{ "help": false, "algo": "APPO", "env": "halfcheetah", "experiment": "04_v083_brax_basic_benchmark_see_2322090_env_halfcheetah_u.rnn_False_n.epo_5", "train_dir": "./train_dir/v083_brax_basic_benchmark/v083_brax_basic_benchmark_slurm", "restart_behavior": "resume", "device": "gpu", "seed": 2322090, "num_policies": 1, "async_rl": false, "serial_mode": true, "batched_sampling": true, "num_batches_to_accumulate": 2, "worker_num_splits": 1, "policy_workers_per_policy": 1, "max_policy_lag": 1000, "num_workers": 1, "num_envs_per_worker": 1, "batch_size": 32768, "num_batches_per_epoch": 2, "num_epochs": 5, "rollout": 32, "recurrence": 1, "shuffle_minibatches": false, "gamma": 0.99, "reward_scale": 0.01, "reward_clip": 1000.0, "value_bootstrap": true, "normalize_returns": true, "exploration_loss_coeff": 0.0, "value_loss_coeff": 2.0, "kl_loss_coeff": 0.0, "exploration_loss": "entropy", "gae_lambda": 0.95, "ppo_clip_ratio": 0.2, "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": 1.0, "learning_rate": 0.0003, "lr_schedule": "kl_adaptive_epoch", "lr_schedule_kl_threshold": 0.008, "lr_adaptive_min": 1e-06, "lr_adaptive_max": 0.002, "obs_subtract_mean": 0.0, "obs_scale": 1.0, "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": 20, "heartbeat_reporting_interval": 180, "train_for_env_steps": 100000000, "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": 5000000, "benchmark": false, "encoder_mlp_layers": [ 256, 128, 64 ], "encoder_conv_architecture": "convnet_simple", "encoder_conv_mlp_layers": [ 512 ], "use_rnn": false, "rnn_size": 512, "rnn_type": "gru", "rnn_num_layers": 1, "decoder_mlp_layers": [], "nonlinearity": "elu", "policy_initialization": "torch_default", "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": true, "env_gpu_observations": true, "env_frameskip": 1, "env_framestack": 1, "pixel_format": "CHW", "use_record_episode_statistics": false, "with_wandb": true, "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, "env_agents": 2048, "clamp_actions": false, "clamp_rew_obs": false, "command_line": "--actor_worker_gpus 0 --wandb_project=sample_factory --with_wandb=True --seed=2322090 --env=halfcheetah --use_rnn=False --num_epochs=5 --experiment=04_v083_brax_basic_benchmark_see_2322090_env_halfcheetah_u.rnn_False_n.epo_5 --train_dir=./train_dir/v083_brax_basic_benchmark/v083_brax_basic_benchmark_slurm", "cli_args": { "env": "halfcheetah", "experiment": "04_v083_brax_basic_benchmark_see_2322090_env_halfcheetah_u.rnn_False_n.epo_5", "train_dir": "./train_dir/v083_brax_basic_benchmark/v083_brax_basic_benchmark_slurm", "seed": 2322090, "num_epochs": 5, "actor_worker_gpus": [ 0 ], "use_rnn": false, "with_wandb": true, "wandb_project": "sample_factory" }, "git_hash": "6aa87f2d416b9fad874b299d864a522c887c238a", "git_repo_name": "git@github.com:alex-petrenko/sample-factory.git", "train_script": "sf_examples.brax.train_brax", "wandb_unique_id": "04_v083_brax_basic_benchmark_see_2322090_env_halfcheetah_u.rnn_False_n.epo_5_20230111_191136_435706" }