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  1. flappy_fix_latency_3_200ep_7k2steps_single_baseline/hydra/train_starvla_hydra.log +106 -0
  2. flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3/episode_metrics.jsonl +25 -25
  3. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/debug-internal.log +19 -25
  4. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/debug.log +23 -23
  5. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/config.yaml +329 -0
  6. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/output.log +37 -0
  7. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/requirements.txt +237 -0
  8. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/wandb-metadata.json +305 -0
  9. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/wandb-summary.json +1 -0
  10. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/logs/debug-core.log +19 -0
  11. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/logs/debug-internal.log +19 -0
  12. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/logs/debug.log +24 -0
  13. flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/run-crq5c83a.wandb +0 -0
flappy_fix_latency_3_200ep_7k2steps_single_baseline/hydra/train_starvla_hydra.log CHANGED
@@ -5115,3 +5115,109 @@ Cuda failure 'out of memory'
5115
  [2026-07-27 23:47:07,627][starVLA.training.train_starvla][INFO] - ... and that's all, folks!
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  [2026-07-27 23:47:10,371][starVLA.training.train_starvla][INFO] - Destroyed distributed process group
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  [2026-07-27 23:47:10,373][starVLA.training.train_starvla][INFO] - Destroyed distributed process group
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  [2026-07-27 23:47:07,627][starVLA.training.train_starvla][INFO] - ... and that's all, folks!
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  [2026-07-27 23:47:10,371][starVLA.training.train_starvla][INFO] - Destroyed distributed process group
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  [2026-07-27 23:47:10,373][starVLA.training.train_starvla][INFO] - Destroyed distributed process group
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+ [2026-07-28 00:02:35,502][starVLA.model.framework.share_tools][INFO] - [*] [apply_config_compat] normalised config from version_id=0.21 to '0.21'
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+ [2026-07-28 00:02:35,502][starVLA.training.train_starvla][INFO] - VLA Training :: Warming Up
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+ [2026-07-28 00:02:35,503][starVLA.training.train_starvla][INFO] - VLA Training :: Warming Up
5121
+ [2026-07-28 00:02:35,729][huggingface_hub._login][WARNING] - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
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+ [2026-07-28 00:02:35,729][starVLA.training.rl_games.auth][INFO] - Logged into Hugging Face Hub
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+ [2026-07-28 00:02:35,730][huggingface_hub._login][WARNING] - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
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+ [2026-07-28 00:02:35,730][starVLA.training.rl_games.auth][INFO] - Logged into Hugging Face Hub
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+ [2026-07-28 00:02:36,156][starVLA.training.rl_games.auth][INFO] - Logged into Weights & Biases
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+ [2026-07-28 00:02:36,170][starVLA.training.train_starvla][INFO] - ✅ Configuration wrapped for access tracking
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+ [2026-07-28 00:02:36,226][starVLA.training.rl_games.auth][INFO] - Logged into Weights & Biases
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+ [2026-07-28 00:02:36,241][starVLA.training.train_starvla][INFO] - ✅ Configuration wrapped for access tracking
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+ [2026-07-28 00:02:38,705][starVLA.training.train_starvla][INFO] - Creating VLA Dataset with Mixture `flappy_train__bridge`
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+ [2026-07-28 00:02:38,712][starVLA.training.train_starvla][INFO] - Creating VLA Dataset with Mixture `flappy_train__bridge`
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+ [2026-07-28 00:02:39,661][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Behavior (data_config): ['BEHAVIOR_challenge']
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+ [2026-07-28 00:02:39,661][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from DOMINO: ['robotwin']
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+ [2026-07-28 00:02:39,661][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from DOMINO (data_config): []
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+ [2026-07-28 00:02:39,661][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from DOMINO (data_config): ['domino', 'domino_clean', 'domino_random', 'domino_cotrain']
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+ [2026-07-28 00:02:39,662][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Franka: ['custom_robot_config', 'demo_sim_franka_delta_joints', 'SO101']
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+ [2026-07-28 00:02:39,662][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Franka (data_config): []
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+ [2026-07-28 00:02:39,662][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Franka (data_config): ['custom_dataset', 'custom_dataset_2', 'demo_sim_pick_place', 'SO101_pick']
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+ [2026-07-28 00:02:39,663][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from LIBERO: ['libero_franka']
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+ [2026-07-28 00:02:39,663][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from LIBERO (data_config): []
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+ [2026-07-28 00:02:39,663][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from LIBERO (data_config): ['libero_all', 'libero_goal', 'multi_robot']
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+ [2026-07-28 00:02:39,664][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from RoboChallenge_table30v2: ['ur5_robochallenge', 'arx5_robochallenge', 'dosw1_robochallenge']
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+ [2026-07-28 00:02:39,664][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from RoboChallenge_table30v2 (data_config): ['ur5_robochallenge', 'arx5_robochallenge', 'dosw1_robochallenge']
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+ [2026-07-28 00:02:39,664][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from RoboChallenge_table30v2 (data_config): ['robochallenge_table30v2_shred_paper', 'robochallenge_table30v2_ur5_all', 'robochallenge_table30v2_arx5_all', 'robochallenge_table30v2_dosw1_all']
