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seed_everything: 3407 |
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trainer: |
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logger: |
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class_path: pytorch_lightning.loggers.TensorBoardLogger |
|
init_args: |
|
save_dir: ./result/ |
|
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: wavtokenizer_checkpoint_{epoch}_{step}_{val_loss:.4f} |
|
monitor: val_loss |
|
verbose: false |
|
save_last: true |
|
save_top_k: 10 |
|
save_weights_only: false |
|
mode: min |
|
auto_insert_metric_name: true |
|
every_n_train_steps: 1000 |
|
train_time_interval: null |
|
every_n_epochs: null |
|
save_on_train_epoch_end: null |
|
- class_path: inspiremusic.wavtokenizer.decoder.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: 20000000 |
|
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: 1000 |
|
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 |
|
ckpt_path: null |
|
data: |
|
class_path: inspiremusic.wavtokenizer.decoder.dataset.VocosDataModule |
|
init_args: |
|
train_params: |
|
filelist_path: train.scp |
|
sampling_rate: 24000 |
|
num_samples: 72000 |
|
batch_size: 38 |
|
num_workers: 8 |
|
val_params: |
|
filelist_path: test.scp |
|
sampling_rate: 24000 |
|
num_samples: 72000 |
|
batch_size: 10 |
|
num_workers: 8 |
|
model: |
|
class_path: inspiremusic.wavtokenizer.decoder.experiment.WavTokenizer |
|
init_args: |
|
feature_extractor: |
|
class_path: inspiremusic.wavtokenizer.decoder.feature_extractors.EncodecFeatures |
|
init_args: |
|
encodec_model: encodec_24khz |
|
bandwidths: |
|
- 6.6 |
|
- 6.6 |
|
- 6.6 |
|
- 6.6 |
|
train_codebooks: true |
|
num_quantizers: 1 |
|
dowmsamples: |
|
- 8 |
|
- 5 |
|
- 4 |
|
- 2 |
|
vq_bins: 4096 |
|
vq_kmeans: 200 |
|
backbone: |
|
class_path: inspiremusic.wavtokenizer.decoder.models.VocosBackbone |
|
init_args: |
|
input_channels: 512 |
|
dim: 768 |
|
intermediate_dim: 2304 |
|
num_layers: 12 |
|
layer_scale_init_value: null |
|
adanorm_num_embeddings: 4 |
|
head: |
|
class_path: inspiremusic.wavtokenizer.decoder.heads.ISTFTHead |
|
init_args: |
|
dim: 768 |
|
n_fft: 1280 |
|
hop_length: 320 |
|
padding: same |
|
resume_config: config.yaml |
|
resume_model: last.ckpt |
|
sample_rate: 24000 |
|
initial_learning_rate: 0.0001 |
|
num_warmup_steps: 0 |
|
mel_loss_coeff: 45.0 |
|
mrd_loss_coeff: 1.0 |
|
pretrain_mel_steps: 0 |
|
decay_mel_coeff: false |
|
evaluate_utmos: false |
|
evaluate_pesq: true |
|
evaluate_periodicty: true |
|
resume: true |
|
|
|
|
|
|
|
|