Add files using upload-large-folder tool
Browse files- bs_roformer/bs_4stem_aname_config.yaml +191 -0
- bs_roformer/bs_4stem_zfturbo.ckpt +3 -0
- bs_roformer/bs_4stem_zfturbo_config.yaml +191 -0
- bs_roformer/bs_4stemft_syh99999_config.yaml +191 -0
- bs_roformer/bs_6stem_config.yaml +33 -0
- bs_roformer/bs_6stem_fixed.ckpt +3 -0
- bs_roformer/bs_6stem_fixed_config.yaml +194 -0
- bs_roformer/bs_bass_beatloo_labs_config.yaml +128 -0
- bs_roformer/bs_cr_4stem_zf_turbo_config.yaml +208 -0
- bs_roformer/bs_deverb_256_8_anvuew.ckpt +3 -0
- bs_roformer/bs_deverb_256_8_anvuew_config.yaml +134 -0
- bs_roformer/bs_deverb_384_10_anvuew.ckpt +3 -0
- bs_roformer/bs_deverb_384_10_anvuew_config.yaml +134 -0
- bs_roformer/bs_deverb_room_anvuew.ckpt +3 -0
- bs_roformer/bs_deverb_room_anvuew_config.yaml +127 -0
- bs_roformer/bs_drums_beatloo_labs.ckpt +3 -0
- bs_roformer/bs_drums_beatloo_labs_config.yaml +128 -0
- bs_roformer/bs_inst_fno_unwa.ckpt +3 -0
- bs_roformer/bs_inst_fno_unwa_config.yaml +134 -0
- bs_roformer/bs_inst_hyperace2_unwa_config.yaml +127 -0
- bs_roformer/bs_inst_hyperace_unwa_config.yaml +127 -0
- bs_roformer/bs_karaoke_anvuew.ckpt +3 -0
- bs_roformer/bs_karaoke_anvuew_config.yaml +126 -0
- bs_roformer/bs_karaoke_becruily.ckpt +3 -0
- bs_roformer/bs_karaoke_becruily_config.yaml +125 -0
- bs_roformer/bs_karaoke_gabox.ckpt +3 -0
- bs_roformer/bs_karaoke_gabox_config.yaml +127 -0
- bs_roformer/bs_logic_6stem_config.yaml +194 -0
- bs_roformer/bs_male_female_146_sucial_config.yaml +123 -0
- bs_roformer/bs_male_female_267_sucial.ckpt +3 -0
- bs_roformer/bs_male_female_267_sucial_config.yaml +123 -0
- bs_roformer/bs_male_female_aufr33_config.yaml +123 -0
- bs_roformer/bs_other_viperx.ckpt +3 -0
- bs_roformer/bs_other_viperx_config.yaml +134 -0
- bs_roformer/bs_resurrection_inst_unwa.ckpt +3 -0
- bs_roformer/bs_resurrection_inst_unwa_config.yaml +135 -0
- bs_roformer/bs_resurrection_unwa.ckpt +3 -0
- bs_roformer/bs_resurrection_unwa_config.yaml +135 -0
- bs_roformer/bs_revive1_unwa_config.yaml +131 -0
- bs_roformer/bs_revive2_unwa.ckpt +3 -0
- bs_roformer/bs_revive2_unwa_config.yaml +131 -0
- bs_roformer/bs_revive3e_unwa.ckpt +3 -0
- bs_roformer/bs_revive3e_unwa_config.yaml +131 -0
- bs_roformer/bs_voc_hyperace2_unwa_config.yaml +127 -0
- bs_roformer/bs_vocals_1296_viperx.ckpt +3 -0
- bs_roformer/bs_vocals_1296_viperx_config.yaml +130 -0
- bs_roformer/bs_vocals_anvuew.ckpt +3 -0
- bs_roformer/bs_vocals_anvuew_config.yaml +126 -0
- bs_roformer/bs_voctest_gabox.ckpt +3 -0
- bs_roformer/bs_voctest_gabox_config.yaml +130 -0
bs_roformer/bs_4stem_aname_config.yaml
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| 1 |
+
audio:
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| 2 |
+
chunk_size: 485100
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| 3 |
+
dim_f: 1024
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| 4 |
+
dim_t: 801
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| 5 |
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hop_length: 441
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| 6 |
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n_fft: 2048
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| 7 |
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num_channels: 2
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| 8 |
+
sample_rate: 44100
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| 9 |
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min_mean_abs: 0.0
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| 10 |
+
model:
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| 11 |
+
dim: 384
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| 12 |
+
depth: 8
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| 13 |
+
stereo: true
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| 14 |
+
num_stems: 4
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| 15 |
+
time_transformer_depth: 1
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| 16 |
+
freq_transformer_depth: 1
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| 17 |
+
linear_transformer_depth: 0
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| 18 |
+
freqs_per_bands: !!python/tuple
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- 2
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dim_head: 64
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heads: 8
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attn_dropout: 0.1
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ff_dropout: 0.1
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flash_attn: true
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| 86 |
+
dim_freqs_in: 1025
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| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 441
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| 89 |
+
stft_win_length: 2048
|
| 90 |
+
stft_normalized: false
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| 91 |
+
mask_estimator_depth: 2
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| 92 |
+
multi_stft_resolution_loss_weight: 1.0
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| 93 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
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| 94 |
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- 4096
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| 95 |
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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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| 100 |
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multi_stft_normalized: false
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| 101 |
+
mlp_expansion_factor: 2
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 1
|
| 106 |
+
gradient_accumulation_steps: 16
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- drums
|
| 110 |
+
- bass
|
| 111 |
+
- other
|
| 112 |
+
- vocals
|
| 113 |
+
patience: 3
|
| 114 |
+
reduce_factor: 0.95
|
| 115 |
+
target_instrument: null
|
| 116 |
+
num_epochs: 10000
|
| 117 |
+
num_steps: 100
|
| 118 |
+
augmentation: true
|
| 119 |
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augmentation_type: simple1
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| 120 |
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use_mp3_compress: false
|
| 121 |
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augmentation_mix: true
|
| 122 |
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augmentation_loudness: true
|
| 123 |
+
augmentation_loudness_type: 1
|
| 124 |
+
augmentation_loudness_min: 0.25
|
| 125 |
+
augmentation_loudness_max: 2
|
| 126 |
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q: 0.95
|
| 127 |
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coarse_loss_clip: true
|
| 128 |
+
ema_momentum: 0.999
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| 129 |
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optimizer: prodigy
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| 130 |
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lr: 1.0
|
| 131 |
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other_fix: false
|
| 132 |
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use_amp: true
|
| 133 |
+
augmentations:
|
| 134 |
+
enable: true
|
| 135 |
+
loudness: true
|
| 136 |
+
loudness_min: 0.5
|
| 137 |
+
loudness_max: 1.5
|
| 138 |
+
mixup: true
|
| 139 |
+
mixup_probs: !!python/tuple
|
| 140 |
+
- 0.2
|
| 141 |
+
- 0.02
|
| 142 |
+
mixup_loudness_min: 0.5
|
| 143 |
+
mixup_loudness_max: 1.5
|
| 144 |
+
all:
|
| 145 |
+
channel_shuffle: 0.5
|
| 146 |
+
random_inverse: 0.1
|
| 147 |
+
random_polarity: 0.5
|
| 148 |
+
vocals:
|
| 149 |
+
pitch_shift: 0.1
|
| 150 |
+
pitch_shift_min_semitones: -5
|
| 151 |
+
pitch_shift_max_semitones: 5
|
| 152 |
+
seven_band_parametric_eq: 0.1
|
| 153 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 154 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 155 |
+
tanh_distortion: 0.1
|
| 156 |
+
tanh_distortion_min: 0.1
|
| 157 |
+
tanh_distortion_max: 0.7
|
| 158 |
+
bass:
|
| 159 |
+
pitch_shift: 0.1
|
| 160 |
+
pitch_shift_min_semitones: -2
|
| 161 |
+
pitch_shift_max_semitones: 2
|
| 162 |
+
seven_band_parametric_eq: 0.1
|