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+ [2026-07-28 00:02:39,665][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Robocasa_365: ['panda_omron_robocasa365']
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+ [2026-07-28 00:02:39,665][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Robocasa_365 (data_config): []
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+ [2026-07-28 00:02:39,665][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Robocasa_365 (data_config): ['robocasa365_open_drawer_target_human', 'robocasa365_atomic_target_human_all', 'robocasa365_composite_target_human_all', 'robocasa365_target_human_all']
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+ [2026-07-28 00:02:39,666][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Behavior (data_config): ['BEHAVIOR_challenge']
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+ [2026-07-28 00:02:39,666][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Robocasa_tabletop: ['fourier_gr1_arms_waist']
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+ [2026-07-28 00:02:39,666][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Robocasa_tabletop (data_config): []
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+ [2026-07-28 00:02:39,666][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Robocasa_tabletop (data_config): ['fourier_gr1_unified_1000']
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from DOMINO: ['robotwin']
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from DOMINO (data_config): []
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from DOMINO (data_config): ['domino', 'domino_clean', 'domino_random', 'domino_cotrain']
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Robotwin: ['robotwin', 'robotwin50', 'arx_x5']
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Robotwin (data_config): []
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Robotwin (data_config): ['robotwin_all', 'robotwin_all_50', 'robotwin', 'robotwin_task1', 'robotwin_task2', 'arx_x5']
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Franka: ['custom_robot_config', 'demo_sim_franka_delta_joints', 'SO101']
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Franka (data_config): []
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+ [2026-07-28 00:02:39,667][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Franka (data_config): ['custom_dataset', 'custom_dataset_2', 'demo_sim_pick_place', 'SO101_pick']
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+ [2026-07-28 00:02:39,668][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from SimplerEnv: ['oxe_droid', 'oxe_bridge', 'oxe_rt1']
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+ [2026-07-28 00:02:39,668][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from SimplerEnv (data_config): []
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+ [2026-07-28 00:02:39,668][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from SimplerEnv (data_config): ['bridge', 'bridge_rt_1']
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+ [2026-07-28 00:02:39,668][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from LIBERO: ['libero_franka']
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+ [2026-07-28 00:02:39,668][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from LIBERO (data_config): []
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+ [2026-07-28 00:02:39,668][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from LIBERO (data_config): ['libero_all', 'libero_goal', 'multi_robot']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from VLA-Arena: ['vla_arena_franka']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from VLA-Arena (data_config): []
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from VLA-Arena (data_config): ['vla_arena_L0_S', 'vla_arena_L0_M', 'vla_arena_L0_L']
5169
+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from RoboChallenge_table30v2: ['ur5_robochallenge', 'arx5_robochallenge', 'dosw1_robochallenge']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from RoboChallenge_table30v2 (data_config): ['ur5_robochallenge', 'arx5_robochallenge', 'dosw1_robochallenge']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from RoboChallenge_table30v2 (data_config): ['robochallenge_table30v2_shred_paper', 'robochallenge_table30v2_ur5_all', 'robochallenge_table30v2_arx5_all', 'robochallenge_table30v2_dosw1_all']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from rl_games: ['rl_games_flappy', 'rl_games_demon_attack', 'rl_games_deadly_corridor']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from rl_games (data_config): ['rl_games_flappy', 'rl_games_demon_attack', 'rl_games_deadly_corridor']
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+ [2026-07-28 00:02:39,669][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from rl_games (data_config): ['flappy_train', 'flappy_train__bridge', 'flappy_mixed_latency_train', 'flappy_mixed_latency_train__bridge', 'demon_attack_train', 'demon_attack_train__bridge', 'demon_attack_mixed_latency_train', 'demon_attack_mixed_latency_train__bridge', 'deadly_corridor_train', 'deadly_corridor_train__bridge', 'deadly_corridor_mixed_latency_train', 'deadly_corridor_mixed_latency_train__bridge']
5175
+ [2026-07-28 00:02:39,670][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Robocasa_365: ['panda_omron_robocasa365']
5176
+ [2026-07-28 00:02:39,670][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Robocasa_365 (data_config): []
5177
+ [2026-07-28 00:02:39,670][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Robocasa_365 (data_config): ['robocasa365_open_drawer_target_human', 'robocasa365_atomic_target_human_all', 'robocasa365_composite_target_human_all', 'robocasa365_target_human_all']
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+ [2026-07-28 00:02:39,671][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Robocasa_tabletop: ['fourier_gr1_arms_waist']
5179
+ [2026-07-28 00:02:39,671][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Robocasa_tabletop (data_config): []
5180
+ [2026-07-28 00:02:39,671][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Robocasa_tabletop (data_config): ['fourier_gr1_unified_1000']
5181
+ [2026-07-28 00:02:39,673][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from Robotwin: ['robotwin', 'robotwin50', 'arx_x5']
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+ [2026-07-28 00:02:39,673][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from Robotwin (data_config): []
5183
