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sample-factory-2-megaverse
File size: 5,584 Bytes 
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{
  "help": false,
  "algo": "APPO",
  "env": "TowerBuilding",
  "experiment": "TowerBuilding_real_sf2",
  "train_dir": "/home/mingwang/real-sf2/megaverse/train_dir",
  "restart_behavior": "resume",
  "device": "gpu",
  "seed": null,
  "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": 2,
  "max_policy_lag": 1000,
  "num_workers": 12,
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  "num_batches_per_epoch": 1,
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  "shuffle_minibatches": false,
  "gamma": 0.997,
  "reward_scale": 1.0,
  "reward_clip": 30.0,
  "value_bootstrap": false,
  "normalize_returns": true,
  "exploration_loss_coeff": 0.001,
  "value_loss_coeff": 0.5,
  "kl_loss_coeff": 0.0,
  "exploration_loss": "symmetric_kl",
  "gae_lambda": 0.95,
  "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-06,
  "adam_beta1": 0.9,
  "adam_beta2": 0.999,
  "max_grad_norm": 0.0,
  "learning_rate": 0.0001,
  "lr_schedule": "constant",
  "lr_schedule_kl_threshold": 0.008,
  "obs_subtract_mean": 0.0,
  "obs_scale": 255.0,
  "normalize_input": true,
  "normalize_input_keys": null,
  "decorrelate_experience_max_seconds": 0,
  "decorrelate_envs_on_one_worker": true,
  "actor_worker_gpus": [
    0
  ],
  "set_workers_cpu_affinity": true,
  "force_envs_single_thread": false,
  "default_niceness": 0,
  "log_to_file": true,
  "experiment_summaries_interval": 10,
  "flush_summaries_interval": 30,
  "stats_avg": 100,
  "summaries_use_frameskip": true,
  "heartbeat_interval": 10,
  "heartbeat_reporting_interval": 60,
  "train_for_env_steps": 2000000000,
  "train_for_seconds": 360000000,
  "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": "gru",
  "rnn_num_layers": 2,
  "decoder_mlp_layers": [],
  "nonlinearity": "elu",
  "policy_initialization": "orthogonal",
  "policy_init_gain": 1.0,
  "actor_critic_share_weights": true,
  "adaptive_stddev": true,
  "continuous_tanh_scale": 0.0,
  "initial_stddev": 1.0,
  "use_env_info_cache": false,
  "env_gpu_actions": false,
  "env_gpu_observations": false,
  "env_frameskip": 1,
  "env_framestack": 1,
  "pixel_format": "CHW",
  "use_record_episode_statistics": false,
  "with_wandb": true,
  "wandb_user": null,
  "wandb_project": "megaverse-benchmark",
  "wandb_group": "megaverse",
  "wandb_job_type": "SF",
  "wandb_tags": [
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  ],
  "with_pbt": false,
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  "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,
  "megaverse_num_envs_per_instance": 32,
  "megaverse_num_agents_per_env": 1,
  "megaverse_num_simulation_threads": 1,
  "megaverse_use_vulkan": true,
  "megaverse_increase_team_spirit": false,
  "megaverse_max_team_spirit_steps": 1000000000.0,
  "encoder_type": "conv",
  "encoder_subtype": "convnet_simple",
  "hidden_size": 512,
  "command_line": "--train_for_seconds=360000000 --train_for_env_steps=2000000000 --algo=APPO --gamma=0.997 --use_rnn=True --rnn_num_layers=2 --num_workers=12 --num_envs_per_worker=2 --num_epochs=1 --rollout=32 --recurrence=32 --batch_size=4096 --actor_worker_gpus 0 --env_gpu_observations=False --num_policies=1 --with_pbt=False --max_grad_norm=0.0 --exploration_loss=symmetric_kl --exploration_loss_coeff=0.001 --megaverse_num_simulation_threads=1 --megaverse_num_envs_per_instance=32 --megaverse_num_agents_per_env=1 --megaverse_use_vulkan=True --policy_workers_per_policy=2 --reward_clip=30 --env=TowerBuilding --experiment=TowerBuilding_real_sf2 --with_wandb=True --wandb_project=megaverse-benchmark --wandb_group=megaverse --wandb_tags real_sf2_test0",
  "cli_args": {
    "algo": "APPO",
    "env": "TowerBuilding",
    "experiment": "TowerBuilding_real_sf2",
    "num_policies": 1,
    "policy_workers_per_policy": 2,
    "num_workers": 12,
    "num_envs_per_worker": 2,
    "batch_size": 4096,
    "num_epochs": 1,
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    "recurrence": 32,
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    "reward_clip": 30.0,
    "exploration_loss_coeff": 0.001,
    "exploration_loss": "symmetric_kl",
    "max_grad_norm": 0.0,
    "actor_worker_gpus": [
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    "train_for_env_steps": 2000000000,
    "train_for_seconds": 360000000,
    "use_rnn": true,
    "rnn_num_layers": 2,
    "env_gpu_observations": false,
    "with_wandb": true,
    "wandb_project": "megaverse-benchmark",
    "wandb_group": "megaverse",
    "wandb_tags": [
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    ],
    "with_pbt": false,
    "megaverse_num_envs_per_instance": 32,
    "megaverse_num_agents_per_env": 1,
    "megaverse_num_simulation_threads": 1,
    "megaverse_use_vulkan": true
  },
  "git_hash": "1eb0dc14ba99f2279e8ba98e8a706961dc49483a",
  "git_repo_name": "https://github.com/wmFrank/megaverse.git",
  "wandb_unique_id": "TowerBuilding_real_sf2_20221027_144938_178247"
}