| 163 |
+
seven_band_parametric_eq_min_gain_db: -3
|
| 164 |
+
seven_band_parametric_eq_max_gain_db: 6
|
| 165 |
+
tanh_distortion: 0.1
|
| 166 |
+
tanh_distortion_min: 0.1
|
| 167 |
+
tanh_distortion_max: 0.5
|
| 168 |
+
drums:
|
| 169 |
+
pitch_shift: 0.1
|
| 170 |
+
pitch_shift_min_semitones: -5
|
| 171 |
+
pitch_shift_max_semitones: 5
|
| 172 |
+
seven_band_parametric_eq: 0.1
|
| 173 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 174 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 175 |
+
tanh_distortion: 0.1
|
| 176 |
+
tanh_distortion_min: 0.1
|
| 177 |
+
tanh_distortion_max: 0.6
|
| 178 |
+
other:
|
| 179 |
+
pitch_shift: 0.1
|
| 180 |
+
pitch_shift_min_semitones: -4
|
| 181 |
+
pitch_shift_max_semitones: 4
|
| 182 |
+
gaussian_noise: 0.1
|
| 183 |
+
gaussian_noise_min_amplitude: 0.001
|
| 184 |
+
gaussian_noise_max_amplitude: 0.015
|
| 185 |
+
time_stretch: 0.1
|
| 186 |
+
time_stretch_min_rate: 0.8
|
| 187 |
+
time_stretch_max_rate: 1.25
|
| 188 |
+
inference:
|
| 189 |
+
batch_size: 1
|
| 190 |
+
dim_t: 1101
|
| 191 |
+
num_overlap: 2
|
bs_roformer/bs_4stem_zfturbo.ckpt
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3e9daecd70aaed5b5a0d1f861cc4d77eaa45afb3fc6301b1cf32c1be0f5868fb
|
| 3 |
+
size 527385512
|
bs_roformer/bs_4stem_zfturbo_config.yaml
ADDED
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@@ -0,0 +1,191 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 485100
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 8
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 4
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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 |
+
mlp_expansion_factor: 2
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 2
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- drums
|
| 110 |
+
- bass
|
| 111 |
+
- other
|
| 112 |
+
- vocals
|
| 113 |
+
patience: 3
|
| 114 |
+
reduce_factor: 0.95
|
| 115 |
+
target_instrument: null
|
| 116 |
+
num_epochs: 1000
|
| 117 |
+
num_steps: 1000
|
| 118 |
+
augmentation: false
|
| 119 |
+
augmentation_type: simple1
|
| 120 |
+
use_mp3_compress: false
|
| 121 |
+
augmentation_mix: true
|
| 122 |
+
augmentation_loudness: true
|
| 123 |
+
augmentation_loudness_type: 1
|
| 124 |
+
augmentation_loudness_min: 0.5
|
| 125 |
+
augmentation_loudness_max: 1.5
|
| 126 |
+
q: 0.95
|
| 127 |
+
coarse_loss_clip: true
|
| 128 |
+
ema_momentum: 0.999
|
| 129 |
+
optimizer: adam
|
| 130 |
+
lr: 1.0e-05
|
| 131 |
+
other_fix: false
|
| 132 |
+
use_amp: true
|
| 133 |
+
augmentations:
|
| 134 |
+
enable: true
|
| 135 |
+
loudness: true
|
| 136 |
+
loudness_min: 0.5
|
| 137 |
+
loudness_max: 1.5
|
| 138 |
+
mixup: true
|
| 139 |
+
mixup_probs: !!python/tuple
|
| 140 |
+
- 0.2
|
| 141 |
+
- 0.02
|
| 142 |
+
mixup_loudness_min: 0.5
|
| 143 |
+
mixup_loudness_max: 1.5
|
| 144 |
+
all:
|
| 145 |
+
channel_shuffle: 0.5
|
| 146 |
+
random_inverse: 0.1
|
| 147 |
+
random_polarity: 0.5
|
| 148 |
+
vocals:
|
| 149 |
+
pitch_shift: 0.1
|
| 150 |
+
pitch_shift_min_semitones: -5
|
| 151 |
+
pitch_shift_max_semitones: 5
|
| 152 |
+
seven_band_parametric_eq: 0.1
|
| 153 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 154 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 155 |
+
tanh_distortion: 0.1
|
| 156 |
+
tanh_distortion_min: 0.1
|
| 157 |
+
tanh_distortion_max: 0.7
|
| 158 |
+
bass:
|
| 159 |
+
pitch_shift: 0.1
|
| 160 |
+
pitch_shift_min_semitones: -2
|
| 161 |
+
pitch_shift_max_semitones: 2
|
| 162 |
+
seven_band_parametric_eq: 0.1
|
| 163 |
+
seven_band_parametric_eq_min_gain_db: -3
|
| 164 |
+
seven_band_parametric_eq_max_gain_db: 6
|
| 165 |
+
tanh_distortion: 0.1
|
| 166 |
+
tanh_distortion_min: 0.1
|
| 167 |
+
tanh_distortion_max: 0.5
|
| 168 |
+
drums:
|
| 169 |
+
pitch_shift: 0.1
|
| 170 |
+
pitch_shift_min_semitones: -5
|
| 171 |
+
pitch_shift_max_semitones: 5
|
| 172 |
+
seven_band_parametric_eq: 0.1
|
| 173 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 174 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 175 |
+
tanh_distortion: 0.1
|
| 176 |
+
tanh_distortion_min: 0.1
|
| 177 |
+
tanh_distortion_max: 0.6
|
| 178 |
+
other:
|
| 179 |
+
pitch_shift: 0.1
|
| 180 |
+
pitch_shift_min_semitones: -4
|
| 181 |
+
pitch_shift_max_semitones: 4
|
| 182 |
+
gaussian_noise: 0.1
|
| 183 |
+
gaussian_noise_min_amplitude: 0.001
|
| 184 |
+
gaussian_noise_max_amplitude: 0.015
|
| 185 |
+
time_stretch: 0.1
|
| 186 |
+
time_stretch_min_rate: 0.8
|
| 187 |
+
time_stretch_max_rate: 1.25
|
| 188 |
+
inference:
|
| 189 |
+
batch_size: 1
|
| 190 |
+
dim_t: 1101
|
| 191 |
+
num_overlap: 2
|
bs_roformer/bs_4stemft_syh99999_config.yaml
ADDED
|
@@ -0,0 +1,191 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 485100
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 8
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 4
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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 |
+
mlp_expansion_factor: 2
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 2
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- drums
|
| 110 |
+
- bass
|
| 111 |
+
- other
|
| 112 |
+
- vocals
|
| 113 |
+
patience: 3
|
| 114 |
+
reduce_factor: 0.95
|
| 115 |
+
target_instrument: null
|
| 116 |
+
num_epochs: 1000
|
| 117 |
+
num_steps: 1000
|
| 118 |
+
augmentation: false
|
| 119 |
+
augmentation_type: simple1
|
| 120 |
+
use_mp3_compress: false
|
| 121 |
+
augmentation_mix: true
|
| 122 |
+
augmentation_loudness: true
|
| 123 |
+
augmentation_loudness_type: 1
|
| 124 |
+
augmentation_loudness_min: 0.5
|
| 125 |
+
augmentation_loudness_max: 1.5
|
| 126 |
+
q: 0.95
|
| 127 |
+
coarse_loss_clip: true
|
| 128 |
+
ema_momentum: 0.999
|
| 129 |
+
optimizer: adam
|
| 130 |
+
lr: 1.0e-05
|
| 131 |
+
other_fix: false
|
| 132 |
+
use_amp: true
|
| 133 |
+
augmentations:
|
| 134 |
+
enable: true
|
| 135 |
+
loudness: true
|
| 136 |
+
loudness_min: 0.5
|
| 137 |
+
loudness_max: 1.5
|
| 138 |
+
mixup: true
|
| 139 |
+
mixup_probs: !!python/tuple
|
| 140 |
+
- 0.2
|
| 141 |
+
- 0.02
|
| 142 |
+
mixup_loudness_min: 0.5
|
| 143 |
+
mixup_loudness_max: 1.5
|
| 144 |
+
all:
|
| 145 |
+
channel_shuffle: 0.5
|
| 146 |
+
random_inverse: 0.1
|
| 147 |
+
random_polarity: 0.5
|
| 148 |
+
vocals:
|
| 149 |
+
pitch_shift: 0.1
|
| 150 |
+
pitch_shift_min_semitones: -5
|
| 151 |
+
pitch_shift_max_semitones: 5
|
| 152 |
+
seven_band_parametric_eq: 0.1
|
| 153 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 154 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 155 |
+
tanh_distortion: 0.1
|
| 156 |
+
tanh_distortion_min: 0.1
|
| 157 |
+
tanh_distortion_max: 0.7
|
| 158 |
+
bass:
|
| 159 |
+
pitch_shift: 0.1
|
| 160 |
+
pitch_shift_min_semitones: -2
|
| 161 |
+
pitch_shift_max_semitones: 2
|
| 162 |
+
seven_band_parametric_eq: 0.1
|
| 163 |
+
seven_band_parametric_eq_min_gain_db: -3
|
| 164 |
+
seven_band_parametric_eq_max_gain_db: 6
|
| 165 |
+
tanh_distortion: 0.1
|
| 166 |
+
tanh_distortion_min: 0.1
|
| 167 |
+
tanh_distortion_max: 0.5
|
| 168 |
+
drums:
|
| 169 |
+
pitch_shift: 0.1
|
| 170 |
+
pitch_shift_min_semitones: -5
|
| 171 |
+
pitch_shift_max_semitones: 5
|
| 172 |
+
seven_band_parametric_eq: 0.1
|
| 173 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 174 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 175 |
+
tanh_distortion: 0.1
|
| 176 |
+
tanh_distortion_min: 0.1
|
| 177 |
+
tanh_distortion_max: 0.6
|
| 178 |
+
other:
|
| 179 |
+
pitch_shift: 0.1
|
| 180 |
+
pitch_shift_min_semitones: -4
|
| 181 |
+
pitch_shift_max_semitones: 4
|
| 182 |
+
gaussian_noise: 0.1
|
| 183 |
+
gaussian_noise_min_amplitude: 0.001
|
| 184 |
+
gaussian_noise_max_amplitude: 0.015
|
| 185 |
+
time_stretch: 0.1
|
| 186 |
+
time_stretch_min_rate: 0.8
|
| 187 |
+
time_stretch_max_rate: 1.25
|
| 188 |
+
inference:
|
| 189 |
+
batch_size: 1
|
| 190 |
+
dim_t: 2048
|
| 191 |
+
num_overlap: 2
|
bs_roformer/bs_6stem_config.yaml
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
sw: true
|
| 2 |
+
audio:
|
| 3 |
+
chunk_size: 588800
|
| 4 |
+
dim_f: 1024
|
| 5 |
+
dim_t: 801
|
| 6 |
+
hop_length: 441
|
| 7 |
+
n_fft: 2048
|
| 8 |
+
num_channels: 2
|
| 9 |
+
sample_rate: 44100
|
| 10 |
+
min_mean_abs: 0.0
|
| 11 |
+
model:
|
| 12 |
+
dim: 256
|
| 13 |
+
depth: 12
|
| 14 |
+
