Upload 3 files
Browse files
config_scnet_choirsep.yaml
ADDED
|
@@ -0,0 +1,107 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
audio:
|
| 2 |
+
chunk_size: 131072 # 44100 * 11
|
| 3 |
+
num_channels: 2
|
| 4 |
+
sample_rate: 44100
|
| 5 |
+
min_mean_abs: 0.000
|
| 6 |
+
|
| 7 |
+
model:
|
| 8 |
+
sources:
|
| 9 |
+
- alto
|
| 10 |
+
- bass
|
| 11 |
+
- soprano
|
| 12 |
+
- tenor
|
| 13 |
+
audio_channels: 2
|
| 14 |
+
dims:
|
| 15 |
+
- 4
|
| 16 |
+
- 32
|
| 17 |
+
- 64
|
| 18 |
+
- 128
|
| 19 |
+
nfft: 4096
|
| 20 |
+
hop_size: 1024
|
| 21 |
+
win_size: 4096
|
| 22 |
+
normalized: True
|
| 23 |
+
band_SR:
|
| 24 |
+
- 0.175
|
| 25 |
+
- 0.392
|
| 26 |
+
- 0.433
|
| 27 |
+
band_stride:
|
| 28 |
+
- 1
|
| 29 |
+
- 4
|
| 30 |
+
- 16
|
| 31 |
+
band_kernel:
|
| 32 |
+
- 3
|
| 33 |
+
- 4
|
| 34 |
+
- 16
|
| 35 |
+
conv_depths:
|
| 36 |
+
- 3
|
| 37 |
+
- 2
|
| 38 |
+
- 1
|
| 39 |
+
compress: 4
|
| 40 |
+
conv_kernel: 3
|
| 41 |
+
num_dplayer: 6
|
| 42 |
+
expand: 1
|
| 43 |
+
|
| 44 |
+
training:
|
| 45 |
+
batch_size: 9
|
| 46 |
+
gradient_accumulation_steps: 1
|
| 47 |
+
grad_clip: 0
|
| 48 |
+
instruments:
|
| 49 |
+
- alto
|
| 50 |
+
- bass
|
| 51 |
+
- soprano
|
| 52 |
+
- tenor
|
| 53 |
+
lr: 5.0e-4
|
| 54 |
+
patience: 6
|
| 55 |
+
reduce_factor: 0.95
|
| 56 |
+
target_instrument: null
|
| 57 |
+
num_epochs: 1000
|
| 58 |
+
num_steps: 1000
|
| 59 |
+
q: 0.95
|
| 60 |
+
coarse_loss_clip: true
|
| 61 |
+
ema_momentum: 0.999
|
| 62 |
+
optimizer: adamw8bit
|
| 63 |
+
other_fix: false # it's needed for checking on multisong dataset if other is actually instrumental
|
| 64 |
+
use_amp: true # enable or disable usage of mixed precision (float16) - usually it must be true
|
| 65 |
+
|
| 66 |
+
loss_multistft:
|
| 67 |
+
fft_sizes:
|
| 68 |
+
- 1024
|
| 69 |
+
- 2048
|
| 70 |
+
- 4096
|
| 71 |
+
hop_sizes:
|
| 72 |
+
- 512
|
| 73 |
+
- 1024
|
| 74 |
+
- 2048
|
| 75 |
+
win_lengths:
|
| 76 |
+
- 1024
|
| 77 |
+
- 2048
|
| 78 |
+
- 4096
|
| 79 |
+
window: "hann_window"
|
| 80 |
+
scale: "mel"
|
| 81 |
+
n_bins: 128
|
| 82 |
+
sample_rate: 44100
|
| 83 |
+
perceptual_weighting: true
|
| 84 |
+
w_sc: 1.0
|
| 85 |
+
w_log_mag: 1.0
|
| 86 |
+
w_lin_mag: 0.0
|
| 87 |
+
w_phs: 0.0
|
| 88 |
+
mag_distance: "L1"
|
| 89 |
+
|
| 90 |
+
augmentations:
|
| 91 |
+
enable: false # enable or disable all augmentations (to fast disable if needed)
|
| 92 |
+
loudness: true # randomly change loudness of each stem on the range (loudness_min; loudness_max)
|
| 93 |
+
loudness_min: 0.5
|
| 94 |
+
loudness_max: 1.5
|
| 95 |
+
mixup: false # mix several stems of same type with some probability (only works for dataset types: 1, 2, 3)
|
| 96 |
+
mixup_probs:
|
| 97 |
+
!!python/tuple # 2 additional stems of the same type (1st with prob 0.2, 2nd with prob 0.02)
|
| 98 |
+
- 0.2
|
| 99 |
+
- 0.02
|
| 100 |
+
mixup_loudness_min: 0.5
|
| 101 |
+
mixup_loudness_max: 1.5
|
| 102 |
+
|
| 103 |
+
inference:
|
| 104 |
+
batch_size: 16
|
| 105 |
+
dim_t: 256
|
| 106 |
+
num_overlap: 1
|
| 107 |
+
normalize: false
|
model_scnet_ep_36_sdr_5.4596.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1e104ce6f6733542f8356ac2e59f2b7ece49ebfd2713d1ff635806de5ceb483f
|
| 3 |
+
size 42457314
|
model_scnet_ep_42_sdr_5.2559.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:14a668939243ab1551d2643820d4ff1a2b8f3c4ac1b9642718d5673405ea2f8b
|
| 3 |
+
size 42457314
|