Serhiy Stetskovych
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# pytorch_lightning==1.8.6
seed_everything: 4444
trainer:
logger:
class_path: pytorch_lightning.loggers.TensorBoardLogger
init_args:
save_dir: /home/patriotyk/vocos/logs
name: lightning_logs
version: null
log_graph: false
default_hp_metric: true
prefix: ''
sub_dir: null
logdir: null
comment: ''
purge_step: null
max_queue: 10
flush_secs: 120
filename_suffix: ''
write_to_disk: true
comet_config:
disabled: true
enable_checkpointing: true
callbacks:
- class_path: pytorch_lightning.callbacks.LearningRateMonitor
init_args:
logging_interval: null
log_momentum: false
- class_path: pytorch_lightning.callbacks.ModelSummary
init_args:
max_depth: 2
- class_path: pytorch_lightning.callbacks.ModelCheckpoint
init_args:
dirpath: null
filename: vocos_checkpoint_{epoch}_{step}_{val_loss:.4f}
monitor: val_loss
verbose: false
save_last: true
save_top_k: 3
save_weights_only: false
mode: min
auto_insert_metric_name: true
every_n_train_steps: null
train_time_interval: null
every_n_epochs: null
save_on_train_epoch_end: null
- class_path: vocos.helpers.GradNormCallback
default_root_dir: null
gradient_clip_val: null
gradient_clip_algorithm: null
num_nodes: 1
num_processes: null
devices: -1
gpus: null
auto_select_gpus: false
tpu_cores: null
ipus: null
enable_progress_bar: true
overfit_batches: 0.0
track_grad_norm: -1
check_val_every_n_epoch: 1
fast_dev_run: false
accumulate_grad_batches: null
max_epochs: null
min_epochs: null
max_steps: -1
min_steps: null
max_time: null
limit_train_batches: null
limit_val_batches: 100
limit_test_batches: null
limit_predict_batches: null
val_check_interval: null
log_every_n_steps: 100
accelerator: gpu
strategy: ddp
sync_batchnorm: false
precision: 32
enable_model_summary: true
num_sanity_val_steps: 2
resume_from_checkpoint: null
profiler: null
benchmark: null
deterministic: null
reload_dataloaders_every_n_epochs: 0
auto_lr_find: false
replace_sampler_ddp: true
detect_anomaly: false
auto_scale_batch_size: false
plugins: null
amp_backend: native
amp_level: null
move_metrics_to_cpu: false
multiple_trainloader_mode: max_size_cycle
inference_mode: true
data:
class_path: vocos.dataset.VocosDataModule
init_args:
train_params:
filelist_path: /home/patriotyk/tts_corpus_44100/train_vocos.txt
sampling_rate: 44100
num_samples: 32768
batch_size: 20
num_workers: 24
val_params:
filelist_path: /home/patriotyk/tts_corpus_44100/val_vocos.txt
sampling_rate: 44100
num_samples: 96768
batch_size: 20
num_workers: 24
model:
class_path: vocos.experiment.VocosExp
init_args:
feature_extractor:
class_path: vocos.feature_extractors.MelSpectrogramFeatures
init_args:
sample_rate: 44100
n_fft: 2048
hop_length: 512
n_mels: 80
padding: same
f_min: 0
f_max: 8000
norm: slaney
mel_scale: slaney
backbone:
class_path: vocos.models.VocosBackbone
init_args:
input_channels: 80
dim: 512
intermediate_dim: 1536
num_layers: 8
layer_scale_init_value: null
adanorm_num_embeddings: null
head:
class_path: vocos.heads.ISTFTHead
init_args:
dim: 512
n_fft: 2048
hop_length: 512
padding: same
sample_rate: 44100
initial_learning_rate: 0.0003
num_warmup_steps: 0
mel_loss_coeff: 45.0
mrd_loss_coeff: 1.0
pretrain_mel_steps: 0
decay_mel_coeff: false
evaluate_utmos: true
evaluate_pesq: true
evaluate_periodicty: true