stereo: true
|
| 15 |
+
num_stems: 6
|
| 16 |
+
time_transformer_depth: 1
|
| 17 |
+
freq_transformer_depth: 1
|
| 18 |
+
use_shared_bias: true
|
| 19 |
+
training:
|
| 20 |
+
instruments:
|
| 21 |
+
- bass
|
| 22 |
+
- drums
|
| 23 |
+
- other
|
| 24 |
+
- vocals
|
| 25 |
+
- guitar
|
| 26 |
+
- piano
|
| 27 |
+
use_amp: true
|
| 28 |
+
target_instrument: null
|
| 29 |
+
inference:
|
| 30 |
+
batch_size: 1
|
| 31 |
+
dim_t: 1101
|
| 32 |
+
num_overlap: 2
|
| 33 |
+
normalize: false
|
bs_roformer/bs_6stem_fixed.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:24e7d35ee9c64415673d3fd33e06a67cac2c103c5df6267ba1576459c775916e
|
| 3 |
+
size 699412152
|
bs_roformer/bs_6stem_fixed_config.yaml
ADDED
|
@@ -0,0 +1,194 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 588800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 6
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 2
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- bass
|
| 110 |
+
- drums
|
| 111 |
+
- other
|
| 112 |
+
- vocals
|
| 113 |
+
- guitar
|
| 114 |
+
- piano
|
| 115 |
+
patience: 3
|
| 116 |
+
reduce_factor: 0.95
|
| 117 |
+
target_instrument: null
|
| 118 |
+
num_epochs: 1000
|
| 119 |
+
num_steps: 1000
|
| 120 |
+
augmentation: false
|
| 121 |
+
augmentation_type: simple1
|
| 122 |
+
use_mp3_compress: false
|
| 123 |
+
augmentation_mix: true
|
| 124 |
+
augmentation_loudness: true
|
| 125 |
+
augmentation_loudness_type: 1
|
| 126 |
+
augmentation_loudness_min: 0.5
|
| 127 |
+
augmentation_loudness_max: 1.5
|
| 128 |
+
q: 0.95
|
| 129 |
+
coarse_loss_clip: true
|
| 130 |
+
ema_momentum: 0.999
|
| 131 |
+
optimizer: adam
|
| 132 |
+
lr: 1.0e-05
|
| 133 |
+
other_fix: false
|
| 134 |
+
use_amp: true
|
| 135 |
+
augmentations:
|
| 136 |
+
enable: true
|
| 137 |
+
loudness: true
|
| 138 |
+
loudness_min: 0.5
|
| 139 |
+
loudness_max: 1.5
|
| 140 |
+
mixup: true
|
| 141 |
+
mixup_probs: !!python/tuple
|
| 142 |
+
- 0.2
|
| 143 |
+
- 0.02
|
| 144 |
+
mixup_loudness_min: 0.5
|
| 145 |
+
mixup_loudness_max: 1.5
|
| 146 |
+
all:
|
| 147 |
+
channel_shuffle: 0.5
|
| 148 |
+
random_inverse: 0.1
|
| 149 |
+
random_polarity: 0.5
|
| 150 |
+
vocals:
|
| 151 |
+
pitch_shift: 0.1
|
| 152 |
+
pitch_shift_min_semitones: -5
|
| 153 |
+
pitch_shift_max_semitones: 5
|
| 154 |
+
seven_band_parametric_eq: 0.1
|
| 155 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 156 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 157 |
+
tanh_distortion: 0.1
|
| 158 |
+
tanh_distortion_min: 0.1
|
| 159 |
+
tanh_distortion_max: 0.7
|
| 160 |
+
bass:
|
| 161 |
+
pitch_shift: 0.1
|
| 162 |
+
pitch_shift_min_semitones: -2
|
| 163 |
+
pitch_shift_max_semitones: 2
|
| 164 |
+
seven_band_parametric_eq: 0.1
|
| 165 |
+
seven_band_parametric_eq_min_gain_db: -3
|
| 166 |
+
seven_band_parametric_eq_max_gain_db: 6
|
| 167 |
+
tanh_distortion: 0.1
|
| 168 |
+
tanh_distortion_min: 0.1
|
| 169 |
+
tanh_distortion_max: 0.5
|
| 170 |
+
drums:
|
| 171 |
+
pitch_shift: 0.1
|
| 172 |
+
pitch_shift_min_semitones: -5
|
| 173 |
+
pitch_shift_max_semitones: 5
|
| 174 |
+
seven_band_parametric_eq: 0.1
|
| 175 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 176 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 177 |
+
tanh_distortion: 0.1
|
| 178 |
+
tanh_distortion_min: 0.1
|
| 179 |
+
tanh_distortion_max: 0.6
|
| 180 |
+
other:
|
| 181 |
+
pitch_shift: 0.1
|
| 182 |
+
pitch_shift_min_semitones: -4
|
| 183 |
+
pitch_shift_max_semitones: 4
|
| 184 |
+
gaussian_noise: 0.1
|
| 185 |
+
gaussian_noise_min_amplitude: 0.001
|
| 186 |
+
gaussian_noise_max_amplitude: 0.015
|
| 187 |
+
time_stretch: 0.1
|
| 188 |
+
time_stretch_min_rate: 0.8
|
| 189 |
+
time_stretch_max_rate: 1.25
|
| 190 |
+
inference:
|
| 191 |
+
batch_size: 1
|
| 192 |
+
dim_t: 1101
|
| 193 |
+
num_overlap: 2
|
| 194 |
+
normalize: false
|
bs_roformer/bs_bass_beatloo_labs_config.yaml
ADDED
|
@@ -0,0 +1,128 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 131584
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 256
|
| 5 |
+
hop_length: 512
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 192
|
| 12 |
+
depth: 6
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 4
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- bass
|
| 107 |
+
- other
|
| 108 |
+
lr: 5.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: bass
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: false
|
| 119 |
+
use_amp: true
|
| 120 |
+
augmentations:
|
| 121 |
+
enable: true
|
| 122 |
+
loudness: true
|
| 123 |
+
loudness_min: 0.5
|
| 124 |
+
loudness_max: 1.5
|
| 125 |
+
inference:
|
| 126 |
+
batch_size: 1
|
| 127 |
+
dim_t: 256
|
| 128 |
+
num_overlap: 2
|
bs_roformer/bs_cr_4stem_zf_turbo_config.yaml
ADDED
|
@@ -0,0 +1,208 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
conformer: true
|
| 2 |
+
audio:
|
| 3 |
+
chunk_size: 352800
|
| 4 |
+
dim_f: 1024
|
| 5 |
+
dim_t: 256
|
| 6 |
+
hop_length: 441
|
| 7 |
+
n_fft: 2048
|
| 8 |
+
num_channels: 2
|
| 9 |
+
sample_rate: 44100
|
| 10 |
+
min_mean_abs: 0.0
|
| 11 |
+
model:
|
| 12 |
+
dim: 256
|
| 13 |
+
depth: 6
|
| 14 |
+
stereo: true
|
| 15 |
+
num_stems: 4
|
| 16 |
+
time_conformer_depth: 1
|
| 17 |
+
freq_conformer_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
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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
|
| 84 |
+
ff_dropout: 0
|
| 85 |
+
flash_attn: true
|
| 86 |
+
dim_freqs_in: 1025
|
| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 512
|
| 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 |
+
mlp_expansion_factor: 2
|
| 102 |
+
ff_mult: 4
|
| 103 |
+
conv_expansion_factor: 2
|
| 104 |
+
conv_kernel_size: 31
|
| 105 |
+
use_torch_checkpoint: false
|
| 106 |
+
skip_connection: false
|
| 107 |
+
sage_attention: false
|
| 108 |
+
training:
|
| 109 |
+
batch_size: 2
|
| 110 |
+
gradient_accumulation_steps: 1
|
| 111 |
+
grad_clip: 0.0
|
| 112 |
+
instruments:
|
| 113 |
+
- drums
|
| 114 |
+
- bass
|
| 115 |
+
- other
|
| 116 |
+
- vocals
|
| 117 |
+
patience: 3
|
| 118 |
+
reduce_factor: 0.95
|
| 119 |
+
target_instrument: null
|
| 120 |
+
num_epochs: 1000
|
| 121 |
+
num_steps: 1000
|
| 122 |
+
q: 0.95
|
| 123 |
+
coarse_loss_clip: false
|
| 124 |
+
ema_momentum: 0.999
|
| 125 |
+
optimizer: adamw
|
| 126 |
+
lr: 1.0e-05
|
| 127 |
+
other_fix: false
|
| 128 |
+
use_amp: true
|
| 129 |
+
optimizer1:
|
| 130 |
+
muon_group:
|
| 131 |
+
lr: 0.001
|
| 132 |
+
weight_decay: 0.0
|
| 133 |
+
momentum: 0.95
|
| 134 |
+
adam_group:
|
| 135 |
+
lr: 0.0001
|
| 136 |
+
weight_decay: 0.0
|
| 137 |
+
betas:
|
| 138 |
+
- 0.9
|
| 139 |
+
- 0.99
|
| 140 |
+
eps: 1.0e-08
|
| 141 |
+
augmentations:
|
| 142 |
+
enable: true
|
| 143 |
+
loudness: true
|
| 144 |
+
loudness_min: 0.5
|
| 145 |
+
loudness_max: 1.5
|
| 146 |
+
mixup: true
|
| 147 |
+
mixup_probs: !!python/tuple
|
| 148 |
+
- 0.2
|
| 149 |
+
- 0.02
|
| 150 |
+
- 0.002
|
| 151 |
+
- 0.0002
|
| 152 |
+
- 2.0e-05
|
| 153 |
+
mixup_loudness_min: 0.5
|
| 154 |
+
mixup_loudness_max: 1.5
|
| 155 |
+
mp3_compression_on_mixture: 0.1
|
| 156 |
+
mp3_compression_on_mixture_bitrate_min: 32
|
| 157 |
+
mp3_compression_on_mixture_bitrate_max: 320
|
| 158 |
+
mp3_compression_on_mixture_backend: lameenc
|
| 159 |
+
all:
|
| 160 |
+
channel_shuffle: 0.5
|
| 161 |
+
random_inverse: 0.1
|
| 162 |
+
random_polarity: 0.5
|
| 163 |
+
vocals:
|
| 164 |
+
pitch_shift: 0.1
|
| 165 |
+
pitch_shift_min_semitones: -5
|
| 166 |
+
pitch_shift_max_semitones: 5
|
| 167 |
+
seven_band_parametric_eq: 0.1
|
| 168 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 169 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 170 |
+
tanh_distortion: 0.1
|
| 171 |
+
tanh_distortion_min: 0.1
|
| 172 |
+
tanh_distortion_max: 0.7
|
| 173 |
+
bass:
|
| 174 |
+
pitch_shift: 0.1
|
| 175 |
+
pitch_shift_min_semitones: -2
|
| 176 |
+
pitch_shift_max_semitones: 2
|
| 177 |
+
seven_band_parametric_eq: 0.1
|
| 178 |
+
seven_band_parametric_eq_min_gain_db: -3
|
| 179 |
+
seven_band_parametric_eq_max_gain_db: 6
|
| 180 |
+
tanh_distortion: 0.1
|
| 181 |
+
tanh_distortion_min: 0.1
|
| 182 |
+
tanh_distortion_max: 0.5
|
| 183 |
+
drums:
|
| 184 |
+
pitch_shift: 0.1
|
| 185 |
+
pitch_shift_min_semitones: -5
|
| 186 |
+
pitch_shift_max_semitones: 5
|
| 187 |
+
seven_band_parametric_eq: 0.1
