Publish completed deadly_corridor RTX3090 mean-profile teacher
Browse files- latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/README.md +5 -0
- latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/checkpoint.pth +3 -0
- latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/config.json +271 -0
- latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/files.sha256.json +22 -0
- latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/profile.source.json +66 -0
- latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/provenance.json +26 -0
latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/README.md
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# deadly_corridor Sample Factory mean-profile teacher
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Completed 25006080 frames with seed 42; budget 25000000. Selection: best_reward_after_full_training_budget. Fixed mean latency 73.69250777493353 ms from archived RTX3090 profile; training GPU was RTX PRO6000 Blackwell.
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`checkpoint.pth` is a tensor-only inference export with `model`, `train_step`, `env_steps`; every model tensor compared exactly with selected training checkpoint. Original recovery state remains on host. Training reward in source filename is not independent task evaluation.
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latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/checkpoint.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:e631e9017634f799860c581761b5fa48601109393c11d20a35187c6f75d14b88
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size 13354997
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latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/config.json
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{
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"help": false,
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"algo": "APPO",
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"env": "doom_deadly_corridor",
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"experiment": "deadly_corridor_mean_3090_s42",
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"train_dir": "/home/ubuntu/lzj/mean-profiling/deadly_corridor/teacher",
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"restart_behavior": "resume",
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"device": "gpu",
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"seed": 42,
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"num_policies": 1,
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"async_rl": true,
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"serial_mode": false,
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"batched_sampling": false,
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"num_batches_to_accumulate": 2,
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"worker_num_splits": 2,
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"policy_workers_per_policy": 1,
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"max_policy_lag": 1000,
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"num_workers": 32,
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"num_envs_per_worker": 4,
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"batch_size": 1024,
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| 21 |
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"num_batches_per_epoch": 2,
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| 22 |
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"num_epochs": 2,
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| 23 |
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"rollout": 128,
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| 24 |
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"recurrence": 128,
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| 25 |
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"shuffle_minibatches": false,
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| 26 |
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"gamma": 0.99,
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| 27 |
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"reward_scale": 1.0,
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| 28 |
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"reward_clip": 1000.0,
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| 29 |
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"value_bootstrap": false,
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| 30 |
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"normalize_returns": true,
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| 31 |
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"exploration_loss_coeff": 0.001,
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| 32 |
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"value_loss_coeff": 0.5,
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| 33 |
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"kl_loss_coeff": 0.0,
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"exploration_loss": "symmetric_kl",
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"gae_lambda": 0.95,
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| 36 |
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"ppo_clip_ratio": 0.1,
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| 37 |
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"ppo_clip_value": 0.2,
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| 38 |
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"with_vtrace": false,
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| 39 |
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"vtrace_rho": 1.0,
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| 40 |
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"vtrace_c": 1.0,
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| 41 |
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"optimizer": "adam",
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| 42 |
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"adam_eps": 1e-06,
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| 43 |
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"adam_beta1": 0.9,
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| 44 |
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"adam_beta2": 0.999,
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| 45 |
+
"max_grad_norm": 4.0,
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| 46 |
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"learning_rate": 0.0001,
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| 47 |
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"lr_schedule": "constant",
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| 48 |
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"lr_schedule_kl_threshold": 0.008,
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| 49 |
+
"lr_adaptive_min": 1e-06,
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| 50 |
+
"lr_adaptive_max": 0.01,
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| 51 |
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"obs_subtract_mean": 0.0,
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| 52 |
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"obs_scale": 255.0,
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| 53 |
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"normalize_input": true,
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| 54 |
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"normalize_input_keys": null,
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| 55 |
+
"decorrelate_experience_max_seconds": 0,
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| 56 |
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"decorrelate_envs_on_one_worker": true,
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| 57 |
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"actor_worker_gpus": [],
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| 58 |
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"set_workers_cpu_affinity": true,
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| 59 |
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"force_envs_single_thread": false,
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| 60 |
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"default_niceness": 0,
