|
{ |
|
"help": false, |
|
"algo": "APPO", |
|
"env": "nethack_challenge", |
|
"experiment": "default_experiment", |
|
"train_dir": "/net/tscratch/people/plgbartekcupial/mrunner_scratch/sample_factory_nethack/03_01-17_00-vigilant_hodgkin/2023-12-28-monk-appo_4m9d_2/train_dir", |
|
"restart_behavior": "resume", |
|
"device": "gpu", |
|
"seed": 2, |
|
"num_policies": 1, |
|
"async_rl": true, |
|
"serial_mode": false, |
|
"batched_sampling": false, |
|
"num_batches_to_accumulate": 2, |
|
"worker_num_splits": 2, |
|
"policy_workers_per_policy": 1, |
|
"max_policy_lag": 1000, |
|
"num_workers": 16, |
|
"num_envs_per_worker": 32, |
|
"batch_size": 4096, |
|
"num_batches_per_epoch": 1, |
|
"num_epochs": 1, |
|
"rollout": 32, |
|
"recurrence": 32, |
|
"shuffle_minibatches": false, |
|
"gamma": 0.999, |
|
"reward_scale": 1.0, |
|
"reward_clip": 10.0, |
|
"value_bootstrap": false, |
|
"normalize_returns": true, |
|
"exploration_loss_coeff": 0.001, |
|
"value_loss_coeff": 1.0, |
|
"kl_loss_coeff": 0.0, |
|
"exploration_loss": "entropy", |
|
"gae_lambda": 1.0, |
|
"ppo_clip_ratio": 0.1, |
|
"ppo_clip_value": 1.0, |
|
"with_vtrace": false, |
|
"vtrace_rho": 1.0, |
|
"vtrace_c": 1.0, |
|
"optimizer": "adam", |
|
"adam_eps": 1e-07, |
|
"adam_beta1": 0.9, |
|
"adam_beta2": 0.999, |
|
"max_grad_norm": 4, |
|
"learning_rate": 0.0001, |
|
"lr_schedule": "constant", |
|
"lr_schedule_kl_threshold": 0.008, |
|
"lr_adaptive_min": 1e-06, |
|
"lr_adaptive_max": 0.01, |
|
"obs_subtract_mean": 0.0, |
|
"obs_scale": 1.0, |
|
"normalize_input": false, |
|
"normalize_input_keys": null, |
|
"decorrelate_experience_max_seconds": 0, |
|
"decorrelate_envs_on_one_worker": true, |
|
"actor_worker_gpus": [], |
|
"set_workers_cpu_affinity": true, |
|
"force_envs_single_thread": false, |
|
"default_niceness": 0, |
|
"log_to_file": true, |
|
"experiment_summaries_interval": 50, |
|
"flush_summaries_interval": 30, |
|
"stats_avg": 100, |
|
"summaries_use_frameskip": true, |
|
"heartbeat_interval": 20, |
|
"heartbeat_reporting_interval": 180, |
|
"train_for_env_steps": 2000000000, |
|
"train_for_seconds": 10000000000, |
|
"save_every_sec": 120, |
|
"keep_checkpoints": 2, |
|
"load_checkpoint_kind": "latest", |
|
"save_milestones_sec": -1, |
|
"save_best_every_sec": 5, |
|
"save_best_metric": "reward", |
|
"save_best_after": 100000, |
|
"benchmark": false, |
|
"encoder_mlp_layers": [ |
|
512, |
|
512 |
|
], |
|
"encoder_conv_architecture": "convnet_simple", |
|
"encoder_conv_mlp_layers": [ |
|
512 |
|
], |
|
"use_rnn": true, |
|
"rnn_size": 512, |
|
"rnn_type": "lstm", |
|
"rnn_num_layers": 1, |
|
"decoder_mlp_layers": [], |
|
"nonlinearity": "relu", |
|
"policy_initialization": "orthogonal", |
|
"policy_init_gain": 1.0, |
|
"actor_critic_share_weights": true, |
|
"adaptive_stddev": false, |
|
"continuous_tanh_scale": 0.0, |
|
"initial_stddev": 1.0, |
|
"use_env_info_cache": false, |
|
"env_gpu_actions": false, |
|
"env_gpu_observations": true, |
|
"env_frameskip": 1, |
|
"env_framestack": 1, |
|
"pixel_format": "CHW", |
|
"use_record_episode_statistics": false, |
|
"episode_counter": false, |
|
"with_wandb": true, |
|
"wandb_user": "bartekcupial", |
|
"wandb_project": "sample_factory_nethack", |
|
"wandb_group": "gmum", |
|
"wandb_job_type": "SF", |
|
"wandb_tags": [], |
|
"with_pbt": false, |
|
"pbt_mix_policies_in_one_env": true, |
|
"pbt_period_env_steps": 5000000, |
|
"pbt_start_mutation": 20000000, |
|
"pbt_replace_fraction": 0.3, |
|
"pbt_mutation_rate": 0.15, |
|
"pbt_replace_reward_gap": 0.1, |
|
"pbt_replace_reward_gap_absolute": 1e-06, |
|
"pbt_optimize_gamma": false, |
|
"pbt_target_objective": "true_objective", |
|
"pbt_perturb_min": 1.1, |
|
"pbt_perturb_max": 1.5, |
|
"character": "mon-hum-neu-mal", |
|
"max_episode_steps": 100000, |
|
"penalty_step": 0.0, |
|
"penalty_time": 0.0, |
|
"fn_penalty_step": "constant", |
|
"savedir": null, |
|
"save_ttyrec_every": 0, |
|
"add_image_observation": true, |
|
"crop_dim": 18, |
|
"pixel_size": 6, |
|
"use_prev_action": true, |
|
"use_tty_only": true, |
|
"model": "ChaoticDwarvenGPT5", |
|
"add_stats_to_info": true, |
|
"command_line": "--env=nethack_challenge --train_for_env_steps=2000000000 --character=mon-hum-neu-mal --num_workers=16 --num_envs_per_worker=32 --worker_num_splits=2 --rollout=32 --batch_size=4096 --async_rl=True --serial_mode=False --wandb_user=bartekcupial --wandb_project=sample_factory_nethack --wandb_group=gmum --with_wandb=True --use_prev_action=True --model=ChaoticDwarvenGPT5 --rnn_size=512 --seed=2", |
|
"cli_args": { |
|
"env": "nethack_challenge", |
|
"seed": 2, |
|
"async_rl": true, |
|
"serial_mode": false, |
|
"worker_num_splits": 2, |
|
"num_workers": 16, |
|
"num_envs_per_worker": 32, |
|
"batch_size": 4096, |
|
"rollout": 32, |
|
"train_for_env_steps": 2000000000, |
|
"rnn_size": 512, |
|
"with_wandb": true, |
|
"wandb_user": "bartekcupial", |
|
"wandb_project": "sample_factory_nethack", |
|
"wandb_group": "gmum", |
|
"character": "mon-hum-neu-mal", |
|
"use_prev_action": true, |
|
"model": "ChaoticDwarvenGPT5" |
|
}, |
|
"git_hash": "unknown", |
|
"git_repo_name": "not a git repository", |
|
"wandb_unique_id": "default_experiment_20240103_191716_696528" |
|
} |