|
| 188 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 189 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 190 |
+
tanh_distortion: 0.1
|
| 191 |
+
tanh_distortion_min: 0.1
|
| 192 |
+
tanh_distortion_max: 0.6
|
| 193 |
+
other:
|
| 194 |
+
pitch_shift: 0.1
|
| 195 |
+
pitch_shift_min_semitones: -4
|
| 196 |
+
pitch_shift_max_semitones: 4
|
| 197 |
+
gaussian_noise: 0.1
|
| 198 |
+
gaussian_noise_min_amplitude: 0.001
|
| 199 |
+
gaussian_noise_max_amplitude: 0.015
|
| 200 |
+
time_stretch: 0.1
|
| 201 |
+
time_stretch_min_rate: 0.8
|
| 202 |
+
time_stretch_max_rate: 1.25
|
| 203 |
+
inference:
|
| 204 |
+
chunk_size: 882000
|
| 205 |
+
batch_size: 1
|
| 206 |
+
dim_t: 801
|
| 207 |
+
num_overlap: 2
|
| 208 |
+
normalize: false
|
bs_roformer/bs_deverb_256_8_anvuew.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ee204fc59fa4111674536d47bd1ef3759acb9f7cf5a759ec4b867a828bb76c64
|
| 3 |
+
size 170770820
|
bs_roformer/bs_deverb_256_8_anvuew_config.yaml
ADDED
|
@@ -0,0 +1,134 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352768
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.001
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 8
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- noreverb
|
| 107 |
+
- reverb
|
| 108 |
+
lr: 5.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: noreverb
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 7600
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: false
|
| 119 |
+
use_amp: true
|
| 120 |
+
augmentations:
|
| 121 |
+
enable: true
|
| 122 |
+
loudness: true
|
| 123 |
+
loudness_min: 0.5
|
| 124 |
+
loudness_max: 1.5
|
| 125 |
+
mixup: false
|
| 126 |
+
mixup_probs: !!python/tuple
|
| 127 |
+
- 0.2
|
| 128 |
+
- 0.02
|
| 129 |
+
mixup_loudness_min: 0.5
|
| 130 |
+
mixup_loudness_max: 1.5
|
| 131 |
+
inference:
|
| 132 |
+
batch_size: 1
|
| 133 |
+
dim_t: 801
|
| 134 |
+
num_overlap: 2
|
bs_roformer/bs_deverb_384_10_anvuew.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9c38653aaa5e49f2f7b84dd3be2b6b679e0cbea23978e6b48389ee6f0a914768
|
| 3 |
+
size 361499604
|
bs_roformer/bs_deverb_384_10_anvuew_config.yaml
ADDED
|
@@ -0,0 +1,134 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
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|
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|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352768
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.001
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 10
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- noreverb
|
| 107 |
+
- reverb
|
| 108 |
+
lr: 5.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: noreverb
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: false
|
| 119 |
+
use_amp: true
|
| 120 |
+
augmentations:
|
| 121 |
+
enable: true
|
| 122 |
+
loudness: true
|
| 123 |
+
loudness_min: 0.5
|
| 124 |
+
loudness_max: 1.5
|
| 125 |
+
mixup: false
|
| 126 |
+
mixup_probs: !!python/tuple
|
| 127 |
+
- 0.2
|
| 128 |
+
- 0.02
|
| 129 |
+
mixup_loudness_min: 0.5
|
| 130 |
+
mixup_loudness_max: 1.5
|
| 131 |
+
inference:
|
| 132 |
+
batch_size: 1
|
| 133 |
+
dim_t: 801
|
| 134 |
+
num_overlap: 2
|
bs_roformer/bs_deverb_room_anvuew.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2edec521f09e26341c1923dc82c8c52dbc86478b42b9999f679535743c970cb3
|
| 3 |
+
size 118128452
|
bs_roformer/bs_deverb_room_anvuew_config.yaml
ADDED
|
@@ -0,0 +1,127 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 384000
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 1
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 128
|
| 12 |
+
depth: 16
|
| 13 |
+
stereo: false
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 3
|
| 26 |
+
- 3
|
| 27 |
+
- 3
|
| 28 |
+
- 3
|
| 29 |
+
- 3
|
| 30 |
+
- 4
|
| 31 |
+
- 4
|
| 32 |
+
- 4
|
| 33 |
+
- 4
|
| 34 |
+
- 4
|
| 35 |
+
- 5
|
| 36 |
+
- 5
|
| 37 |
+
- 5
|
| 38 |
+
- 5
|
| 39 |
+
- 6
|
| 40 |
+
- 6
|
| 41 |
+
- 6
|
| 42 |
+
- 6
|
| 43 |
+
- 7
|
| 44 |
+
- 7
|
| 45 |
+
- 7
|
| 46 |
+
- 8
|
| 47 |
+
- 8
|
| 48 |
+
- 8
|
| 49 |
+
- 9
|
| 50 |
+
- 9
|
| 51 |
+
- 10
|
| 52 |
+
- 10
|
| 53 |
+
- 11
|
| 54 |
+
- 12
|
| 55 |
+
- 13
|
| 56 |
+
- 14
|
| 57 |
+
- 15
|
| 58 |
+
- 16
|
| 59 |
+
- 17
|
| 60 |
+
- 18
|
| 61 |
+
- 19
|
| 62 |
+
- 20
|
| 63 |
+
- 21
|
| 64 |
+
- 22
|
| 65 |
+
- 23
|
| 66 |
+
- 24
|
| 67 |
+
- 25
|
| 68 |
+
- 27
|
| 69 |
+
- 29
|
| 70 |
+
- 31
|
| 71 |
+
- 33
|
| 72 |
+
- 35
|
| 73 |
+
- 37
|
| 74 |
+
- 39
|
| 75 |
+
- 41
|
| 76 |
+
- 43
|
| 77 |
+
- 45
|
| 78 |
+
- 48
|
| 79 |
+
- 52
|
| 80 |
+
- 57
|
| 81 |
+
- 64
|
| 82 |
+
dim_head: 16
|
| 83 |
+
heads: 8
|
| 84 |
+
attn_dropout: 0.0
|
| 85 |
+
ff_dropout: 0.0
|
| 86 |
+
flash_attn: true
|
| 87 |
+
dim_freqs_in: 1025
|
| 88 |
+
stft_n_fft: 2048
|
| 89 |
+
stft_hop_length: 512
|
| 90 |
+
stft_win_length: 2048
|
| 91 |
+
stft_normalized: false
|
| 92 |
+
mask_estimator_depth: 3
|
| 93 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 94 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 95 |
+
- 4096
|
| 96 |
+
- 2048
|
| 97 |
+
- 1024
|
| 98 |
+
- 512
|
| 99 |
+
- 256
|
| 100 |
+
multi_stft_hop_size: 147
|
| 101 |
+
multi_stft_normalized: false
|
| 102 |
+
mlp_expansion_factor: 4
|
| 103 |
+
use_torch_checkpoint: true
|
| 104 |
+
skip_connection: false
|
| 105 |
+
training:
|
| 106 |
+
batch_size: 4
|
| 107 |
+
gradient_accumulation_steps: 1
|
| 108 |
+
grad_clip: 1000.0
|
| 109 |
+
instruments:
|
| 110 |
+
- noreverb
|
| 111 |
+
- reverb
|
| 112 |
+
lr: 5.0e-05
|
| 113 |
+
patience: 5
|
| 114 |
+
reduce_factor: 0.75
|
| 115 |
+
target_instrument: noreverb
|
| 116 |
+
num_epochs: 1000
|
| 117 |
+
num_steps: 1000
|
| 118 |
+
q: 0.95
|
| 119 |
+
coarse_loss_clip: true
|
| 120 |
+
ema_momentum: 0.999
|
| 121 |
+
optimizer: adam
|
| 122 |
+
other_fix: false
|
| 123 |
+
use_amp: true
|
| 124 |
+
inference:
|
| 125 |
+
batch_size: 1
|
| 126 |
+
dim_t: 871
|
| 127 |
+
num_overlap: 2
|
bs_roformer/bs_drums_beatloo_labs.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fb534cb6b4b90e7dcbcbb741ba4111393ccf6083b372b554bba7b556121d104e
|
| 3 |
+
size 98603241
|
bs_roformer/bs_drums_beatloo_labs_config.yaml
ADDED
|
@@ -0,0 +1,128 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
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|
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|
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|
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|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 131584
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 256
|
| 5 |
+
hop_length: 512
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 192
|
| 12 |
+
depth: 6
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 4
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- drums
|
| 107 |
+
- other
|
| 108 |
+
lr: 5.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: drums
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: false
|
| 119 |
+
use_amp: true
|
| 120 |
+
augmentations:
|
| 121 |
+
enable: true
|
| 122 |
+
loudness: true
|
| 123 |
+
loudness_min: 0.5
|
| 124 |
+
loudness_max: 1.5
|
| 125 |
+
inference:
|
| 126 |
+
batch_size: 1
|
| 127 |
+
dim_t: 256
|
| 128 |
+
num_overlap: 2
|
bs_roformer/bs_inst_fno_unwa.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f35bf6d87b2863372388e85c2d9679e5b7651e5c2ddd23aab1480f7af10b90ca
|
| 3 |
+
size 332004435
|
bs_roformer/bs_inst_fno_unwa_config.yaml
ADDED
|
@@ -0,0 +1,134 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
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|
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|
|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fno: true
|
| 2 |
+
audio:
|
| 3 |
+
chunk_size: 749259
|
| 4 |
+
dim_f: 1024
|
| 5 |
+
dim_t: 1700
|
| 6 |
+
hop_length: 441
|
| 7 |
+
n_fft: 2048
|
| 8 |
+
num_channels: 2
|
| 9 |
+
sample_rate: 44100
|
| 10 |
+
min_mean_abs: 0.0
|
| 11 |
+
model:
|
| 12 |
+
dim: 256
|
| 13 |
+
depth: 12
|
| 14 |
+
stereo: true
|
| 15 |
+
num_stems: 1
|
| 16 |
+
time_transformer_depth: 1
|
| 17 |
+
freq_transformer_depth: 1
|
| 18 |
+
linear_transformer_depth: 0
|
| 19 |
+
freqs_per_bands: !!python/tuple
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 2
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 4