+ [2026-07-28 00:02:39,673][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from Robotwin (data_config): ['robotwin_all', 'robotwin_all_50', 'robotwin', 'robotwin_task1', 'robotwin_task2', 'arx_x5']
5184
+ [2026-07-28 00:02:39,673][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from SimplerEnv: ['oxe_droid', 'oxe_bridge', 'oxe_rt1']
5185
+ [2026-07-28 00:02:39,673][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from SimplerEnv (data_config): []
5186
+ [2026-07-28 00:02:39,673][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from SimplerEnv (data_config): ['bridge', 'bridge_rt_1']
5187
+ [2026-07-28 00:02:39,674][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from VLA-Arena: ['vla_arena_franka']
5188
+ [2026-07-28 00:02:39,674][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from VLA-Arena (data_config): []
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+ [2026-07-28 00:02:39,674][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from VLA-Arena (data_config): ['vla_arena_L0_S', 'vla_arena_L0_M', 'vla_arena_L0_L']
5190
+ [2026-07-28 00:02:39,675][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded data_config from rl_games: ['rl_games_flappy', 'rl_games_demon_attack', 'rl_games_deadly_corridor']
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+ [2026-07-28 00:02:39,675][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded embodiment_tags from rl_games (data_config): ['rl_games_flappy', 'rl_games_demon_attack', 'rl_games_deadly_corridor']
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+ [2026-07-28 00:02:39,675][starVLA.dataloader.gr00t_lerobot.registry][INFO] - [registry] Loaded mixtures from rl_games (data_config): ['flappy_train', 'flappy_train__bridge', 'flappy_mixed_latency_train', 'flappy_mixed_latency_train__bridge', 'demon_attack_train', 'demon_attack_train__bridge', 'demon_attack_mixed_latency_train', 'demon_attack_mixed_latency_train__bridge', 'deadly_corridor_train', 'deadly_corridor_train__bridge', 'deadly_corridor_mixed_latency_train', 'deadly_corridor_mixed_latency_train__bridge']
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+ [2026-07-28 00:02:41,078][starVLA.training.train_starvla][INFO] - Creating VLA Eval Dataset with Mixture `flappy_train__bridge__val`
5194
+ [2026-07-28 00:02:41,119][starVLA.dataloader][INFO] - Created train VLA dataloader with num_workers=8, persistent_workers=True, cpu_only_workers=True
5195
+ [2026-07-28 00:02:41,122][starVLA.training.train_starvla][INFO] - Creating VLA Eval Dataset with Mixture `flappy_train__bridge__val`
5196
+ [2026-07-28 00:02:41,140][starVLA.dataloader][INFO] - Created eval VLA dataloader with num_workers=8, persistent_workers=True, cpu_only_workers=True
5197
+ [2026-07-28 00:02:41,148][starVLA.training.train_starvla][INFO] - LR Group qwen_vl_interface: lr=1e-05, num_params=713
5198
+ [2026-07-28 00:02:41,148][starVLA.training.train_starvla][INFO] - LR Group action_model: lr=0.0001, num_params=16
5199
+ [2026-07-28 00:02:42,459][starVLA.training.train_starvla][INFO] - Will resume full training state from checkpoint: /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints/steps_4000_state, steps: 4000
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+ [2026-07-28 00:02:42,471][starVLA.training.train_starvla][INFO] - 📝 Full config saved at /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/config.full.yaml
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+ [2026-07-28 00:02:42,485][starVLA.training.train_starvla][INFO] - 📊 Accessed config snapshot saved at /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/config.yaml
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+ [2026-07-28 00:02:42,485][starVLA.training.train_starvla][INFO] - Will resume full training state from checkpoint: /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints/steps_4000_state, steps: 4000
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+ [2026-07-28 00:02:42,490][accelerate.accelerator][INFO] - Since you passed both train and evaluation dataloader, `is_train_batch_min` (here True will decide the `train_batch_size` (8).
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+ [2026-07-28 00:03:18,634][accelerate.accelerator][INFO] - Loading states from /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints/steps_4000_state
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+ [2026-07-28 00:03:18,634][accelerate.accelerator][INFO] - Loading DeepSpeed Model and Optimizer
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+ [2026-07-28 00:03:50,989][accelerate.accelerator][INFO] - DeepSpeed Model and Optimizer loaded from input dir /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints/steps_4000_state/pytorch_model
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+ [2026-07-28 00:03:50,989][accelerate.checkpointing][INFO] - All model weights loaded successfully
5208
+ [2026-07-28 00:03:50,989][accelerate.checkpointing][INFO] - All optimizer states loaded successfully
5209
+ [2026-07-28 00:03:50,989][accelerate.checkpointing][INFO] - All scheduler states loaded successfully
5210
+ [2026-07-28 00:03:50,989][accelerate.checkpointing][INFO] - All dataloader sampler states loaded successfully
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+ [2026-07-28 00:03:51,001][accelerate.checkpointing][INFO] - All random states loaded successfully
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+ [2026-07-28 00:03:51,002][accelerate.accelerator][INFO] - Loading in 0 custom states
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+ [2026-07-28 00:03:53,407][starVLA.training.train_starvla][INFO] - ***** Training Configuration *****
5214
+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Total optimization steps = 4000
5215
+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Per device batch size = 8
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+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Gradient accumulation steps = 16
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+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Total batch size = 256
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+ [2026-07-28 00:03:53,410][starVLA.training.train_starvla][INFO] - Training complete. Final training state is saved under /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints
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+ [2026-07-28 00:04:10,576][starVLA.training.rl_games.checkpoint_sync][INFO] - HF checkpoint sync disabled; skipping eval result upload for step 4000
5220
+ [2026-07-28 00:04:11,656][starVLA.training.train_starvla][INFO] - ... and that's all, folks!
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+ [2026-07-28 00:04:11,656][starVLA.training.train_starvla][INFO] - ... and that's all, folks!
