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audio:
chunk_size: 261120
dim_f: 4096
dim_t: 256
hop_length: 1024
n_fft: 8192
num_channels: 2
sample_rate: 44100
min_mean_abs: 0.001
model:
act: gelu
bottleneck_factor: 4
growth: 128
norm: InstanceNorm
num_blocks_per_scale: 2
num_channels: 128
num_scales: 5
num_subbands: 4
scale:
- 2
- 2
training:
batch_size: 6
gradient_accumulation_steps: 1
grad_clip: 0
instruments:
- vocals
- bass
- drums
- other
lr: 9.0e-05
patience: 2
reduce_factor: 0.95
target_instrument: null
num_epochs: 1000
num_steps: 1000
q: 0.95
coarse_loss_clip: true
ema_momentum: 0.999
optimizer: adam
other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
augmentations:
enable: true # enable or disable all augmentations (to fast disable if needed)
loudness: true # randomly change loudness of each stem on the range (loudness_min; loudness_max)
loudness_min: 0.5
loudness_max: 1.5
mixup: true # mix several stems of same type with some probability (only works for dataset types: 1, 2, 3)
mixup_probs: !!python/tuple # 2 additional stems of the same type (1st with prob 0.2, 2nd with prob 0.02)
- 0.2
- 0.02
mixup_loudness_min: 0.5
mixup_loudness_max: 1.5
# apply mp3 compression to mixture only (emulate downloading mp3 from internet)
mp3_compression_on_mixture: 0.01
mp3_compression_on_mixture_bitrate_min: 32
mp3_compression_on_mixture_bitrate_max: 320
mp3_compression_on_mixture_backend: "lameenc"
all:
channel_shuffle: 0.5 # Set 0 or lower to disable
random_inverse: 0.1 # inverse track (better lower probability)
random_polarity: 0.5 # polarity change (multiply waveform to -1)
mp3_compression: 0.01
mp3_compression_min_bitrate: 32
mp3_compression_max_bitrate: 320
mp3_compression_backend: "lameenc"
# pedalboard reverb block
pedalboard_reverb: 0.01
pedalboard_reverb_room_size_min: 0.1
pedalboard_reverb_room_size_max: 0.9
pedalboard_reverb_damping_min: 0.1
pedalboard_reverb_damping_max: 0.9
pedalboard_reverb_wet_level_min: 0.1
pedalboard_reverb_wet_level_max: 0.9
pedalboard_reverb_dry_level_min: 0.1
pedalboard_reverb_dry_level_max: 0.9
pedalboard_reverb_width_min: 0.9
pedalboard_reverb_width_max: 1.0
# pedalboard chorus block
pedalboard_chorus: 0.01
pedalboard_chorus_rate_hz_min: 1.0
pedalboard_chorus_rate_hz_max: 7.0
pedalboard_chorus_depth_min: 0.25
pedalboard_chorus_depth_max: 0.95
pedalboard_chorus_centre_delay_ms_min: 3
pedalboard_chorus_centre_delay_ms_max: 10
pedalboard_chorus_feedback_min: 0.0
pedalboard_chorus_feedback_max: 0.5
pedalboard_chorus_mix_min: 0.1
pedalboard_chorus_mix_max: 0.9
# pedalboard phazer block
pedalboard_phazer: 0.01
pedalboard_phazer_rate_hz_min: 1.0
pedalboard_phazer_rate_hz_max: 10.0
pedalboard_phazer_depth_min: 0.25
pedalboard_phazer_depth_max: 0.95
pedalboard_phazer_centre_frequency_hz_min: 200
pedalboard_phazer_centre_frequency_hz_max: 12000
pedalboard_phazer_feedback_min: 0.0
pedalboard_phazer_feedback_max: 0.5
pedalboard_phazer_mix_min: 0.1
pedalboard_phazer_mix_max: 0.9
# pedalboard distortion block
pedalboard_distortion: 0.01
pedalboard_distortion_drive_db_min: 1.0
pedalboard_distortion_drive_db_max: 25.0
# pedalboard pitch shift block
pedalboard_pitch_shift: 0.01
pedalboard_pitch_shift_semitones_min: -7
pedalboard_pitch_shift_semitones_max: 7
# pedalboard resample block
pedalboard_resample: 0.01
pedalboard_resample_target_sample_rate_min: 4000
pedalboard_resample_target_sample_rate_max: 44100
# pedalboard bitcrash block
pedalboard_bitcrash: 0.01
pedalboard_bitcrash_bit_depth_min: 4
pedalboard_bitcrash_bit_depth_max: 16
# pedalboard mp3 compressor block
pedalboard_mp3_compressor: 0.01
pedalboard_mp3_compressor_pedalboard_mp3_compressor_min: 0
pedalboard_mp3_compressor_pedalboard_mp3_compressor_max: 9.999
vocals:
pitch_shift: 0.1
pitch_shift_min_semitones: -5
pitch_shift_max_semitones: 5
seven_band_parametric_eq: 0.25
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: 0.25
seven_band_parametric_eq_min_gain_db: -3
seven_band_parametric_eq_max_gain_db: 6
tanh_distortion: 0.2
tanh_distortion_min: 0.1
tanh_distortion_max: 0.5
drums:
pitch_shift: 0.33
pitch_shift_min_semitones: -5
pitch_shift_max_semitones: 5
seven_band_parametric_eq: 0.25
seven_band_parametric_eq_min_gain_db: -9
seven_band_parametric_eq_max_gain_db: 9
tanh_distortion: 0.33
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: 0.01
time_stretch_min_rate: 0.8
time_stretch_max_rate: 1.25
inference:
batch_size: 1
dim_t: 256
num_overlap: 4 |