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ACappellaSet model release
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checkpoint: exp/redimnet2/expB6_v2/-LM/models/model_0.pt
data_type: shard
dataloader_args:
batch_size: 16
drop_last: true
num_workers: 4
pin_memory: false
prefetch_factor: 4
dataset_args:
aug_prob: 0.0
cmvn: false
filter: false
frontend: tfmel
num_frms: 600
resample_rate: 16000
sample_num_per_epoch: 0
shuffle: true
shuffle_args:
shuffle_size: 2500
spec_aug: false
speed_perturb: false
tfmel_args:
do_preemph: true
do_spec_aug: false
eps: 1.0e-08
f_max: 7600
f_min: 20
hop_length: 160
n_fft: 512
n_mels: 72
norm_signal: true
win_length: 400
enable_amp: true
exp_dir: exp/redimnet2/expB6_v2/-LM
gpus:
- 2
- 3
grad_accum_steps: 8
log_batch_interval: 100
loss: CrossEntropyLoss
loss_args: {}
margin_scheduler: MarginScheduler
margin_update:
epoch_iter: 34125
final_margin: 0.3
fix_start_epoch: 0
increase_start_epoch: 0
increase_type: exp
initial_margin: 0.3
update_margin: false
model: ReDimNet2Wrap
model_args:
C: 64
F: 72
block_1d_type: conv+att
block_2d_type: basic_resnet
causal: none
compress_tconvs: true
emb_bn: false
embed_dim: 192
feat_dim: 72
fm_weigthing_type: NC
global_context_att: true
group_divisor: 1
hop_length: 160
out_channels: 224
pooling_func: ASTP
return_2d_output: true
spec: null
spec_in_channels: 1
stages_setup:
- - - 1
- 1
- 3
- 3
- - - 3
- 3
- 64
- - - 2
- 1
- 4
- 2
- - - 3
- 3
- 64
- - - 1
- 2
- 5
- 2
- - - 3
- 3
- 48
- - - 2
- 1
- 5
- 1
- - - 3
- 3
- 48
- - - 1
- 2
- 4
- 0.75
- - - 3
- 3
- 32
- - - 2
- 1
- 3
- 0.5
- - - 3
- 3
- 24
model_init: null
noise_data: data/voxceleb/musan/lmdb
num_avg: 1
num_epochs: 5
optimizer: SGD
optimizer_args:
lr: 0.0001
momentum: 0.9
nesterov: true
weight_decay: 2.0e-05
projection_args:
do_lm: false
easy_margin: false
embed_dim: 192
lanbuda: 0.7
margin_type: C
num_class: 5994
project_type: sphereface2
scale: 32.0
t: 3
reverb_data: data/voxceleb/rirs/lmdb
save_epoch_interval: 1
scheduler: ExponentialDecrease
scheduler_args:
epoch_iter: 34125
final_lr: 1.0e-05
initial_lr: 0.0001
num_epochs: 5
scale_ratio: 4.0
warm_from_zero: false
warm_up_epoch: 0
seed: 42
train_data: data/voxceleb/vox2_dev/shard.list
train_label: data/voxceleb/vox2_dev/utt2spk