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+ [2026-07-28 00:04:12,351][starVLA.training.train_starvla][INFO] - Destroyed distributed process group
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+ [2026-07-28 00:04:12,353][starVLA.training.train_starvla][INFO] - Destroyed distributed process group
flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3/episode_metrics.jsonl CHANGED
@@ -1,25 +1,25 @@
1
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2
- {"episode_id": 3, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 45, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
3
- {"episode_id": 5, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 47, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
4
- {"episode_id": 7, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 49, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
5
- {"episode_id": 9, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 51, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
6
- {"episode_id": 11, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 53, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
7
- {"episode_id": 13, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 55, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
8
- {"episode_id": 15, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 57, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
9
- {"episode_id": 17, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 59, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
10
- {"episode_id": 19, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 61, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
11
- {"episode_id": 21, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 63, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
12
- {"episode_id": 23, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 65, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
13
- {"episode_id": 25, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 67, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
14
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15
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16
- {"episode_id": 31, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 73, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
17
- {"episode_id": 33, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 75, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
18
- {"episode_id": 35, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 77, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
19
- {"episode_id": 37, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 79, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
20
- {"episode_id": 39, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 81, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
21
- {"episode_id": 41, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 83, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
22
- {"episode_id": 43, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 85, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
23
- {"episode_id": 45, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 87, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
24
- {"episode_id": 47, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 89, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
25
- {"episode_id": 49, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 91, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
 
1
+ {"episode_id": 0, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 42, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
2
+ {"episode_id": 2, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 44, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
3
+ {"episode_id": 4, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 46, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
4
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5
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7
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8
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9
+ {"episode_id": 16, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 58, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
10
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11
+ {"episode_id": 20, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 62, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
12
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13
+ {"episode_id": 24, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 66, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
14
+ {"episode_id": 26, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 68, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
15
+ {"episode_id": 28, "episode_return": 2.0000000447034836, "episode_return_env": 2.0000000447034836, "game_score": 0.0, "mean_latency_ms": 100.0, "metadata": {"checkpoint_path": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "config_name": "starvla_flappy_train_eval", "env_fps": 30.0, "env_id": "flappy", "episode_seed": 70, "frame_ms": 33.333333333333336, "instance_id": null, "instance_origin": null, "latency_type": "fixed", "mode": "simulated", "obs_fps": 30.0, "output_dir": "/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/latency_bench_eval/post_train/step_4000/flappy/latency_3", "policy_id": "starvla", "profile_id": null, "profile_path": null, "replay_host": null, "run_name": "starvla_flappy_train_eval", "target_device": null}, "num_actions": 31, "num_dropped_actions": 2, "num_invalid_actions": 0, "p90_latency_ms": 100.0, "p99_latency_ms": 100.0, "return_raw": null, "survival_steps": 31}
16
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17
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18
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19
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+ 2026-07-28 00:04:10,577 INFO MainThread:1555399 [wandb_run.py:_finish():2321] finishing run zihanwang-ai-northwestern-university/starVLA_rl_games/crq5c83a
