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doom_basic_2222

Reinforcement Learning
sample-factory
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doom_basic_2222
File size: 4,673 Bytes 
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{
  "help": false,
  "algo": "APPO",
  "env": "doom_basic",
  "experiment": "vizdoom_doom_basic_2222",
  "train_dir": "/scratch/sample_factory/train_dir/vizdoom",
  "restart_behavior": "resume",
  "device": "gpu",
  "seed": 2222,
  "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": 20,
  "num_envs_per_worker": 12,
  "batch_size": 2048,
  "num_batches_per_epoch": 1,
  "num_epochs": 1,
  "rollout": 32,
  "recurrence": 32,
  "shuffle_minibatches": false,
  "gamma": 0.99,
  "reward_scale": 1.0,
  "reward_clip": 1000.0,
  "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": 0.2,
  "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": 1,
  "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": 10,
  "flush_summaries_interval": 30,
  "stats_avg": 100,
  "summaries_use_frameskip": true,
  "heartbeat_interval": 10,
  "heartbeat_reporting_interval": 300,
  "train_for_env_steps": 10000000000,
  "train_for_seconds": 3600000,
  "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": true,
  "continuous_tanh_scale": 0.0,
  "initial_stddev": 1.0,
  "use_env_info_cache": false,
  "env_gpu_actions": false,
  "env_frameskip": 4,
  "env_framestack": 1,
  "pixel_format": "CHW",
  "use_record_episode_statistics": false,
  "with_wandb": false,
  "wandb_user": null,
  "wandb_project": "sample_factory",
  "wandb_group": null,
  "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,
  "num_agents": -1,
  "num_humans": 0,
  "num_bots": -1,
  "start_bot_difficulty": null,
  "timelimit": null,
  "res_w": 128,
  "res_h": 72,
  "wide_aspect_ratio": false,
  "eval_env_frameskip": 1,
  "fps": 35,
  "command_line": "--train_for_seconds=3600000 --algo=APPO --gamma=0.99 --use_rnn=True --num_workers=20 --num_envs_per_worker=12 --num_epochs=1 --rollout=32 --recurrence=32 --batch_size=2048 --benchmark=False --max_grad_norm=0.0 --decorrelate_experience_max_seconds=1 --nonlinearity=relu --rnn_type=lstm --num_policies=1 --heartbeat_reporting_interval=300 --train_dir=/scratch/sample_factory/train_dir/vizdoom --seed=2222 --experiment=vizdoom_doom_basic_2222 --env=doom_basic",
  "cli_args": {
    "algo": "APPO",
    "env": "doom_basic",
    "experiment": "vizdoom_doom_basic_2222",
    "train_dir": "/scratch/sample_factory/train_dir/vizdoom",
    "seed": 2222,
    "num_policies": 1,
    "num_workers": 20,
    "num_envs_per_worker": 12,
    "batch_size": 2048,
    "num_epochs": 1,
    "rollout": 32,
    "recurrence": 32,
    "gamma": 0.99,
    "max_grad_norm": 0.0,
    "decorrelate_experience_max_seconds": 1,
    "heartbeat_reporting_interval": 300,
    "train_for_seconds": 3600000,
    "benchmark": false,
    "use_rnn": true,
    "rnn_type": "lstm",
    "nonlinearity": "relu"
  },
  "git_hash": "9da68b57eecd73c3c884c1be2d938b46aa7a7f49",
  "git_repo_name": "https://github.com/alex-petrenko/sample-factory.git"
}