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: 2 gradient_accumulation_steps: 1 grad_clip: 0 instruments: - dry - other lr: 1.0e-06 patience: 4 reduce_factor: 0.93 target_instrument: null num_epochs: 40 num_steps: 1000 q: 0.95 coarse_loss_clip: true ema_momentum: 0.999 optimizer: adamw read_metadata_procs: 8 # Number of processes to use during metadata reading for dataset. Can speed up metadata generation 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: false # 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 all: channel_shuffle: 0.5 # Set 0 or lower to disable random_inverse: 0.05 # inverse track (better lower probability) random_polarity: 0.5 # polarity change (multiply waveform to -1) # pedalboard chorus block pedalboard_chorus: 0.001 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: 0.01 pedalboard_chorus_mix_min: 0.1 pedalboard_chorus_mix_max: 0.9 # pedalboard phazer block pedalboard_phazer: 0.001 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 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: 0.001 pedalboard_resample_target_sample_rate_min: 4000 pedalboard_resample_target_sample_rate_max: 44100 mp3_compression_min_bitrate: 32 mp3_compression_max_bitrate: 320 mp3_compression_backend: "lameenc" dry: # pedalboard distortion block pedalboard_distortion: 0.001 pedalboard_distortion_drive_db_min: 1.0 pedalboard_distortion_drive_db_max: 25.0 tanh_distortion: 0.05 tanh_distortion_min: 0.1 tanh_distortion_max: 0.7 # pedalboard bitcrash block pedalboard_bitcrash: 0.005 pedalboard_bitcrash_bit_depth_min: 4 pedalboard_bitcrash_bit_depth_max: 16 seven_band_parametric_eq: 0.24 seven_band_parametric_eq_min_gain_db: -9 seven_band_parametric_eq_max_gain_db: 9 gaussian_noise: 0.005 gaussian_noise_min_amplitude: 0.001 gaussian_noise_max_amplitude: 0.01 time_stretch: 0.01 time_stretch_min_rate: 0.8 time_stretch_max_rate: 1.25 other: seven_band_parametric_eq: 0.24 seven_band_parametric_eq_min_gain_db: -9 seven_band_parametric_eq_max_gain_db: 9 inference: batch_size: 2 dim_t: 256 num_overlap: 4