21
+ 2026-07-28 00:04:10,577 INFO MainThread:1555399 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
22
+ 2026-07-28 00:04:10,578 INFO MainThread:1555399 [wandb_run.py:_restore():2502] restore
23
+ 2026-07-28 00:04:10,578 INFO MainThread:1555399 [wandb_run.py:_restore():2508] restore done
24
+ 2026-07-28 00:04:11,655 INFO MainThread:1555399 [wandb_run.py:_footer_sync_info():3889] logging synced files
flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/config.yaml ADDED
@@ -0,0 +1,329 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ _wandb:
2
+ value:
3
+ cli_version: 0.26.1
4
+ e:
5
+ e7ie5hfx89xkbqr9hcxqv4i7dcega7uq:
6
+ args:
7
+ - --config-name
8
+ - train
9
+ - model=openvla
10
+ - env=flappy
11
+ - init=bridge
12
+ - mode=single
13
+ - ++framework.qwenvl.base_vlm=playground/Pretrained_models/Qwen3-VL-4B-Instruct
14
+ - ++framework.qwenvl.attn_implementation=flash_attention_2
15
+ - ++framework.qwenvl.enable_gradient_checkpointing=true
16
+ - ++framework.action_model.state_dim=7
17
+ - ++framework.action_model.loss_type=discrete_ce
18
+ - ++framework.action_model.action_horizon=1
19
+ - ++framework.action_model.future_action_window_size=0
20
+ - ++framework.action_model.past_action_window_size=0
21
+ - ++framework.action_model.action_dim=7
22
+ - ++framework.action_model.action_env_dim=2
23
+ - ++framework.kv_memory.enabled=false
24
+ - ++framework.kv_memory.window=4
25
+ - ++framework.kv_memory.rollout_len=8
26
+ - ++framework.kv_memory.packed_train=false
27
+ - ++framework.kv_memory.rebased_sink=true
28
+ - ++framework.name=QwenOFT
29
+ - ++datasets.vla_data.dataset_py=lerobot_datasets
30
+ - ++datasets.vla_data.include_state=true
31
+ - ++datasets.vla_data.data_root_dir=playground/Datasets/rl_games
32
+ - ++datasets.vla_data.data_mix=flappy_train
33
+ - ++datasets.vla_data.eval_data_mix=null
34
+ - ++datasets.vla_data.custom_mixtures_path=null
35
+ - ++datasets.vla_data.action_type=discrete
36
+ - ++datasets.vla_data.sequential_step_sampling=false
37
+ - ++datasets.vla_data.eval_sequential_step_sampling=null
38
+ - ++datasets.vla_data.num_workers=8
39
+ - ++datasets.vla_data.eval_num_workers=8
40
+ - ++datasets.vla_data.prefetch_factor=4
41
+ - ++datasets.vla_data.persistent_workers=true
42
+ - ++datasets.vla_data.pin_memory=true
43
+ - ++datasets.vla_data.shuffle=true
44
+ - ++datasets.vla_data.action_balance.enabled=false
45
+ - ++datasets.vla_data.action_balance.strategy=balanced_epoch
46
+ - ++datasets.vla_data.action_balance.action_key=action_id
47
+ - ++datasets.vla_data.action_balance.target_flap_fraction=0.3
48
+ - ++datasets.vla_data.action_balance.noop_id=0
49
+ - ++datasets.vla_data.action_balance.flap_id=1
50
+ - ++datasets.vla_data.latency_curriculum.enabled=false
51
+ - ++datasets.vla_data.latency_curriculum.strategy=exclusive
52
+ - ++datasets.vla_data.latency_curriculum.latencies=null
53
+ - ++datasets.vla_data.latency_curriculum.phase_steps=null
54
+ - ++datasets.vla_data.latency_curriculum.phase_distributions=null
55
+ - ++datasets.vla_data.latency_curriculum.new_latency_passes=1.0
56
+ - ++datasets.vla_data.latency_curriculum.replay_passes=0.25
57
+ - ++datasets.vla_data.latency_curriculum.target_total_passes=2.0
58
+ - ++datasets.vla_data.latency_curriculum.final_equalization=true
59
+ - ++datasets.vla_data.latency_curriculum.step_budget_mode=auto
60
+ - ++datasets.vla_data.latency_curriculum.eval_at_phase_end=false
61
+ - ++datasets.vla_data.latency_curriculum.save_at_phase_end=false
62
+ - ++datasets.vla_data.latency_curriculum.computed_plan=null
63
+ - ++datasets.vla_data.per_device_batch_size=8
64
+ - ++datasets.vla_data.load_all_data_for_training=true
65
+ - ++datasets.vla_data.num_obs_frames=1
66
+ - ++datasets.vla_data.image_mode=single
67
+ - ++datasets.vla_data.prompt_mode=raw
68
+ - ++datasets.vla_data.stitch_grid=[2,2]
69
+ - ++datasets.vla_data.obs_image_size=null
70
+ - ++datasets.vla_data.video_backend=torchvision_av
71
+ - ++dataset.source_hf=
72
+ - ++dataset.config_name=null
73
+ - ++dataset.source_subdir=null
74
+ - ++dataset.converted_name=flappy_train
75
+ - ++dataset.single_source_hf=
76
+ - ++dataset.mixed_source_hf=
77
+ - ++dataset.single_converted_name=flappy_train
78
+ - ++dataset.mixed_converted_name=flappy_mixed_latency_train
79
+ - ++dataset.single_latency_filter=null
80
+ - ++dataset.mixed_latency_filter=null
81
+ - ++dataset.force_download=false
82
+ - ++dataset.setup_force=false
83
+ - ++dataset.skip_verification=false
84
+ - ++dataset.target_latency_unit=raw_frames
85
+ - ++dataset.verify_rows=200
86
+ - ++dataset.max_episodes=null
87
+ - ++dataset.episodes_per_latency=null
88
+ - ++dataset.latency_filter=null
89
+ - ++dataset.debug_subset.enabled=false
90
+ - ++dataset.debug_subset.max_episodes=5
91
+ - ++dataset.debug_subset.suffix=debug
92
+ - ++base_model.repo_id=Qwen/Qwen3-VL-4B-Instruct
93
+ - ++initialization.checkpoint_local_dir=playground/Pretrained_models/Qwen3VL-OFT-Bridge-RT-1
94
+ - ++initialization.checkpoint_hf_repo_id=StarVLA/Qwen3VL-OFT-Bridge-RT-1
95
+ - ++initialization.checkpoint_filename=checkpoints/steps_5000_pytorch_model.pt
96
+ - ++trainer.max_train_steps=4000
97
+ - ++trainer.num_warmup_steps=100
98
+ - ++trainer.save_interval=500
99
+ - ++trainer.eval_interval=250
100
+ - ++trainer.eval_num_batches=50
101
+ - ++trainer.per_latency_eval_num_batches=null
102
+ - ++trainer.eval_action_classification=false
103
+ - ++trainer.eval_action_classification_interval=null
104
+ - ++trainer.cc_f1_tolerance=1
105
+ - ++trainer.learning_rate.base=2e-05
106
+ - ++trainer.learning_rate.qwen_vl_interface=1e-05
107
+ - ++trainer.learning_rate.action_model=0.0001
108
+ - ++trainer.lr_scheduler_type=cosine_with_min_lr
109
+ - ++trainer.scheduler_specific_kwargs.min_lr=1e-06
110
+ - ++trainer.freeze_modules=
111
+ - ++trainer.freeze_vit=false
112
+ - ++trainer.freeze_tied_embedding=false
113
+ - ++trainer.freeze_llm_layers=[]
114
+ - ++trainer.loss_scale.vla=1.0
115
+ - ++trainer.loss_scale.vlm=0.1
116
+ - ++trainer.max_grad_norm=1.0
117
+ - ++trainer.weight_decay=0.0
118
