# pytorch_lightning==2.5.0
seed_everything: 4444
trainer:
  accelerator: gpu
  strategy: auto
  devices: -1
  num_nodes: 1
  precision: null
  logger:
    class_path: pytorch_lightning.loggers.TensorBoardLogger
    init_args:
      save_dir: ./ComVo
      name: lightning_logs
      version: null
      log_graph: false
      default_hp_metric: true
      prefix: ''
      sub_dir: null
      comment: ''
      purge_step: null
      max_queue: 10
      flush_secs: 120
      filename_suffix: ''
  callbacks:
  - class_path: pytorch_lightning.callbacks.LearningRateMonitor
    init_args:
      logging_interval: null
      log_momentum: false
      log_weight_decay: false
  - class_path: pytorch_lightning.callbacks.ModelSummary
    init_args:
      max_depth: 2
  - class_path: pytorch_lightning.callbacks.ModelCheckpoint
    init_args:
      dirpath: null
      filename: 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
      enable_version_counter: true
  - class_path: exp.helpers.GradNormCallback
  fast_dev_run: false
  max_epochs: null
  min_epochs: null
  max_steps: 2000000
  min_steps: null
  max_time: null
  limit_train_batches: null
  limit_val_batches: 100
  limit_test_batches: null
  limit_predict_batches: null
  overfit_batches: 0.0
  val_check_interval: null
  check_val_every_n_epoch: 1
  num_sanity_val_steps: null
  log_every_n_steps: 100
  enable_checkpointing: null
  enable_progress_bar: null
  enable_model_summary: null
  accumulate_grad_batches: 1
  gradient_clip_val: null
  gradient_clip_algorithm: null
  deterministic: null
  benchmark: null
  inference_mode: true
  use_distributed_sampler: true
  profiler: null
  detect_anomaly: false
  barebones: false
  plugins: null
  sync_batchnorm: false
  reload_dataloaders_every_n_epochs: 0
  default_root_dir: null
model:
  class_path: exp.experiment_cdisc.ComVoExp_cdisc
  init_args:
    feature_extractor:
      class_path: exp.feature_extractors.MelSpectrogramFeatures
      init_args:
        sample_rate: 24000
        n_fft: 1024
        hop_length: 256
        n_mels: 100
        padding: center
    backbone:
      class_path: exp.models.ComVo
      init_args:
        input_channels: 100
        dim: 512
        intermediate_dim: 1536
        num_layers: 8
        n_quantization: 128
        layer_scale_init_value: null
        adanorm_num_embeddings: null
        rank: null
    head:
      class_path: exp.heads.ISTFTHead
      init_args:
        dim: 512
        n_fft: 1024
        hop_length: 256
        padding: center
    sample_rate: 24000
    initial_learning_rate: 0.0002
    num_warmup_steps: 0
    mel_loss_coeff: 45.0
    mrd_loss_coeff: 0.1
    pretrain_mel_steps: 0
    decay_mel_coeff: false
    evaluate_utmos: true
    evaluate_pesq: true
    evaluate_periodicty: true
data:
  class_path: exp.dataset.AudioDataModule
  init_args:
    train_params:
      filelist_path: filelist.train
      sampling_rate: 24000
      num_samples: 16384
      batch_size: 16
      num_workers: 8
    val_params:
      filelist_path: filelist.val
      sampling_rate: 24000
      num_samples: 48384
      batch_size: 16
      num_workers: 8
ckpt_path: null
optimizer: null
lr_scheduler: null