Spaces:
Running
on
Zero
Running
on
Zero
audio: | |
chunk_size: 485100 # 44100 * 11 | |
num_channels: 2 | |
sample_rate: 44100 | |
min_mean_abs: 0.000 | |
model: | |
sources: | |
- drums | |
- bass | |
- other | |
- vocals | |
audio_channels: 2 | |
dims: | |
- 4 | |
- 32 | |
- 64 | |
- 128 | |
nfft: 4096 | |
hop_size: 1024 | |
win_size: 4096 | |
normalized: True | |
band_SR: | |
- 0.175 | |
- 0.392 | |
- 0.433 | |
band_stride: | |
- 1 | |
- 4 | |
- 16 | |
band_kernel: | |
- 3 | |
- 4 | |
- 16 | |
conv_depths: | |
- 3 | |
- 2 | |
- 1 | |
compress: 4 | |
conv_kernel: 3 | |
num_dplayer: 6 | |
expand: 1 | |
training: | |
batch_size: 10 | |
gradient_accumulation_steps: 1 | |
grad_clip: 0 | |
instruments: | |
- drums | |
- bass | |
- other | |
- vocals | |
lr: 5.0e-04 | |
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 | |
inference: | |
batch_size: 8 | |
dim_t: 256 | |
num_overlap: 4 | |
normalize: true | |