+ - ++trainer.logging_frequency=1
119
+ - ++trainer.profile_timing.enabled=false
120
+ - ++trainer.profile_timing.log_interval=10
121
+ - ++trainer.gradient_clipping=1.0
122
+ - ++trainer.gradient_accumulation_steps=16
123
+ - ++trainer.distributed_backend=deepspeed
124
+ - ++trainer.is_resume=false
125
+ - ++trainer.pretrained_checkpoint=null
126
+ - ++trainer.resume_step=0
127
+ - ++trainer.reload_modules=null
128
+ - ++trainer.optimizer.name=AdamW
129
+ - ++trainer.optimizer.betas=[0.9,0.95]
130
+ - ++trainer.optimizer.eps=1e-08
131
+ - ++trainer.optimizer.weight_decay=1e-08
132
+ - ++trainer.optimizer.fused=true
133
+ - ++trainer.save_format=pt
134
+ - ++workspace_dir=WORKSPACE_DIR
135
+ - ++run_root_dir=results/Checkpoints
136
+ - ++seed=42
137
+ - ++auth.env_file=null
138
+ - ++auth.hf_token_env=HF_TOKEN
139
+ - ++auth.wandb_api_key_env=WANDB_API_KEY
140
+ - ++paths.run_root_dir=results/Checkpoints
141
+ - ++paths.dataset_local_dir=data/memory/flappy_fix_latency_3_200ep_7k2steps
142
+ - ++paths.dataset_cache_dir=null
143
+ - ++paths.base_model_dir=playground/Pretrained_models/Qwen3-VL-4B-Instruct
144
+ - ++paths.accelerate_config=starVLA/config/deepseeds/deepspeed_zero2.yaml
145
+ - ++rl_games.model_alias=openvla
146
+ - ++rl_games.env_eval.image_size=224
147
+ - ++rl_games.env_eval.frameskip=1
148
+ - ++rl_games.env_eval.image_transform=raw_rgb
149
+ - ++rl_games.env_eval.prompt_mode=raw
150
+ - ++rl_games.env_eval.ghost_trail.history_frames=5
151
+ - ++rl_games.env_eval.ghost_trail.gamma=1.3
152
+ - ++rl_games.env_eval.ghost_trail.min_alpha=35
153
+ - ++rl_games.env_eval.ghost_trail.scroll_px_per_step=4.0
154
+ - ++rl_games.env_eval.ghost_trail.ground_fraction=0.22
155
+ - ++rl_games.env_eval.seed=42
156
+ - ++rl_games.env_eval.fixed_episode_seeds=true
157
+ - ++rl_games.env_eval.latency_seed_stride=0
158
+ - ++rl_games.env_eval.task_seed_stride=0
159
+ - ++rl_games.env_eval.task_description=
160
+ - ++rl_games.env_eval.eval_parallel_envs=5
161
+ - ++rl_games.env_eval.action_chunk_execution.enabled=false
162
+ - ++rl_games.env_eval.action_chunk_execution.chunk_size=null
163
+ - ++rl_games.env_eval.enabled=true
164
+ - ++rl_games.env_eval.eval_backend=latency_bench
165
+ - ++rl_games.env_eval.distributed_mode=rank_sharded
166
+ - ++rl_games.env_eval.vectorized.enabled=false
167
+ - ++rl_games.env_eval.vectorized.batch_size=1
168
+ - ++rl_games.env_eval.latency.prompt_map_path=null
169
+ - ++rl_games.env_eval.latency.mode=single
170
+ - ++rl_games.env_eval.latency.values=[0]
171
+ - ++rl_games.env_eval.mid_train.enabled=true
172
+ - ++rl_games.env_eval.mid_train.interval_steps=250
173
+ - ++rl_games.env_eval.mid_train.latencies=[3]
174
+ - ++rl_games.env_eval.mid_train.num_episodes=20
175
+ - ++rl_games.env_eval.mid_train.max_steps_per_episode=3600
176
+ - ++rl_games.env_eval.post_train.enabled=true
177
+ - ++rl_games.env_eval.post_train.latencies=[3]
178
+ - ++rl_games.env_eval.post_train.num_episodes=50
179
+ - ++rl_games.env_eval.post_train.max_steps_per_episode=3600
180
+ - ++rl_games.task=flappy
181
+ - ++rl_games.initialization_mode=bridge
182
+ - ++rl_games.action_carrier=bridge
183
+ - ++bridge_base_model.repo_id.openvla=Qwen/Qwen3-VL-4B-Instruct
184
+ - ++bridge_base_model.repo_id.pi0=StarVLA/Qwen2.5-VL-3B-Instruct-Action
185
+ - ++bridge_base_model.repo_id.pi05=Qwen/Qwen3-VL-4B-Instruct
186
+ - ++bridge_base_model.repo_id.gr00t=Qwen/Qwen3-VL-4B-Instruct
187
+ - ++bridge_base_model.local_dir.openvla=playground/Pretrained_models/Qwen3-VL-4B-Instruct
188
+ - ++bridge_base_model.local_dir.pi0=playground/Pretrained_models/Qwen2.5-VL-3B-Instruct-Action
189
+ - ++bridge_base_model.local_dir.pi05=playground/Pretrained_models/Qwen3-VL-4B-Instruct
190
+ - ++bridge_base_model.local_dir.gr00t=playground/Pretrained_models/Qwen3-VL-4B-Instruct
191
+ - ++checkpoint.load=auto
192
+ - ++checkpoint.hf_repo_id=null
193
+ - ++checkpoint.save_best_model=false
194
+ - ++checkpoint.save_final_model=true
195
+ - ++checkpoint.save_pt_file=false
196
+ - ++checkpoint.save_training_state=true
197
+ - ++checkpoint.save_safetensors_file=true
198
+ - ++checkpoint.local.keep_last_n=1
199
+ - ++checkpoint.sync.enabled=false
200
+ - ++checkpoint.sync.repo_id=null
201
+ - ++checkpoint.sync.keep_last_n=0
202
+ - ++checkpoint.sync.sync_every_n_checkpoints=1
203
+ - ++checkpoint.sync.resume_policy=local_latest
204
+ - ++run_id=flappy_fix_latency_3_200ep_7k2steps_single_baseline
205
+ - ++output_dir=null
206
+ - ++config_yaml=null
207
+ - ++is_debug=false
208
+ - ++version_id=0.21
209
+ - ++run_root_dir=/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints
210
+ - ++trainer.is_resume=true
211
+ - ++trainer.pretrained_checkpoint=/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints/steps_4000_state
212
+ - ++trainer.resume_step=4000
213
+ - ++datasets.vla_data.data_root_dir=/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/data/memory/flappy_fix_latency_3_200ep_7k2steps
214
+ - ++datasets.vla_data.data_mix=flappy_train__bridge
215
+ - ++datasets.vla_data.eval_data_mix=flappy_train__bridge__val
216
+ - ++framework.qwenvl.base_vlm=/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/playground/Pretrained_models/Qwen3-VL-4B-Instruct
217
+ - ++rl_games.env_eval.latency.prompt_map_path=/lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/data/memory/flappy_fix_latency_3_200ep_7k2steps/flappy_train__bridge/latency_prompt_map.json
218
+ codePath: starVLA/training/train_starvla_hydra.py
219
+ codePathLocal: starVLA/training/train_starvla_hydra.py
220
+ cpu_count: 64
221
+ cpu_count_logical: 128
222
+ cudaVersion: "12.2"
223
+ disk:
224
+ /:
225
+ total: "7651200073728"
226
+ used: "154768150528"
227
+ email: zihanwang2029@u.northwestern.edu
228
+ executable: /lustre/fsw/portfolios/nvr/users/zihwang/miniconda3/envs/starvla_rl_games_openvla/bin/python
229
+ git:
230
+ commit: 9662ad113a8910207f7a17b0faab3480c78756f1
231
+ remote: git@github.com:talha1503/starVLA.git
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+ gpu: NVIDIA H100 80GB HBM3
233
+ gpu_count: 2