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| 61 |
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"log_to_file": true,
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| 62 |
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"experiment_summaries_interval": 1,
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| 63 |
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"flush_summaries_interval": 30,
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| 64 |
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"stats_avg": 100,
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| 65 |
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"summaries_use_frameskip": true,
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| 66 |
+
"heartbeat_interval": 20,
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| 67 |
+
"heartbeat_reporting_interval": 600,
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| 68 |
+
"train_for_env_steps": 25000000,
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| 69 |
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"train_for_seconds": 10000000000,
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| 70 |
+
"save_every_sec": 600,
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| 71 |
+
"keep_checkpoints": 5,
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| 72 |
+
"load_checkpoint_kind": "latest",
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| 73 |
+
"save_milestones_sec": -1,
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| 74 |
+
"save_best_every_sec": 5,
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| 75 |
+
"save_best_metric": "reward",
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| 76 |
+
"save_best_after": 100000,
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| 77 |
+
"benchmark": false,
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| 78 |
+
"encoder_mlp_layers": [
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512,
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| 80 |
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512
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| 81 |
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],
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| 82 |
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"encoder_conv_architecture": "convnet_simple",
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| 83 |
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"encoder_conv_mlp_layers": [
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| 84 |
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512
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| 85 |
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],
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| 86 |
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"use_rnn": true,
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| 87 |
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"rnn_size": 512,
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| 88 |
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"rnn_type": "gru",
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| 89 |
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"rnn_num_layers": 1,
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| 90 |
+
"decoder_mlp_layers": [],
|
| 91 |
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"nonlinearity": "elu",
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| 92 |
+
"policy_initialization": "orthogonal",
|
| 93 |
+
"policy_init_gain": 1.0,
|
| 94 |
+
"actor_critic_share_weights": true,
|
| 95 |
+
"adaptive_stddev": true,
|
| 96 |
+
"continuous_tanh_scale": 0.0,
|
| 97 |
+
"initial_stddev": 1.0,
|
| 98 |
+
"use_env_info_cache": false,
|
| 99 |
+
"env_gpu_actions": false,
|
| 100 |
+
"env_gpu_observations": true,
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| 101 |
+
"env_frameskip": 1,
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| 102 |
+
"env_framestack": 1,
|
| 103 |
+
"pixel_format": "CHW",
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| 104 |
+
"use_record_episode_statistics": false,
|
| 105 |
+
"with_wandb": true,
|
| 106 |
+
"wandb_user": "dongqianyu99-zhejiang-university",
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| 107 |
+
"wandb_project": "starvla_tasks",
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| 108 |
+
"wandb_group": "mean-profiling-3090-blackwell",
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| 109 |
+
"wandb_job_type": "deadly_corridor_decision_history_native35_temporal",
|
| 110 |
+
"wandb_tags": [
|
| 111 |
+
"deadly_corridor_decision_history_native35_temporal_25m_seed42",
|
| 112 |
+
"deadly-corridor",
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| 113 |
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"frame_stack",
|
| 114 |
+
"temporal",
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| 115 |
+
"qwenoft_rtx3090_temporal_hist8_capacity1_native35",
|
| 116 |
+
"fs4",
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| 117 |
+
"seed42"
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| 118 |
+
],
|
| 119 |
+
"with_pbt": false,
|
| 120 |
+
"pbt_mix_policies_in_one_env": true,
|
| 121 |
+
"pbt_period_env_steps": 5000000,
|
| 122 |
+
"pbt_start_mutation": 20000000,
|
| 123 |
+
"pbt_replace_fraction": 0.3,
|
| 124 |
+
"pbt_mutation_rate": 0.15,
|
| 125 |
+
"pbt_replace_reward_gap": 0.1,
|
| 126 |
+
"pbt_replace_reward_gap_absolute": 1e-06,
|
| 127 |
+
"pbt_optimize_gamma": false,
|
| 128 |
+
"pbt_target_objective": "true_objective",
|
| 129 |
+
"pbt_perturb_min": 1.1,
|
| 130 |
+
"pbt_perturb_max": 1.5,
|
| 131 |
+
"num_agents": -1,
|
| 132 |
+
"num_humans": 0,
|
| 133 |
+
"num_bots": -1,
|
| 134 |
+
"start_bot_difficulty": null,
|
| 135 |
+
"timelimit": null,
|
| 136 |
+
"res_w": 128,
|
| 137 |
+
"res_h": 72,
|
| 138 |
+
"wide_aspect_ratio": false,
|
| 139 |
+
"record_to": null,
|
| 140 |
+
"mode": "train",
|
| 141 |
+
"env_fps": 35.0,
|
| 142 |
+
"obs_fps": 8.75,
|
| 143 |
+
"latency_type": "fixed",
|
| 144 |
+
"fixed_latency_ms": 73.69250777493353,
|
| 145 |
+
"mean_latency_ms": null,
|
| 146 |
+
"std_latency_ms": null,
|
| 147 |
+
"min_latency_ms": null,
|
| 148 |
+
"max_latency_ms": null,
|
| 149 |
+
"latency_seed": 42,
|
| 150 |
+
"latency_profile_path": null,
|
| 151 |
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"latency_profile_worker_slot": null,
|
| 152 |
+
"simulated_worker_capacity": 1,
|
| 153 |
+
"add_latency_info": false,
|
| 154 |
+
"max_pending_actions": null,
|
| 155 |
+
"hold_policy": "hold",
|
| 156 |
+
"ordering_policy": "latest_ready",
|
| 157 |
+
"eval_episodes": 100,
|
| 158 |
+
"eval_parallel_envs": 1,
|
| 159 |
+
"eval_latency_raw_frame_values": "0,1,2,3,4,5,10,15,40",
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| 160 |
+
"eval_max_steps": 3600,
|
| 161 |
+
"eval_raw_reward": true,
|
| 162 |
+
"eval_deterministic": true,
|
| 163 |
+
"disable_reward_scaling": true,
|
| 164 |
+
"frame_stack": 4,
|
| 165 |
+
"action_history_decisions": 8,
|
| 166 |
+
"max_episode_steps": 0,
|
| 167 |
+
"simulator": "cpu",
|
| 168 |
+
"episode_metrics_path": "/home/ubuntu/lzj/mean-profiling/deadly_corridor/teacher/deadly_corridor_mean_3090_s42/episode_metrics.jsonl",
|
| 169 |
+
"vizdoom_init_max_parallel": 10,
|
| 170 |
+
"vizdoom_init_lock_timeout_sec": 5.0,
|
| 171 |
+
"vizdoom_init_lock_max_wait_sec": 60.0,
|
| 172 |
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"vizdoom_init_retry_jitter_sec": 0.25,
|
| 173 |
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"eval_env_frameskip": 1,
|
| 174 |
+
"fps": 35,
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| 175 |
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| 177 |
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|
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|
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|
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|
| 215 |
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| 216 |
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|
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|
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latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/profile.source.json
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latency-aware/deadly-corridor/small-policy/sample-factory-qwenoft-rtx3090-mean-hist8-capacity1-native35-s42-v1/provenance.json
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