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 12
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 24
|
| 70 |
+
- 24
|
| 71 |
+
- 24
|
| 72 |
+
- 48
|
| 73 |
+
- 48
|
| 74 |
+
- 48
|
| 75 |
+
- 48
|
| 76 |
+
- 48
|
| 77 |
+
- 48
|
| 78 |
+
- 48
|
| 79 |
+
- 48
|
| 80 |
+
- 128
|
| 81 |
+
- 129
|
| 82 |
+
dim_head: 64
|
| 83 |
+
heads: 8
|
| 84 |
+
attn_dropout: 0.0
|
| 85 |
+
ff_dropout: 0.0
|
| 86 |
+
flash_attn: true
|
| 87 |
+
dim_freqs_in: 1025
|
| 88 |
+
stft_n_fft: 2048
|
| 89 |
+
stft_hop_length: 441
|
| 90 |
+
stft_win_length: 2048
|
| 91 |
+
stft_normalized: false
|
| 92 |
+
mask_estimator_depth: 2
|
| 93 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 94 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 95 |
+
- 4096
|
| 96 |
+
- 2048
|
| 97 |
+
- 1024
|
| 98 |
+
- 512
|
| 99 |
+
- 256
|
| 100 |
+
multi_stft_hop_size: 147
|
| 101 |
+
multi_stft_normalized: false
|
| 102 |
+
mlp_expansion_factor: 4
|
| 103 |
+
training:
|
| 104 |
+
batch_size: 2
|
| 105 |
+
gradient_accumulation_steps: 1
|
| 106 |
+
grad_clip: 0
|
| 107 |
+
instruments:
|
| 108 |
+
- vocals
|
| 109 |
+
- other
|
| 110 |
+
patience: 3
|
| 111 |
+
reduce_factor: 0.95
|
| 112 |
+
target_instrument: other
|
| 113 |
+
num_epochs: 1000
|
| 114 |
+
num_steps: 1000
|
| 115 |
+
augmentation: false
|
| 116 |
+
augmentation_type: simple1
|
| 117 |
+
use_mp3_compress: false
|
| 118 |
+
augmentation_mix: true
|
| 119 |
+
augmentation_loudness: true
|
| 120 |
+
augmentation_loudness_type: 1
|
| 121 |
+
augmentation_loudness_min: 0.5
|
| 122 |
+
augmentation_loudness_max: 1.5
|
| 123 |
+
q: 0.95
|
| 124 |
+
coarse_loss_clip: true
|
| 125 |
+
ema_momentum: 0.999
|
| 126 |
+
optimizer: adam
|
| 127 |
+
lr: 1.0e-05
|
| 128 |
+
other_fix: false
|
| 129 |
+
use_amp: true
|
| 130 |
+
inference:
|
| 131 |
+
batch_size: 1
|
| 132 |
+
dim_t: 1700
|
| 133 |
+
num_overlap: 2
|
| 134 |
+
normalize: false
|
bs_roformer/bs_inst_hyperace2_unwa_config.yaml
ADDED
|
@@ -0,0 +1,127 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
hyperace2: true
|
| 2 |
+
audio:
|
| 3 |
+
chunk_size: 960000
|
| 4 |
+
dim_f: 1024
|
| 5 |
+
dim_t: 801
|
| 6 |
+
hop_length: 441
|
| 7 |
+
n_fft: 2048
|
| 8 |
+
num_channels: 2
|
| 9 |
+
sample_rate: 44100
|
| 10 |
+
min_mean_abs: 0.0001
|
| 11 |
+
model:
|
| 12 |
+
dim: 256
|
| 13 |
+
depth: 12
|
| 14 |
+
stereo: true
|
| 15 |
+
num_stems: 1
|
| 16 |
+
time_transformer_depth: 1
|
| 17 |
+
freq_transformer_depth: 1
|
| 18 |
+
linear_transformer_depth: 0
|
| 19 |
+
freqs_per_bands: !!python/tuple
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 2
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 4
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 12
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 24
|
| 70 |
+
- 24
|
| 71 |
+
- 24
|
| 72 |
+
- 48
|
| 73 |
+
- 48
|
| 74 |
+
- 48
|
| 75 |
+
- 48
|
| 76 |
+
- 48
|
| 77 |
+
- 48
|
| 78 |
+
- 48
|
| 79 |
+
- 48
|
| 80 |
+
- 128
|
| 81 |
+
- 129
|
| 82 |
+
dim_head: 64
|
| 83 |
+
heads: 8
|
| 84 |
+
attn_dropout: 0.0
|
| 85 |
+
ff_dropout: 0.0
|
| 86 |
+
flash_attn: true
|
| 87 |
+
dim_freqs_in: 1025
|
| 88 |
+
stft_n_fft: 2048
|
| 89 |
+
stft_hop_length: 512
|
| 90 |
+
stft_win_length: 2048
|
| 91 |
+
stft_normalized: false
|
| 92 |
+
mask_estimator_depth: 2
|
| 93 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 94 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 95 |
+
- 4096
|
| 96 |
+
- 2048
|
| 97 |
+
- 1024
|
| 98 |
+
- 512
|
| 99 |
+
- 256
|
| 100 |
+
multi_stft_hop_size: 147
|
| 101 |
+
multi_stft_normalized: false
|
| 102 |
+
mlp_expansion_factor: 4
|
| 103 |
+
use_torch_checkpoint: true
|
| 104 |
+
skip_connection: false
|
| 105 |
+
training:
|
| 106 |
+
batch_size: 1
|
| 107 |
+
gradient_accumulation_steps: 1
|
| 108 |
+
grad_clip: 0
|
| 109 |
+
instruments:
|
| 110 |
+
- vocals
|
| 111 |
+
- instrument
|
| 112 |
+
lr: 1.0e-05
|
| 113 |
+
patience: 5
|
| 114 |
+
reduce_factor: 0.9
|
| 115 |
+
target_instrument: instrument
|
| 116 |
+
num_epochs: 1000
|
| 117 |
+
num_steps: 1000
|
| 118 |
+
q: 0.95
|
| 119 |
+
coarse_loss_clip: true
|
| 120 |
+
ema_momentum: 0.999
|
| 121 |
+
optimizer: adam
|
| 122 |
+
other_fix: false
|
| 123 |
+
use_amp: true
|
| 124 |
+
inference:
|
| 125 |
+
batch_size: 1
|
| 126 |
+
dim_t: 1876
|
| 127 |
+
num_overlap: 2
|
bs_roformer/bs_inst_hyperace_unwa_config.yaml
ADDED
|
@@ -0,0 +1,127 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
hyperace: true
|
| 2 |
+
audio:
|
| 3 |
+
chunk_size: 960000
|
| 4 |
+
dim_f: 1024
|
| 5 |
+
dim_t: 801
|
| 6 |
+
hop_length: 441
|
| 7 |
+
n_fft: 2048
|
| 8 |
+
num_channels: 2
|
| 9 |
+
sample_rate: 44100
|
| 10 |
+
min_mean_abs: 0.0001
|
| 11 |
+
model:
|
| 12 |
+
dim: 256
|
| 13 |
+
depth: 12
|
| 14 |
+
stereo: true
|
| 15 |
+
num_stems: 1
|
| 16 |
+
time_transformer_depth: 1
|
| 17 |
+
freq_transformer_depth: 1
|
| 18 |
+
linear_transformer_depth: 0
|
| 19 |
+
freqs_per_bands: !!python/tuple
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 2
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 4
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 12
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 24
|
| 70 |
+
- 24
|
| 71 |
+
- 24
|
| 72 |
+
- 48
|
| 73 |
+
- 48
|
| 74 |
+
- 48
|
| 75 |
+
- 48
|
| 76 |
+
- 48
|
| 77 |
+
- 48
|
| 78 |
+
- 48
|
| 79 |
+
- 48
|
| 80 |
+
- 128
|
| 81 |
+
- 129
|
| 82 |
+
dim_head: 64
|
| 83 |
+
heads: 8
|
| 84 |
+
attn_dropout: 0.0
|
| 85 |
+
ff_dropout: 0.0
|
| 86 |
+
flash_attn: true
|
| 87 |
+
dim_freqs_in: 1025
|
| 88 |
+
stft_n_fft: 2048
|
| 89 |
+
stft_hop_length: 512
|
| 90 |
+
stft_win_length: 2048
|
| 91 |
+
stft_normalized: false
|
| 92 |
+
mask_estimator_depth: 2
|
| 93 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 94 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 95 |
+
- 4096
|
| 96 |
+
- 2048
|
| 97 |
+
- 1024
|
| 98 |
+
- 512
|
| 99 |
+
- 256
|
| 100 |
+
multi_stft_hop_size: 147
|
| 101 |
+
multi_stft_normalized: false
|
| 102 |
+
mlp_expansion_factor: 4
|
| 103 |
+
use_torch_checkpoint: true
|
| 104 |
+
skip_connection: false
|
| 105 |
+
training:
|
| 106 |
+
batch_size: 1
|
| 107 |
+
gradient_accumulation_steps: 1
|
| 108 |
+
grad_clip: 0
|
| 109 |
+
instruments:
|
| 110 |
+
- vocals
|
| 111 |
+
- instrument
|
| 112 |
+
lr: 1.0e-05
|
| 113 |
+
patience: 5
|
| 114 |
+
reduce_factor: 0.9
|
| 115 |
+
target_instrument: instrument
|
| 116 |
+
num_epochs: 1000
|
| 117 |
+
num_steps: 1000
|
| 118 |
+
q: 0.95
|
| 119 |
+
coarse_loss_clip: true
|
| 120 |
+
ema_momentum: 0.999
|
| 121 |
+
optimizer: adam
|
| 122 |
+
other_fix: false
|
| 123 |
+
use_amp: true
|
| 124 |
+
inference:
|
| 125 |
+
batch_size: 1
|
| 126 |
+
dim_t: 1876
|
| 127 |
+
num_overlap: 2
|
bs_roformer/bs_karaoke_anvuew.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:206d04757cb5f75ca3b55f8a0a48f5c26aa2351d4ff3c7adbfc9affa30ea3ae4
|
| 3 |
+
size 204486925
|
bs_roformer/bs_karaoke_anvuew_config.yaml
ADDED
|
@@ -0,0 +1,126 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 640000
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 85 |
+
flash_attn: true
|
| 86 |
+
dim_freqs_in: 1025
|
| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: true
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 1
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- Vocals
|
| 110 |
+
- Instrumental
|
| 111 |
+
lr: 5.0e-05
|
| 112 |
+
patience: 7
|
| 113 |
+
reduce_factor: 0.75
|
| 114 |
+
target_instrument: Vocals
|
| 115 |
+
num_epochs: 1000
|
| 116 |
+
num_steps: 1000
|
| 117 |
+
q: 0.95
|
| 118 |
+
coarse_loss_clip: true
|
| 119 |
+
ema_momentum: 0.999
|
| 120 |
+
optimizer: adam
|
| 121 |
+
other_fix: false
|
| 122 |
+
use_amp: true
|
| 123 |
+
inference:
|
| 124 |
+
batch_size: 1
|
| 125 |
+
dim_t: 1251
|
| 126 |
+
num_overlap: 2
|
bs_roformer/bs_karaoke_becruily.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eb90ee24c1154d83fbcfd27e96182f19e061557cc6e4746953125e08c29389f9
|
| 3 |
+
size 204436907
|
bs_roformer/bs_karaoke_becruily_config.yaml
ADDED
|
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 882000
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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
|
| 84 |
+
ff_dropout: 0
|
| 85 |
+
flash_attn: true
|
| 86 |
+
dim_freqs_in: 1025