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+ gpu_nvidia:
235
+ - architecture: Hopper
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+ cudaCores: 16896
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+ memoryTotal: "85520809984"
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+ name: NVIDIA H100 80GB HBM3
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+ uuid: GPU-b261342c-53a6-b99a-1a4b-a3f366f9f4a6
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+ - architecture: Hopper
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+ cudaCores: 16896
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+ memoryTotal: "85520809984"
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+ name: NVIDIA H100 80GB HBM3
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+ uuid: GPU-22f375ea-c8aa-4243-7b68-6be57bc3e864
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+ host: pool0-01926
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+ memory:
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+ total: "2164170506240"
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+ os: Linux-5.15.0-1063-nvidia-x86_64-with-glibc2.35
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+ program: /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/starVLA/training/train_starvla_hydra.py
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+ python: CPython 3.10.20
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+ root: /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb
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+ slurm:
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+ array_job_id: "14463017"
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+ array_task_count: "12"
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+ array_task_id: "0"
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+ array_task_max: "11"
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+ array_task_min: "0"
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+ array_task_step: "1"
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+ cluster_name: cw-dfw-cs-001
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+ conf: /cm/shared/apps/slurm/var/etc/cw-dfw-cs-001/slurm.conf
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+ cpus_on_node: "64"
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+ cpus_per_task: "64"
263
+ gpus_on_node: "2"
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+ gtids: "0"
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+ job_account: nvr_lacr_llm
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+ job_cpus_per_node: "64"
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+ job_end_time: "1785236481"
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+ job_gid: "30"
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+ job_gpus: 2,3
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+ job_id: "14463029"
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+ job_name: mem-train
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+ job_nodelist: pool0-01926
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+ job_num_nodes: "1"
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+ job_partition: batch
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+ job_qos: normal
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+ job_start_time: "1785222081"
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+ job_uid: "159489"
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+ job_user: zihwang
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+ jobid: "14463029"
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+ localid: "0"
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+ mem_per_node: "524288"
282
+ nnodes: "1"
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+ nodeid: "0"
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+ nodelist: pool0-01926
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+ nprocs: "1"
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+ ntasks: "1"
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+ prio_process: "0"
288
+ procid: "0"
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+ submit_dir: /home/zihwang/projects
290
+ submit_host: cw-dfw-cs-001-vscode-01
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+ task_pid: "1554288"
292
+ tasks_per_node: "1"
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+ topology_addr: C1.S1.L333-DH4.pool0-01926
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+ topology_addr_pattern: switch.switch.switch.node
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+ tres_per_task: cpu=64
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+ startedAt: "2026-07-28T07:03:51.635002Z"
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+ writerId: e7ie5hfx89xkbqr9hcxqv4i7dcega7uq
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+ m: []
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+ "13": linux-x86_64
flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/output.log ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2026-07-28 00:03:53,407][starVLA.training.train_starvla][INFO] - ***** Training Configuration *****
2
+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Total optimization steps = 4000
3
+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Per device batch size = 8
4
+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Gradient accumulation steps = 16
5
+ [2026-07-28 00:03:53,408][starVLA.training.train_starvla][INFO] - Total batch size = 256
6
+ 100%|██████████| 4000/4000 [00:00<?, ?it/s]
7
+ [2026-07-28 00:03:53,410][starVLA.training.train_starvla][INFO] - Training complete. Final training state is saved under /lustre/fsw/portfolios/nvr/projects/nvr_lacr_llm/users/zihwang/latency-sensitive-bench/third_party/starVLA/results/Checkpoints/flappy_fix_latency_3_200ep_7k2steps_single_baseline/checkpoints
8
+ /lustre/fsw/portfolios/nvr/users/zihwang/miniconda3/envs/starvla_rl_games_openvla/lib/python3.10/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning.
