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path: root/cfg/adept/adept-level1-run1.json
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{
   "model_path": "adept_level1",
   "datatype": "adept",
   "dataset": "ADEPT",
   "learning_rate": 0.0001,
   "num_updates": 0,
   "max_epochs": 1000,
   "max_updates": 400000,
   "phases": {
      "start_inner_loop": 60000,
      "shufleslots_end": 30000,
      "entity_pretraining_phase2_end": 50000,
      "entity_pretraining_phase1_end": 30000,
      "background_pretraining_end": 0
   },
   "defaults": {
      "num_workers": 2,
      "prefetch_factor": 2,
      "statistics_offset": 10,
      "load_optimizers": false,
      "teacher_forcing": 10,
      "skip_frames": 3,
      "error_dropout": 0.1
   },
   "bptt": {
      "bptt_start_timestep": 0,
      "bptt_steps": 1,
      "bptt_steps_max": 2,
      "increase_bptt_steps_every": 200000
   },
   "model": {
    "level": 1,
    "batch_size": 16,
    "num_objects": 7,
    "img_channels": 3,
    "input_size": [
     320,
     480
    ],
    "latent_size": [
     20,
     30
    ],
    "gestalt_size": 96,
    "bottleneck": "binar",
    "position_regularizer": 0.01,
    "time_regularizer": 0.1,
    "encoder_regularizer": 0.333333,
    "inner_loop_enabled": false,
    "encoder": {
     "channels": 48,
     "level1_channels": 24,
     "num_layers": 3,
     "reg_lambda": 1e-10
    },
    "predictor": {
     "heads": 2,
     "layers": 2,
     "channels_multiplier": 2,
     "reg_lambda": 1e-10,
     "transformer_type": "standard"
    },
    "decoder": {
     "channels": 48,
     "level1_channels": 24,
     "num_layers": 5
    },
    "background": {
     "learning_rate": 0.0001,
     "learning_rate_old": 0.0001,
     "num_layers": 1,
     "latent_channels": 48,
     "level1_channels": 24,
     "gestalt_size": 8,
     "flow": false
    },
    "update_module": {
     "reg_lambda": 5e-06
    }
   }
  }