{ "model_path": "bb_baseline", "datatype": "bouncingballs", "dataset": "BOUNCINGBALLS_OCCLUSION", "scenario": "occlusion", "num_updates": 0, "max_epochs": 1000, "max_updates": 400000, "learning_rate": { "lr": 0.0004, "deacrease_lr_every": 100000, "deacrease_lr_factor": 0.75 }, "blackout": { "blackout_start_timestep": 10, "blackout_rate": 0.1, "blackout_rate_max": 0.45, "blackout_increase_every": 10000, "blackout_increase_rate": 0.01 }, "phases": { "start_inner_loop": 40000, "shufleslots_end": 3000000, "entity_pretraining_phase2_end": 30000, "entity_pretraining_phase1_end": 15000, "background_pretraining_end": 0 }, "defaults": { "num_workers": 2, "prefetch_factor": 2, "statistics_offset": 10, "load_optimizers": false, "teacher_forcing": 5, "skip_frames": 1, "error_dropout": 0.1, "seed": 67 }, "bptt": { "bptt_start_timestep": 0, "bptt_steps": 1, "bptt_steps_max": 3, "increase_bptt_steps_every": 100000 }, "model": { "level": 2, "batch_size": 128, "num_objects": 3, "img_channels": 3, "input_size": [ 64, 64 ], "latent_size": [ 4, 4 ], "gestalt_size": 12, "bottleneck": "binar", "position_regularizer": 0.01, "time_regularizer": 0.25, "encoder_regularizer": 0.333333, "latent_regularizer": 0.0, "inner_loop_enabled": false, "latent_loss_enabled": false, "encoder": { "channels": 24, "level1_channels": 12, "num_layers": 2, "reg_lambda": 1e-10 }, "predictor": { "heads": 2, "layers": 3, "channels_multiplier": 2, "reg_lambda": 1e-10, "transformer_type": "shared" }, "decoder": { "channels": 24, "level1_channels": 12, "num_layers": 2 }, "update_module": { "reg_lambda": 1e-05 } } }