mvsepless_resources / bs_roformer /bs_6stem_fixed_config.yaml
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audio:
chunk_size: 588800
dim_f: 1024
dim_t: 801
hop_length: 441
n_fft: 2048
num_channels: 2
sample_rate: 44100
min_mean_abs: 0.0
model:
dim: 256
depth: 12
stereo: true
num_stems: 6
time_transformer_depth: 1
freq_transformer_depth: 1
linear_transformer_depth: 0
freqs_per_bands: !!python/tuple
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 2
- 4
- 4
- 4
- 4
- 4
- 4
- 4
- 4
- 4
- 4
- 4
- 4
- 12
- 12
- 12
- 12
- 12
- 12
- 12
- 12
- 24
- 24
- 24
- 24
- 24
- 24
- 24
- 24
- 48
- 48
- 48
- 48
- 48
- 48
- 48
- 48
- 128
- 129
dim_head: 64
heads: 8
attn_dropout: 0.1
ff_dropout: 0.1
flash_attn: true
dim_freqs_in: 1025
stft_n_fft: 2048
stft_hop_length: 512
stft_win_length: 2048
stft_normalized: false
mask_estimator_depth: 2
multi_stft_resolution_loss_weight: 1.0
multi_stft_resolutions_window_sizes: !!python/tuple
- 4096
- 2048
- 1024
- 512
- 256
multi_stft_hop_size: 147
multi_stft_normalized: false
mlp_expansion_factor: 4
use_torch_checkpoint: false
skip_connection: false
training:
batch_size: 2
gradient_accumulation_steps: 1
grad_clip: 0
instruments:
- bass
- drums
- other
- vocals
- guitar
- piano
patience: 3
reduce_factor: 0.95
target_instrument: null
num_epochs: 1000
num_steps: 1000
augmentation: false
augmentation_type: simple1
use_mp3_compress: false
augmentation_mix: true
augmentation_loudness: true
augmentation_loudness_type: 1
augmentation_loudness_min: 0.5
augmentation_loudness_max: 1.5
q: 0.95
coarse_loss_clip: true
ema_momentum: 0.999
optimizer: adam
lr: 1.0e-05
other_fix: false
use_amp: true
augmentations:
enable: true
loudness: true
loudness_min: 0.5
loudness_max: 1.5
mixup: true
mixup_probs: !!python/tuple
- 0.2
- 0.02
mixup_loudness_min: 0.5
mixup_loudness_max: 1.5
all:
channel_shuffle: 0.5
random_inverse: 0.1
random_polarity: 0.5
vocals:
pitch_shift: 0.1
pitch_shift_min_semitones: -5
pitch_shift_max_semitones: 5
seven_band_parametric_eq: 0.1
seven_band_parametric_eq_min_gain_db: -9
seven_band_parametric_eq_max_gain_db: 9
tanh_distortion: 0.1
tanh_distortion_min: 0.1
tanh_distortion_max: 0.7
bass:
pitch_shift: 0.1
pitch_shift_min_semitones: -2
pitch_shift_max_semitones: 2
seven_band_parametric_eq: 0.1
seven_band_parametric_eq_min_gain_db: -3
seven_band_parametric_eq_max_gain_db: 6
tanh_distortion: 0.1
tanh_distortion_min: 0.1
tanh_distortion_max: 0.5
drums:
pitch_shift: 0.1
pitch_shift_min_semitones: -5
pitch_shift_max_semitones: 5
seven_band_parametric_eq: 0.1
seven_band_parametric_eq_min_gain_db: -9
seven_band_parametric_eq_max_gain_db: 9
tanh_distortion: 0.1
tanh_distortion_min: 0.1
tanh_distortion_max: 0.6
other:
pitch_shift: 0.1
pitch_shift_min_semitones: -4
pitch_shift_max_semitones: 4
gaussian_noise: 0.1
gaussian_noise_min_amplitude: 0.001
gaussian_noise_max_amplitude: 0.015
time_stretch: 0.1
time_stretch_min_rate: 0.8
time_stretch_max_rate: 1.25
inference:
batch_size: 1
dim_t: 1101
num_overlap: 2
normalize: false