|
{ |
|
"help": false, |
|
"algo": "APPO", |
|
"env": "Humanoid", |
|
"experiment": "11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16", |
|
"train_dir": "./train_dir/v079_basic_ige/v079_basic_ige_slurm", |
|
"restart_behavior": "resume", |
|
"device": "gpu", |
|
"seed": 7919506, |
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"num_policies": 1, |
|
"async_rl": false, |
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"serial_mode": true, |
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"batched_sampling": true, |
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"num_batches_to_accumulate": 2, |
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"worker_num_splits": 1, |
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"policy_workers_per_policy": 1, |
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"max_policy_lag": 1000, |
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"num_workers": 1, |
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"num_envs_per_worker": 1, |
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"batch_size": 32768, |
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"num_batches_per_epoch": 4, |
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"num_epochs": 5, |
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"rollout": 32, |
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"recurrence": 16, |
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"shuffle_minibatches": false, |
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"gamma": 0.99, |
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"reward_scale": 0.01, |
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"reward_clip": 1000.0, |
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"value_bootstrap": true, |
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"normalize_returns": true, |
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"exploration_loss_coeff": 0.0, |
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"value_loss_coeff": 4.0, |
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"kl_loss_coeff": 0.0, |
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"exploration_loss": "entropy", |
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"gae_lambda": 0.95, |
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"ppo_clip_ratio": 0.2, |
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"ppo_clip_value": 1.0, |
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"with_vtrace": false, |
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"vtrace_rho": 1.0, |
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"vtrace_c": 1.0, |
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"optimizer": "adam", |
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"adam_eps": 1e-06, |
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"adam_beta1": 0.9, |
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"adam_beta2": 0.999, |
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"max_grad_norm": 1.0, |
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"learning_rate": 0.0003, |
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"lr_schedule": "kl_adaptive_epoch", |
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"lr_schedule_kl_threshold": 0.008, |
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"obs_subtract_mean": 0.0, |
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"obs_scale": 1.0, |
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"normalize_input": true, |
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"normalize_input_keys": null, |
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"decorrelate_experience_max_seconds": 0, |
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"decorrelate_envs_on_one_worker": true, |
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"actor_worker_gpus": [ |
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0 |
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], |
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"set_workers_cpu_affinity": true, |
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"force_envs_single_thread": false, |
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"default_niceness": 0, |
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"log_to_file": true, |
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"experiment_summaries_interval": 3, |
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"flush_summaries_interval": 30, |
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"stats_avg": 100, |
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"summaries_use_frameskip": true, |
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"heartbeat_interval": 10, |
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"heartbeat_reporting_interval": 60, |
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"train_for_env_steps": 100000000, |
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"train_for_seconds": 10000000000, |
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"save_every_sec": 15, |
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"keep_checkpoints": 2, |
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"load_checkpoint_kind": "latest", |
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"save_milestones_sec": -1, |
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"save_best_every_sec": 5, |
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"save_best_metric": "reward", |
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"save_best_after": 5000000, |
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"benchmark": false, |
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"encoder_mlp_layers": [ |
|
400, |
|
200, |
|
100 |
|
], |
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"encoder_conv_architecture": "convnet_simple", |
|
"encoder_conv_mlp_layers": [ |
|
512 |
|
], |
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"use_rnn": true, |
|
"rnn_size": 512, |
|
"rnn_type": "gru", |
|
"rnn_num_layers": 1, |
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"decoder_mlp_layers": [], |
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"nonlinearity": "elu", |
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"policy_initialization": "torch_default", |
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"policy_init_gain": 1.0, |
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"actor_critic_share_weights": true, |
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"adaptive_stddev": false, |
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"continuous_tanh_scale": 0.0, |
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"initial_stddev": 1.0, |
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"use_env_info_cache": true, |
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"env_gpu_actions": true, |
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"env_gpu_observations": true, |
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"env_frameskip": 1, |
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"env_framestack": 1, |
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"pixel_format": "CHW", |
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"use_record_episode_statistics": false, |
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"with_wandb": true, |
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"wandb_user": null, |
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"wandb_project": "sample_factory", |
|
"wandb_group": "sf2_v079_basic_ige", |
|
"wandb_job_type": "SF", |
|
"wandb_tags": [ |
|
"v079_basic_ige" |
|
], |
|
"with_pbt": false, |
|
"pbt_mix_policies_in_one_env": true, |
|
"pbt_period_env_steps": 5000000, |
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"pbt_start_mutation": 20000000, |
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"pbt_replace_fraction": 0.3, |
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"pbt_mutation_rate": 0.15, |
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"pbt_replace_reward_gap": 0.1, |
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"pbt_replace_reward_gap_absolute": 1e-06, |
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"pbt_optimize_gamma": false, |
|
"pbt_target_objective": "true_objective", |
|
"pbt_perturb_min": 1.1, |
|
"pbt_perturb_max": 1.5, |
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"env_agents": -1, |
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"obs_key": "obs", |
|
"subtask": null, |
|
"ige_api_version": "preview4", |
|
"eval_stats": false, |
|
"command_line": "--actor_worker_gpus 0 --wandb_project=sample_factory --train_for_env_steps=100000000 --with_wandb=True --wandb_tags v079_basic_ige --wandb_group=sf2_v079_basic_ige --seed=7919506 --env=Humanoid --use_rnn=True --recurrence=16 --experiment=11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16 --train_dir=./train_dir/v079_basic_ige/v079_basic_ige_slurm", |
|
"cli_args": { |
|
"env": "Humanoid", |
|
"experiment": "11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16", |
|
"train_dir": "./train_dir/v079_basic_ige/v079_basic_ige_slurm", |
|
"seed": 7919506, |
|
"recurrence": 16, |
|
"actor_worker_gpus": [ |
|
0 |
|
], |
|
"train_for_env_steps": 100000000, |
|
"use_rnn": true, |
|
"with_wandb": true, |
|
"wandb_project": "sample_factory", |
|
"wandb_group": "sf2_v079_basic_ige", |
|
"wandb_tags": [ |
|
"v079_basic_ige" |
|
] |
|
}, |
|
"git_hash": "0b1d3fc4f93b814b0987f4f5ac91119ac2078725", |
|
"git_repo_name": "https://github.com/andrewzhang505/sample-factory.git", |
|
"wandb_unique_id": "11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16_20221128_155611_975079" |
|
} |