|
| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
training:
|
| 103 |
+
batch_size: 1
|
| 104 |
+
gradient_accumulation_steps: 1
|
| 105 |
+
grad_clip: 0
|
| 106 |
+
instruments:
|
| 107 |
+
- Vocals
|
| 108 |
+
- Instrumental
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: Vocals
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
lr: 1.0e-05
|
| 119 |
+
other_fix: false
|
| 120 |
+
use_amp: true
|
| 121 |
+
inference:
|
| 122 |
+
batch_size: 1
|
| 123 |
+
dim_t: 2001
|
| 124 |
+
num_overlap: 2
|
| 125 |
+
normalize: false
|
bs_roformer/bs_karaoke_gabox.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:db8357825398d4231031ad1ab4aa12a94bcaad8d67e8ce5e4b3c5b48fdee1d4f
|
| 3 |
+
size 204483448
|
bs_roformer/bs_karaoke_gabox_config.yaml
ADDED
|
@@ -0,0 +1,127 @@
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| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
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- 2
|
| 26 |
+
- 2
|
| 27 |
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- 2
|
| 28 |
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- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
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- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 85 |
+
flash_attn: true
|
| 86 |
+
dim_freqs_in: 1025
|
| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: true
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 1
|
| 106 |
+
gradient_accumulation_steps: 999
|
| 107 |
+
grad_clip: 1
|
| 108 |
+
instruments:
|
| 109 |
+
- vocals
|
| 110 |
+
- other
|
| 111 |
+
lr: 1.0e-05
|
| 112 |
+
patience: 1000000
|
| 113 |
+
reduce_factor: 0.75
|
| 114 |
+
target_instrument: vocals
|
| 115 |
+
num_epochs: 1000
|
| 116 |
+
num_steps: 1000
|
| 117 |
+
q: 0.95
|
| 118 |
+
coarse_loss_clip: true
|
| 119 |
+
ema_momentum: 0.999
|
| 120 |
+
optimizer: Fira
|
| 121 |
+
other_fix: true
|
| 122 |
+
use_amp: true
|
| 123 |
+
use_torch_checkpoint: true
|
| 124 |
+
inference:
|
| 125 |
+
batch_size: 1
|
| 126 |
+
dim_t: 1251
|
| 127 |
+
num_overlap: 2
|
bs_roformer/bs_logic_6stem_config.yaml
ADDED
|
@@ -0,0 +1,194 @@
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|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 588800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 6
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 2
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- bass
|
| 110 |
+
- drums
|
| 111 |
+
- other
|
| 112 |
+
- vocals
|
| 113 |
+
- guitar
|
| 114 |
+
- piano
|
| 115 |
+
patience: 3
|
| 116 |
+
reduce_factor: 0.95
|
| 117 |
+
target_instrument: null
|
| 118 |
+
num_epochs: 1000
|
| 119 |
+
num_steps: 1000
|
| 120 |
+
augmentation: false
|
| 121 |
+
augmentation_type: simple1
|
| 122 |
+
use_mp3_compress: false
|
| 123 |
+
augmentation_mix: true
|
| 124 |
+
augmentation_loudness: true
|
| 125 |
+
augmentation_loudness_type: 1
|
| 126 |
+
augmentation_loudness_min: 0.5
|
| 127 |
+
augmentation_loudness_max: 1.5
|
| 128 |
+
q: 0.95
|
| 129 |
+
coarse_loss_clip: true
|
| 130 |
+
ema_momentum: 0.999
|
| 131 |
+
optimizer: adam
|
| 132 |
+
lr: 1.0e-05
|
| 133 |
+
other_fix: false
|
| 134 |
+
use_amp: true
|
| 135 |
+
augmentations:
|
| 136 |
+
enable: true
|
| 137 |
+
loudness: true
|
| 138 |
+
loudness_min: 0.5
|
| 139 |
+
loudness_max: 1.5
|
| 140 |
+
mixup: true
|
| 141 |
+
mixup_probs: !!python/tuple
|
| 142 |
+
- 0.2
|
| 143 |
+
- 0.02
|
| 144 |
+
mixup_loudness_min: 0.5
|
| 145 |
+
mixup_loudness_max: 1.5
|
| 146 |
+
all:
|
| 147 |
+
channel_shuffle: 0.5
|
| 148 |
+
random_inverse: 0.1
|
| 149 |
+
random_polarity: 0.5
|
| 150 |
+
vocals:
|
| 151 |
+
pitch_shift: 0.1
|
| 152 |
+
pitch_shift_min_semitones: -5
|
| 153 |
+
pitch_shift_max_semitones: 5
|
| 154 |
+
seven_band_parametric_eq: 0.1
|
| 155 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 156 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 157 |
+
tanh_distortion: 0.1
|
| 158 |
+
tanh_distortion_min: 0.1
|
| 159 |
+
tanh_distortion_max: 0.7
|
| 160 |
+
bass:
|
| 161 |
+
pitch_shift: 0.1
|
| 162 |
+
pitch_shift_min_semitones: -2
|
| 163 |
+
pitch_shift_max_semitones: 2
|
| 164 |
+
seven_band_parametric_eq: 0.1
|
| 165 |
+
seven_band_parametric_eq_min_gain_db: -3
|
| 166 |
+
seven_band_parametric_eq_max_gain_db: 6
|
| 167 |
+
tanh_distortion: 0.1
|
| 168 |
+
tanh_distortion_min: 0.1
|
| 169 |
+
tanh_distortion_max: 0.5
|
| 170 |
+
drums:
|
| 171 |
+
pitch_shift: 0.1
|
| 172 |
+
pitch_shift_min_semitones: -5
|
| 173 |
+
pitch_shift_max_semitones: 5
|
| 174 |
+
seven_band_parametric_eq: 0.1
|
| 175 |
+
seven_band_parametric_eq_min_gain_db: -9
|
| 176 |
+
seven_band_parametric_eq_max_gain_db: 9
|
| 177 |
+
tanh_distortion: 0.1
|
| 178 |
+
tanh_distortion_min: 0.1
|
| 179 |
+
tanh_distortion_max: 0.6
|
| 180 |
+
other:
|
| 181 |
+
pitch_shift: 0.1
|
| 182 |
+
pitch_shift_min_semitones: -4
|
| 183 |
+
pitch_shift_max_semitones: 4
|
| 184 |
+
gaussian_noise: 0.1
|
| 185 |
+
gaussian_noise_min_amplitude: 0.001
|
| 186 |
+
gaussian_noise_max_amplitude: 0.015
|
| 187 |
+
time_stretch: 0.1
|
| 188 |
+
time_stretch_min_rate: 0.8
|
| 189 |
+
time_stretch_max_rate: 1.25
|
| 190 |
+
inference:
|
| 191 |
+
batch_size: 1
|
| 192 |
+
dim_t: 1101
|
| 193 |
+
num_overlap: 2
|
| 194 |
+
normalize: false
|
bs_roformer/bs_male_female_146_sucial_config.yaml
ADDED
|
@@ -0,0 +1,123 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 8
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 2
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- male
|
| 107 |
+
- female
|
| 108 |
+
lr: 1.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: null
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: true
|
| 119 |
+
use_amp: true
|
| 120 |
+
inference:
|
| 121 |
+
batch_size: 1
|
| 122 |
+
dim_t: 801
|
| 123 |
+
num_overlap: 2
|
bs_roformer/bs_male_female_267_sucial.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:123c00786bdbc6bd462dddb35cd21fd6ae99ab8319f93f63a8abc1012e593d94
|
| 3 |
+
size 527121477
|
bs_roformer/bs_male_female_267_sucial_config.yaml
ADDED
|
@@ -0,0 +1,123 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 8
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 2
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- male
|
| 107 |
+
- female
|
| 108 |
+
lr: 1.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: null
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: true
|
| 119 |
+
use_amp: true
|
| 120 |
+
inference:
|
| 121 |
+
batch_size: 1
|
| 122 |
+
dim_t: 801
|
| 123 |
+
num_overlap: 2
|
bs_roformer/bs_male_female_aufr33_config.yaml
ADDED
|
@@ -0,0 +1,123 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 8
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 2
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- male
|
| 107 |
+
- female
|
| 108 |
+
lr: 1.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: null
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: true
|
| 119 |
+
use_amp: true
|
| 120 |
+
inference:
|
| 121 |
+
batch_size: 1
|
| 122 |
+
dim_t: 801
|
| 123 |
+
num_overlap: 2
|
bs_roformer/bs_other_viperx.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a2e825a03bc908cb04dbd88eddeefbf5147dd1cf1f95cebf453d9dbfabec494b
|
| 3 |
+
size 393068365
|
bs_roformer/bs_other_viperx_config.yaml
ADDED
|
@@ -0,0 +1,134 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 131584
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 256
|
| 5 |
+
hop_length: 512
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.001
|
| 10 |
+
model:
|
| 11 |
+
dim: 384
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 512
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 4
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- vocals
|
| 107 |
+
- other
|
| 108 |
+
lr: 5.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: other
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
q: 0.95
|
| 115 |
+
coarse_loss_clip: true
|
| 116 |
+
ema_momentum: 0.999
|
| 117 |
+
optimizer: adam
|
| 118 |
+
other_fix: false
|
| 119 |
+
use_amp: true
|
| 120 |
+
augmentations:
|
| 121 |
+
enable: true
|
| 122 |
+
loudness: true
|
| 123 |
+
loudness_min: 0.5
|
| 124 |
+
loudness_max: 1.5
|
| 125 |
+
mixup: true
|
| 126 |
+
mixup_probs: !!python/tuple
|
| 127 |
+
- 0.2
|
| 128 |
+
- 0.02
|
| 129 |
+
