configs/tune.yaml

seed: 42

data:
  processed_dir: ${oc.env:SADAR_PROCESSED_DIR,data/processed}

preprocessing_config: configs/preprocessing.yaml

n_trials: 20

search_space:
  hidden_size: [32, 64, 128]
  latent_size: [8, 16, 32]
  num_layers: [1, 2]
  dropout: [0.0, 0.3]
  beta: [0.0001, 0.1]
  learning_rate: [0.0003, 0.003]
  weight_decay: [0.000001, 0.001]

synthetic:
  sample_size: 1500
  onset_fraction: 0.5
  route_deviation:
    magnitudes_m: [20000, 40000, 80000]
  altitude:
    magnitudes_m: [300, 800, 1500]
  speed:
    factors: [1.6, 2.2, 0.4]
  holding:
    turn_periods_s: [240, 120]
  freeze:
    enabled: true

training:
  epochs: 30
  batch_size: 256
  learning_rate: 0.001
  weight_decay: 0.0001
  patience: 6
  lr_factor: 0.5
  lr_patience: 3
  device: auto

output:
  path: ${oc.env:SADAR_REPORTS_DIR,reports}/vae_tuning.json