andrewzhang505 commited on
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Upload cfg.json with huggingface_hub

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  1. cfg.json +153 -0
cfg.json ADDED
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+ {
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+ "help": false,
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+ "algo": "APPO",
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+ "env": "Humanoid",
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+ "experiment": "11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16",
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+ "train_dir": "./train_dir/v079_basic_ige/v079_basic_ige_slurm",
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+ "restart_behavior": "resume",
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+ "device": "gpu",
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+ "seed": 7919506,
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+ "num_policies": 1,
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+ "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": [
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+ 400,
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+ 200,
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+ 100
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+ ],
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+ "encoder_conv_architecture": "convnet_simple",
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+ "encoder_conv_mlp_layers": [
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+ 512
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+ ],
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+ "use_rnn": true,
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+ "rnn_size": 512,
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+ "rnn_type": "gru",
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+ "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",
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+ "wandb_group": "sf2_v079_basic_ige",
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+ "wandb_job_type": "SF",
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+ "wandb_tags": [
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+ "v079_basic_ige"
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+ ],
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+ "with_pbt": false,
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+ "pbt_mix_policies_in_one_env": true,
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+ "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,
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+ "pbt_target_objective": "true_objective",
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+ "pbt_perturb_min": 1.1,
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+ "pbt_perturb_max": 1.5,
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+ "env_agents": -1,
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+ "obs_key": "obs",
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+ "subtask": null,
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+ "ige_api_version": "preview4",
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+ "eval_stats": false,
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+ "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",
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+ "cli_args": {
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+ "env": "Humanoid",
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+ "experiment": "11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16",
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+ "train_dir": "./train_dir/v079_basic_ige/v079_basic_ige_slurm",
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+ "seed": 7919506,
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+ "recurrence": 16,
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+ "actor_worker_gpus": [
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+ 0
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+ ],
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+ "train_for_env_steps": 100000000,
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+ "use_rnn": true,
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+ "with_wandb": true,
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+ "wandb_project": "sample_factory",
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+ "wandb_group": "sf2_v079_basic_ige",
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+ "wandb_tags": [
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+ "v079_basic_ige"
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+ ]
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+ },
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+ "git_hash": "0b1d3fc4f93b814b0987f4f5ac91119ac2078725",
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+ "git_repo_name": "https://github.com/andrewzhang505/sample-factory.git",
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+ "wandb_unique_id": "11_v079_basic_ige_see_7919506_env_Humanoid_u.rnn_True_rec_16_20221128_155611_975079"
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+ }