mixup_loudness_min: 0.5
|
| 130 |
+
mixup_loudness_max: 1.5
|
| 131 |
+
inference:
|
| 132 |
+
batch_size: 1
|
| 133 |
+
dim_t: 512
|
| 134 |
+
num_overlap: 2
|
bs_roformer/bs_resurrection_inst_unwa.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:16311025a5133ae6411760ccfe9e3e66b31a01d9d8bec0a03fa7ec4bedac7a15
|
| 3 |
+
size 204483033
|
bs_roformer/bs_resurrection_inst_unwa_config.yaml
ADDED
|
@@ -0,0 +1,135 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 749259
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 1700
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 2
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- vocals
|
| 110 |
+
- other
|
| 111 |
+
patience: 3
|
| 112 |
+
reduce_factor: 0.95
|
| 113 |
+
target_instrument: other
|
| 114 |
+
num_epochs: 1000
|
| 115 |
+
num_steps: 1000
|
| 116 |
+
augmentation: false
|
| 117 |
+
augmentation_type: simple1
|
| 118 |
+
use_mp3_compress: false
|
| 119 |
+
augmentation_mix: true
|
| 120 |
+
augmentation_loudness: true
|
| 121 |
+
augmentation_loudness_type: 1
|
| 122 |
+
augmentation_loudness_min: 0.5
|
| 123 |
+
augmentation_loudness_max: 1.5
|
| 124 |
+
q: 0.95
|
| 125 |
+
coarse_loss_clip: true
|
| 126 |
+
ema_momentum: 0.999
|
| 127 |
+
optimizer: adam
|
| 128 |
+
lr: 1.0e-05
|
| 129 |
+
other_fix: false
|
| 130 |
+
use_amp: true
|
| 131 |
+
inference:
|
| 132 |
+
batch_size: 1
|
| 133 |
+
dim_t: 1700
|
| 134 |
+
num_overlap: 2
|
| 135 |
+
normalize: false
|
bs_roformer/bs_resurrection_unwa.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9dbfe5cb572e4ed32a15ec727d7bd06c8d7aba97509e6fda5bc008bb1e0b2dd5
|
| 3 |
+
size 204510749
|
bs_roformer/bs_resurrection_unwa_config.yaml
ADDED
|
@@ -0,0 +1,135 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 785920
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 1536
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 85 |
+
flash_attn: true
|
| 86 |
+
dim_freqs_in: 1025
|
| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: false
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 2
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- vocals
|
| 110 |
+
- other
|
| 111 |
+
patience: 3
|
| 112 |
+
reduce_factor: 0.95
|
| 113 |
+
target_instrument: vocals
|
| 114 |
+
num_epochs: 1000
|
| 115 |
+
num_steps: 1000
|
| 116 |
+
augmentation: false
|
| 117 |
+
augmentation_type: simple1
|
| 118 |
+
use_mp3_compress: false
|
| 119 |
+
augmentation_mix: true
|
| 120 |
+
augmentation_loudness: true
|
| 121 |
+
augmentation_loudness_type: 1
|
| 122 |
+
augmentation_loudness_min: 0.5
|
| 123 |
+
augmentation_loudness_max: 1.5
|
| 124 |
+
q: 0.95
|
| 125 |
+
coarse_loss_clip: true
|
| 126 |
+
ema_momentum: 0.999
|
| 127 |
+
optimizer: adam
|
| 128 |
+
lr: 1.0e-05
|
| 129 |
+
other_fix: false
|
| 130 |
+
use_amp: true
|
| 131 |
+
inference:
|
| 132 |
+
batch_size: 1
|
| 133 |
+
dim_t: 1536
|
| 134 |
+
num_overlap: 2
|
| 135 |
+
normalize: false
|
bs_roformer/bs_revive1_unwa_config.yaml
ADDED
|
@@ -0,0 +1,131 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 485100
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 1101
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 512
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- vocals
|
| 107 |
+
- other
|
| 108 |
+
lr: 1.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: vocals
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
augmentation: false
|
| 115 |
+
augmentation_type: null
|
| 116 |
+
use_mp3_compress: false
|
| 117 |
+
augmentation_mix: false
|
| 118 |
+
augmentation_loudness: false
|
| 119 |
+
augmentation_loudness_type: 1
|
| 120 |
+
augmentation_loudness_min: 0
|
| 121 |
+
augmentation_loudness_max: 0
|
| 122 |
+
q: 0.95
|
| 123 |
+
coarse_loss_clip: false
|
| 124 |
+
ema_momentum: 0.999
|
| 125 |
+
optimizer: adam
|
| 126 |
+
other_fix: true
|
| 127 |
+
use_amp: true
|
| 128 |
+
inference:
|
| 129 |
+
batch_size: 1
|
| 130 |
+
dim_t: 1101
|
| 131 |
+
num_overlap: 2
|
bs_roformer/bs_revive2_unwa.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:58098850c882a7472dad39f99fb8040ce6eaafe671cfe9881d89aea276bbb5f5
|
| 3 |
+
size 639326600
|
bs_roformer/bs_revive2_unwa_config.yaml
ADDED
|
@@ -0,0 +1,131 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 485100
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 1101
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 512
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- vocals
|
| 107 |
+
- other
|
| 108 |
+
lr: 1.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: vocals
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
augmentation: false
|
| 115 |
+
augmentation_type: null
|
| 116 |
+
use_mp3_compress: false
|
| 117 |
+
augmentation_mix: false
|
| 118 |
+
augmentation_loudness: false
|
| 119 |
+
augmentation_loudness_type: 1
|
| 120 |
+
augmentation_loudness_min: 0
|
| 121 |
+
augmentation_loudness_max: 0
|
| 122 |
+
q: 0.95
|
| 123 |
+
coarse_loss_clip: false
|
| 124 |
+
ema_momentum: 0.999
|
| 125 |
+
optimizer: adam
|
| 126 |
+
other_fix: true
|
| 127 |
+
use_amp: true
|
| 128 |
+
inference:
|
| 129 |
+
batch_size: 1
|
| 130 |
+
dim_t: 1101
|
| 131 |
+
num_overlap: 2
|
bs_roformer/bs_revive3e_unwa.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1b0751b9a15c591407c3b77f08eb4ad3005e42e96051f3f2b39760f1130c467b
|
| 3 |
+
size 639326600
|
bs_roformer/bs_revive3e_unwa_config.yaml
ADDED
|
@@ -0,0 +1,131 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 485100
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 1101
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0
|
| 10 |
+
model:
|
| 11 |
+
dim: 512
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 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 |
+
training:
|
| 102 |
+
batch_size: 1
|
| 103 |
+
gradient_accumulation_steps: 1
|
| 104 |
+
grad_clip: 0
|
| 105 |
+
instruments:
|
| 106 |
+
- vocals
|
| 107 |
+
- other
|
| 108 |
+
lr: 1.0e-05
|
| 109 |
+
patience: 2
|
| 110 |
+
reduce_factor: 0.95
|
| 111 |
+
target_instrument: vocals
|
| 112 |
+
num_epochs: 1000
|
| 113 |
+
num_steps: 1000
|
| 114 |
+
augmentation: false
|
| 115 |
+
augmentation_type: null
|
| 116 |
+
use_mp3_compress: false
|
| 117 |
+
augmentation_mix: false
|
| 118 |
+
augmentation_loudness: false
|
| 119 |
+
augmentation_loudness_type: 1
|
| 120 |
+
augmentation_loudness_min: 0
|
| 121 |
+
augmentation_loudness_max: 0
|
| 122 |
+
q: 0.95
|
| 123 |
+
coarse_loss_clip: false
|
| 124 |
+
ema_momentum: 0.999
|
| 125 |
+
optimizer: adam
|
| 126 |
+
other_fix: true
|
| 127 |
+
use_amp: true
|
| 128 |
+
inference:
|
| 129 |
+
batch_size: 1
|
| 130 |
+
dim_t: 1101
|
| 131 |
+
num_overlap: 2
|
bs_roformer/bs_voc_hyperace2_unwa_config.yaml
ADDED
|
@@ -0,0 +1,127 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
|
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|
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|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
hyperace2: true
|
| 2 |
+
audio:
|
| 3 |
+
chunk_size: 960000
|
| 4 |
+
dim_f: 1024
|
| 5 |
+
dim_t: 801
|
| 6 |
+
hop_length: 441
|
| 7 |
+
n_fft: 2048
|
| 8 |
+
num_channels: 2
|
| 9 |
+
sample_rate: 44100
|
| 10 |
+
min_mean_abs: 0.0001
|
| 11 |
+
model:
|
| 12 |
+
dim: 256
|
| 13 |
+
depth: 12
|
| 14 |
+
stereo: true
|
| 15 |
+
num_stems: 1
|
| 16 |
+
time_transformer_depth: 1
|
| 17 |
+
freq_transformer_depth: 1
|
| 18 |
+
linear_transformer_depth: 0
|
| 19 |
+
freqs_per_bands: !!python/tuple
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 2
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 4
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 12
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 24
|
| 70 |
+
- 24
|
| 71 |
+
- 24
|
| 72 |
+
- 48
|
| 73 |
+
- 48
|
| 74 |
+
- 48
|
| 75 |
+
- 48
|
| 76 |
+
- 48
|
| 77 |
+
- 48
|
| 78 |
+
- 48
|
| 79 |
+
- 48
|
| 80 |
+
- 128
|
| 81 |
+
- 129
|
| 82 |
+
dim_head: 64
|
| 83 |
+
heads: 8
|
| 84 |
+
attn_dropout: 0.0
|
| 85 |
+
ff_dropout: 0.0
|
| 86 |
+
flash_attn: true
|
| 87 |
+
dim_freqs_in: 1025
|
| 88 |
+
stft_n_fft: 2048
|
| 89 |
+
stft_hop_length: 512
|
| 90 |
+
stft_win_length: 2048
|
| 91 |
+
stft_normalized: false
|
| 92 |
+
mask_estimator_depth: 2
|
| 93 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 94 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 95 |