9
+ return func(*args, **kwargs)
10
+ [bench] post_train step=4000 episodes 2/50 done
11
+ [bench] post_train step=4000 episodes 5/50 done
12
+ [bench] post_train step=4000 episodes 7/50 done
13
+ [bench] post_train step=4000 episodes 9/50 done
14
+ [bench] post_train step=4000 episodes 10/50 done
15
+ [bench] post_train step=4000 episodes 15/50 done
16
+ [bench] post_train step=4000 episodes 17/50 done
17
+ [bench] post_train step=4000 episodes 18/50 done
18
+ [bench] post_train step=4000 episodes 19/50 done
19
+ [bench] post_train step=4000 episodes 20/50 done
20
+ [bench] post_train step=4000 episodes 26/50 done
21
+ [bench] post_train step=4000 episodes 27/50 done
22
+ [bench] post_train step=4000 episodes 28/50 done
23
+ [bench] post_train step=4000 episodes 29/50 done
24
+ [bench] post_train step=4000 episodes 30/50 done
25
+ [bench] post_train step=4000 episodes 36/50 done
26
+ [bench] post_train step=4000 episodes 37/50 done
27
+ [bench] post_train step=4000 episodes 38/50 done
28
+ [bench] post_train step=4000 episodes 39/50 done
29
+ [bench] post_train step=4000 episodes 40/50 done
30
+ [bench] post_train step=4000 episodes 46/50 done
31
+ [bench] post_train step=4000 episodes 47/50 done
32
+ [bench] post_train step=4000 episodes 48/50 done
33
+ [bench] post_train step=4000 episodes 49/50 done
34
+ [bench] post_train step=4000 episodes 50/50 done
35
+ /lustre/fsw/portfolios/nvr/users/zihwang/miniconda3/envs/starvla_rl_games_openvla/lib/python3.10/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning.
36
+ return func(*args, **kwargs)
37
+ [2026-07-28 00:04:10,576][starVLA.training.rl_games.checkpoint_sync][INFO] - HF checkpoint sync disabled; skipping eval result upload for step 4000
flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/requirements.txt ADDED
@@ -0,0 +1,237 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ starVLA==1.0.1
2
+ starVLA==1.0.1
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4
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55
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66
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69
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83
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84
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85
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86
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87
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100
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106
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107
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108
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109
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110
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111
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112
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115
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119
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flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/files/wandb-metadata.json ADDED
@@ -0,0 +1,305 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "os": "Linux-5.15.0-1063-nvidia-x86_64-with-glibc2.35",
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+ "startedAt": "2026-07-28T07:03:51.635002Z",
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+ "args": [
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+ "--config-name",
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+ "train",
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+ "model=openvla",
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+ "env=flappy",
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+ "init=bridge",
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+ "mode=single",
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+ "++framework.qwenvl.base_vlm=playground/Pretrained_models/Qwen3-VL-4B-Instruct",
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+ "++framework.qwenvl.attn_implementation=flash_attention_2",
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+ "++datasets.vla_data.latency_curriculum.new_latency_passes=1.0",
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+ "++datasets.vla_data.latency_curriculum.final_equalization=true",
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+ "++datasets.vla_data.per_device_batch_size=8",
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+ "++datasets.vla_data.prompt_mode=raw",
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+ "++datasets.vla_data.video_backend=torchvision_av",
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71
+ "++dataset.config_name=null",
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+ "++dataset.converted_name=flappy_train",
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+ "++dataset.single_source_hf=",
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+ "++dataset.mixed_source_hf=",
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+ "++dataset.single_converted_name=flappy_train",
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+ "++dataset.mixed_converted_name=flappy_mixed_latency_train",
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+ "++dataset.force_download=false",
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+ "++dataset.skip_verification=false",
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+ "++dataset.target_latency_unit=raw_frames",
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91
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92
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+ "++initialization.checkpoint_hf_repo_id=StarVLA/Qwen3VL-OFT-Bridge-RT-1",
94
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98
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102
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104
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106
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125
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127
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128
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129
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130
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flappy_fix_latency_3_200ep_7k2steps_single_baseline/wandb/wandb/run-20260728_000351-crq5c83a/run-crq5c83a.wandb ADDED
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