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+ - 12
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+ - 12
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+ - 12
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+ - 12
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+ - 12
63
+ - 24
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+ - 24
65
+ - 24
66
+ - 24
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+ - 24
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+ - 24
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+ - 24
70
+ - 24
71
+ - 48
72
+ - 48
73
+ - 48
74
+ - 48
75
+ - 48
76
+ - 48
77
+ - 48
78
+ - 48
79
+ - 128
80
+ - 129
81
+ dim_head: 64
82
+ heads: 8
83
+ attn_dropout: 0.1
84
+ ff_dropout: 0.1
85
+ flash_attn: true
86
+ dim_freqs_in: 1025
87
+ stft_n_fft: 2048
88
+ stft_hop_length: 441
89
+ stft_win_length: 2048
90
+ stft_normalized: false
91
+ mask_estimator_depth: 2
92
+ multi_stft_resolution_loss_weight: 1.0
93
+ multi_stft_resolutions_window_sizes: !!python/tuple
94
+ - 4096
95
+ - 2048
96
+ - 1024
97
+ - 512
98
+ - 256
99
+ multi_stft_hop_size: 147
100
+ multi_stft_normalized: False
101
+
102
+ training:
103
+ batch_size: 16
104
+ gradient_accumulation_steps: 1
105
+ grad_clip: 0
106
+ instruments:
107
+ - Vocals
108
+ - Instrumental
109
+ lr: 5.0e-05
110
+ patience: 2
111
+ reduce_factor: 0.95
112
+ target_instrument: Vocals
113
+ num_epochs: 1000
114
+ num_steps: 1000
115
+ augmentation: false # enable augmentations by audiomentations and pedalboard
116
+ augmentation_type: simple1
117
+ use_mp3_compress: false # Deprecated
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+ augmentation_mix: true # Mix several stems of the same type with some probability
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+ augmentation_loudness: true # randomly change loudness of each stem
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+ augmentation_loudness_type: 1 # Type 1 or 2
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+ augmentation_loudness_min: 0.5
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+ augmentation_loudness_max: 1.5
123
+ q: 0.95
124
+ coarse_loss_clip: true
125
+ ema_momentum: 0.999
126
+ optimizer: adam
127
+ other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
128
+ use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
129
+
130
+ inference:
131
+ batch_size: 1
132
+ dim_t: 801
133
+ num_overlap: 4