+
- 4096
|
| 96 |
+
- 2048
|
| 97 |
+
- 1024
|
| 98 |
+
- 512
|
| 99 |
+
- 256
|
| 100 |
+
multi_stft_hop_size: 147
|
| 101 |
+
multi_stft_normalized: false
|
| 102 |
+
mlp_expansion_factor: 4
|
| 103 |
+
use_torch_checkpoint: true
|
| 104 |
+
skip_connection: false
|
| 105 |
+
training:
|
| 106 |
+
batch_size: 1
|
| 107 |
+
gradient_accumulation_steps: 1
|
| 108 |
+
grad_clip: 0
|
| 109 |
+
instruments:
|
| 110 |
+
- vocals
|
| 111 |
+
- instrument
|
| 112 |
+
lr: 1.0e-05
|
| 113 |
+
patience: 5
|
| 114 |
+
reduce_factor: 0.9
|
| 115 |
+
target_instrument: vocals
|
| 116 |
+
num_epochs: 1000
|
| 117 |
+
num_steps: 1000
|
| 118 |
+
q: 0.95
|
| 119 |
+
coarse_loss_clip: true
|
| 120 |
+
ema_momentum: 0.999
|
| 121 |
+
optimizer: adam
|
| 122 |
+
other_fix: false
|
| 123 |
+
use_amp: true
|
| 124 |
+
inference:
|
| 125 |
+
batch_size: 1
|
| 126 |
+
dim_t: 1876
|
| 127 |
+
num_overlap: 2
|
bs_roformer/bs_vocals_1296_viperx.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f6c94864adfb73bbb0ca58ec14d58dd0b364549e9fb61433ae51916f3e2f8d0b
|
| 3 |
+
size 639317465
|
bs_roformer/bs_vocals_1296_viperx_config.yaml
ADDED
|
@@ -0,0 +1,130 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.001
|
| 10 |
+
model:
|
| 11 |
+
dim: 512
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
freqs_per_bands: !!python/tuple
|
| 18 |
+
- 2
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 4
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 12
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 24
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 24
|
| 70 |
+
- 48
|
| 71 |
+
- 48
|
| 72 |
+
- 48
|
| 73 |
+
- 48
|
| 74 |
+
- 48
|
| 75 |
+
- 48
|
| 76 |
+
- 48
|
| 77 |
+
- 48
|
| 78 |
+
- 128
|
| 79 |
+
- 129
|
| 80 |
+
dim_head: 64
|
| 81 |
+
heads: 8
|
| 82 |
+
attn_dropout: 0.1
|
| 83 |
+
ff_dropout: 0.1
|
| 84 |
+
flash_attn: true
|
| 85 |
+
dim_freqs_in: 1025
|
| 86 |
+
stft_n_fft: 2048
|
| 87 |
+
stft_hop_length: 441
|
| 88 |
+
stft_win_length: 2048
|
| 89 |
+
stft_normalized: false
|
| 90 |
+
mask_estimator_depth: 2
|
| 91 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 92 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 93 |
+
- 4096
|
| 94 |
+
- 2048
|
| 95 |
+
- 1024
|
| 96 |
+
- 512
|
| 97 |
+
- 256
|
| 98 |
+
multi_stft_hop_size: 147
|
| 99 |
+
multi_stft_normalized: false
|
| 100 |
+
training:
|
| 101 |
+
batch_size: 16
|
| 102 |
+
gradient_accumulation_steps: 1
|
| 103 |
+
grad_clip: 0
|
| 104 |
+
instruments:
|
| 105 |
+
- Vocals
|
| 106 |
+
- Instrumental
|
| 107 |
+
lr: 5.0e-05
|
| 108 |
+
patience: 2
|
| 109 |
+
reduce_factor: 0.95
|
| 110 |
+
target_instrument: Vocals
|
| 111 |
+
num_epochs: 1000
|
| 112 |
+
num_steps: 1000
|
| 113 |
+
augmentation: false
|
| 114 |
+
augmentation_type: simple1
|
| 115 |
+
use_mp3_compress: false
|
| 116 |
+
augmentation_mix: true
|
| 117 |
+
augmentation_loudness: true
|
| 118 |
+
augmentation_loudness_type: 1
|
| 119 |
+
augmentation_loudness_min: 0.5
|
| 120 |
+
augmentation_loudness_max: 1.5
|
| 121 |
+
q: 0.95
|
| 122 |
+
coarse_loss_clip: true
|
| 123 |
+
ema_momentum: 0.999
|
| 124 |
+
optimizer: adam
|
| 125 |
+
other_fix: false
|
| 126 |
+
use_amp: true
|
| 127 |
+
inference:
|
| 128 |
+
batch_size: 1
|
| 129 |
+
dim_t: 801
|
| 130 |
+
num_overlap: 2
|
bs_roformer/bs_vocals_anvuew.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8d0f72ad0ac4154f5f4c3cdf230880bbb9a5bd01dc610241a2abfe787f0d7784
|
| 3 |
+
size 204485563
|
bs_roformer/bs_vocals_anvuew_config.yaml
ADDED
|
@@ -0,0 +1,126 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 960000
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.0001
|
| 10 |
+
model:
|
| 11 |
+
dim: 256
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
linear_transformer_depth: 0
|
| 18 |
+
freqs_per_bands: !!python/tuple
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 2
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 4
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 12
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 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: 0.0
|
| 84 |
+
ff_dropout: 0.0
|
| 85 |
+
flash_attn: true
|
| 86 |
+
dim_freqs_in: 1025
|
| 87 |
+
stft_n_fft: 2048
|
| 88 |
+
stft_hop_length: 512
|
| 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 |
+
mlp_expansion_factor: 4
|
| 102 |
+
use_torch_checkpoint: true
|
| 103 |
+
skip_connection: false
|
| 104 |
+
training:
|
| 105 |
+
batch_size: 1
|
| 106 |
+
gradient_accumulation_steps: 1
|
| 107 |
+
grad_clip: 0
|
| 108 |
+
instruments:
|
| 109 |
+
- vocals
|
| 110 |
+
- instrument
|
| 111 |
+
lr: 1.0e-05
|
| 112 |
+
patience: 5
|
| 113 |
+
reduce_factor: 0.9
|
| 114 |
+
target_instrument: vocals
|
| 115 |
+
num_epochs: 1000
|
| 116 |
+
num_steps: 1000
|
| 117 |
+
q: 0.95
|
| 118 |
+
coarse_loss_clip: true
|
| 119 |
+
ema_momentum: 0.999
|
| 120 |
+
optimizer: adam
|
| 121 |
+
other_fix: false
|
| 122 |
+
use_amp: true
|
| 123 |
+
inference:
|
| 124 |
+
batch_size: 1
|
| 125 |
+
dim_t: 1876
|
| 126 |
+
num_overlap: 2
|
bs_roformer/bs_voctest_gabox.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:18d58efe5e949e70fab11b875329af6d06ef11ccc29574bfe943fb57cc827f38
|
| 3 |
+
size 639254584
|
bs_roformer/bs_voctest_gabox_config.yaml
ADDED
|
@@ -0,0 +1,130 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 352800
|
| 3 |
+
dim_f: 1024
|
| 4 |
+
dim_t: 801
|
| 5 |
+
hop_length: 441
|
| 6 |
+
n_fft: 2048
|
| 7 |
+
num_channels: 2
|
| 8 |
+
sample_rate: 44100
|
| 9 |
+
min_mean_abs: 0.001
|
| 10 |
+
model:
|
| 11 |
+
dim: 512
|
| 12 |
+
depth: 12
|
| 13 |
+
stereo: true
|
| 14 |
+
num_stems: 1
|
| 15 |
+
time_transformer_depth: 1
|
| 16 |
+
freq_transformer_depth: 1
|
| 17 |
+
freqs_per_bands: !!python/tuple
|
| 18 |
+
- 2
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
- 2
|
| 22 |
+
- 2
|
| 23 |
+
- 2
|
| 24 |
+
- 2
|
| 25 |
+
- 2
|
| 26 |
+
- 2
|
| 27 |
+
- 2
|
| 28 |
+
- 2
|
| 29 |
+
- 2
|
| 30 |
+
- 2
|
| 31 |
+
- 2
|
| 32 |
+
- 2
|
| 33 |
+
- 2
|
| 34 |
+
- 2
|
| 35 |
+
- 2
|
| 36 |
+
- 2
|
| 37 |
+
- 2
|
| 38 |
+
- 2
|
| 39 |
+
- 2
|
| 40 |
+
- 2
|
| 41 |
+
- 2
|
| 42 |
+
- 4
|
| 43 |
+
- 4
|
| 44 |
+
- 4
|
| 45 |
+
- 4
|
| 46 |
+
- 4
|
| 47 |
+
- 4
|
| 48 |
+
- 4
|
| 49 |
+
- 4
|
| 50 |
+
- 4
|
| 51 |
+
- 4
|
| 52 |
+
- 4
|
| 53 |
+
- 4
|
| 54 |
+
- 12
|
| 55 |
+
- 12
|
| 56 |
+
- 12
|
| 57 |
+
- 12
|
| 58 |
+
- 12
|
| 59 |
+
- 12
|
| 60 |
+
- 12
|
| 61 |
+
- 12
|
| 62 |
+
- 24
|
| 63 |
+
- 24
|
| 64 |
+
- 24
|
| 65 |
+
- 24
|
| 66 |
+
- 24
|
| 67 |
+
- 24
|
| 68 |
+
- 24
|
| 69 |
+
- 24
|
| 70 |
+
- 48
|
| 71 |
+
- 48
|
| 72 |
+
- 48
|
| 73 |
+
- 48
|
| 74 |
+
- 48
|
| 75 |
+
- 48
|
| 76 |
+
- 48
|
| 77 |
+
- 48
|
| 78 |
+
- 128
|
| 79 |
+
- 129
|
| 80 |
+
dim_head: 64
|
| 81 |
+
heads: 8
|
| 82 |
+
attn_dropout: 0.1
|
| 83 |
+
ff_dropout: 0.1
|
| 84 |
+
flash_attn: true
|
| 85 |
+
dim_freqs_in: 1025
|
| 86 |
+
stft_n_fft: 2048
|
| 87 |
+
stft_hop_length: 441
|
| 88 |
+
stft_win_length: 2048
|
| 89 |
+
stft_normalized: false
|
| 90 |
+
mask_estimator_depth: 2
|
| 91 |
+
multi_stft_resolution_loss_weight: 1.0
|
| 92 |
+
multi_stft_resolutions_window_sizes: !!python/tuple
|
| 93 |
+
- 4096
|
| 94 |
+
- 2048
|
| 95 |
+
- 1024
|
| 96 |
+
- 512
|
| 97 |
+
- 256
|
| 98 |
+
multi_stft_hop_size: 147
|
| 99 |
+
multi_stft_normalized: false
|
| 100 |
+
training:
|
| 101 |
+
batch_size: 16
|
| 102 |
+
gradient_accumulation_steps: 1
|
| 103 |
+
grad_clip: 0
|
| 104 |
+
instruments:
|
| 105 |
+
- Vocals
|
| 106 |
+
- Instrumental
|
| 107 |
+
lr: 5.0e-05
|
| 108 |
+
patience: 2
|
| 109 |
+
reduce_factor: 0.95
|
| 110 |
+
target_instrument: Vocals
|
| 111 |
+
num_epochs: 1000
|
| 112 |
+
num_steps: 1000
|
| 113 |
+
augmentation: false
|
| 114 |
+
augmentation_type: simple1
|
| 115 |
+
use_mp3_compress: false
|
| 116 |
+
augmentation_mix: true
|
| 117 |
+
augmentation_loudness: true
|
| 118 |
+
augmentation_loudness_type: 1
|
| 119 |
+
augmentation_loudness_min: 0.5
|
| 120 |
+
augmentation_loudness_max: 1.5
|
| 121 |
+
q: 0.95
|
| 122 |
+
coarse_loss_clip: true
|
| 123 |
+
ema_momentum: 0.999
|
| 124 |
+
optimizer: adam
|
| 125 |
+
other_fix: false
|
| 126 |
+
use_amp: true
|
| 127 |
+
inference:
|
| 128 |
+
batch_size: 1
|
| 129 |
+
dim_t: 801
|
| 130 |
+
num_overlap: 2
|