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cfg.json

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+{
+  "help": false,
+  "algo": "APPO",
+  "env": "dmlab_30",
+  "experiment": "dmlab30_3333",
+  "train_dir": "/code/train_dir",
+  "restart_behavior": "resume",
+  "device": "gpu",
+  "seed": 3333,
+  "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": 60,
+  "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": 0.003,
+  "value_loss_coeff": 0.5,
+  "kl_loss_coeff": 0.0,
+  "exploration_loss": "entropy",
+  "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": [
+    "obs"
+  ],
+  "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": 3600,
+  "save_best_every_sec": 5,
+  "save_best_metric": "reward",
+  "save_best_after": 100000,
+  "benchmark": false,
+  "encoder_mlp_layers": [
+    512,
+    512
+  ],
+  "encoder_conv_architecture": "resnet_impala",
+  "encoder_conv_mlp_layers": [
+    512
+  ],
+  "use_rnn": true,
+  "rnn_size": 256,
+  "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_batch_size": false,
+  "pbt_optimize_gamma": false,
+  "pbt_target_objective": "true_objective",
+  "pbt_perturb_min": 1.05,
+  "pbt_perturb_max": 1.5,
+  "res_w": 96,
+  "res_h": 72,
+  "dmlab_throughput_benchmark": false,
+  "dmlab_renderer": "software",
+  "dmlab_gpus": [
+    0
+  ],
+  "dmlab30_dataset": "/datasets/dmlab/brady_konkle_oliva2008",
+  "dmlab_with_instructions": true,
+  "dmlab_extended_action_set": true,
+  "dmlab_use_level_cache": true,
+  "dmlab_level_cache_path": "/datasets/dmlab/.dmcache",
+  "dmlab_one_task_per_worker": true,
+  "command_line": "--train_for_seconds=3600000 --algo=APPO --gamma=0.99 --use_rnn=True --num_workers=60 --num_envs_per_worker=12 --num_epochs=1 --rollout=32 --recurrence=32 --batch_size=2048 --benchmark=False --max_grad_norm=0.0 --dmlab_renderer=software --decorrelate_experience_max_seconds=1 --encoder_conv_architecture=resnet_impala --encoder_conv_mlp_layers 512 --nonlinearity=relu --rnn_type=lstm --dmlab_extended_action_set=True --num_policies=1 --dmlab30_dataset=/datasets/dmlab/brady_konkle_oliva2008 --dmlab_use_level_cache=True --dmlab_level_cache_path=/datasets/dmlab/.dmcache --env=dmlab_30 --normalize_input=True --normalize_input_keys obs --normalize_returns=True --with_vtrace=False --dmlab_one_task_per_worker=True --save_milestones_sec=3600 --heartbeat_reporting_interval=300 --seed=3333 --experiment=dmlab30_3333",
+  "cli_args": {
+    "algo": "APPO",
+    "env": "dmlab_30",
+    "experiment": "dmlab30_3333",
+    "seed": 3333,
+    "num_policies": 1,
+    "num_workers": 60,
+    "num_envs_per_worker": 12,
+    "batch_size": 2048,
+    "num_epochs": 1,
+    "rollout": 32,
+    "recurrence": 32,
+    "gamma": 0.99,
+    "normalize_returns": true,
+    "with_vtrace": false,
+    "max_grad_norm": 0.0,
+    "normalize_input": true,
+    "normalize_input_keys": [
+      "obs"
+    ],
+    "decorrelate_experience_max_seconds": 1,
+    "heartbeat_reporting_interval": 300,
+    "train_for_seconds": 3600000,
+    "save_milestones_sec": 3600,
+    "benchmark": false,
+    "encoder_conv_architecture": "resnet_impala",
+    "encoder_conv_mlp_layers": [
+      512
+    ],
+    "use_rnn": true,
+    "rnn_type": "lstm",
+    "nonlinearity": "relu",
+    "dmlab_renderer": "software",
+    "dmlab30_dataset": "/datasets/dmlab/brady_konkle_oliva2008",
+    "dmlab_extended_action_set": true,
+    "dmlab_use_level_cache": true,
+    "dmlab_level_cache_path": "/datasets/dmlab/.dmcache",
+    "dmlab_one_task_per_worker": true
+  },
+  "git_hash": "e6123b3720d9aec139ae7d01970ddc109c198669",
+  "git_repo_name": "https://github.com/alex-petrenko/sample-factory.git"
+}