{ "action_labels": { "0": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "1": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "2": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "3": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "4": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "5": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "6": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" }, "7": { "0": "NOOP", "1": "FIRE", "2": "RIGHT", "3": "LEFT", "4": "RIGHTFIRE", "5": "LEFTFIRE" } }, "checkpoint_root": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints", "dataset_mode": "mixed_latency", "decision_period_ms": 66.66666666666667, "deterministic": true, "env_name": "demon_attack", "export_image_size": null, "latencies": [ { "best_checkpoint": "best_000097664_50003968_reward_114787.100.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l0_seed0", "latency": 0, "latency_ms": 0.0, "val_episode_count": 10 }, { "best_checkpoint": "best_000097428_49883136_reward_93636.750.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l1_seed0", "latency": 1, "latency_ms": 66.66666666666667, "val_episode_count": 10 }, { "best_checkpoint": "best_000093840_48046080_reward_18534.100.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l2_seed0", "latency": 2, "latency_ms": 133.33333333333334, "val_episode_count": 10 }, { "best_checkpoint": "best_000096984_49655808_reward_7203.000.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l3_seed0", "latency": 3, "latency_ms": 200.0, "val_episode_count": 10 }, { "best_checkpoint": "best_000097024_49676288_reward_5259.750.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l4_seed0", "latency": 4, "latency_ms": 266.6666666666667, "val_episode_count": 10 }, { "best_checkpoint": "best_000091932_47069184_reward_3790.350.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l5_seed0", "latency": 5, "latency_ms": 333.33333333333337, "val_episode_count": 10 }, { "best_checkpoint": "best_000094948_48613376_reward_3275.250.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l6_seed0", "latency": 6, "latency_ms": 400.0, "val_episode_count": 10 }, { "best_checkpoint": "best_000074392_38088704_reward_2809.500.pth", "episode_count": 50, "experiment_dir": "/inspire/hdd/global_user/liumingyu-253208120284/lzj/latency-sensitive-bench/checkpoints/demon_attack_sf_same_latency_l7_seed0", "latency": 7, "latency_ms": 466.6666666666667, "val_episode_count": 10 } ], "max_steps_per_episode": 3600, "mixed_prompt_template": "{prompt} Your actions take {latency_ms} milliseconds to take effect. Choose the best next action while accounting for the delay.", "prompt": "You are playing Demon Attack from a single game image. Choose exactly one action from: NOOP, FIRE, RIGHT, LEFT, RIGHTFIRE, LEFTFIRE. Survive, avoid enemy fire, and shoot enemies to maximize score." }