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2026-08-10 06:29:30
2026-08-10 06:31:14
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pusht_ood_far_BL
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "action_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
2,026,042,400
7,026,300,003
0
{ "checkpoint_root": "/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_ckpt", "checkpoint_path": "/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_ckpt/best_model.pt", "observation_kind": "pusht_ppo_lowdim", "action_control": "delta", "action_codec":...
2026-08-10T06:30:38.374603
[ { "step": 0, "prompt": "You are controlling a 2D PushT environment from a top-down image.\n\nVisual elements:\n- The blue circle is the controllable pusher/agent. It moves through the plane and physically pushes the object.\n- The gray T-shaped block is the object that must be moved.\n- The green T-shaped o...
{ "step": 14, "reward": 6.301912544481481, "terminated": true, "truncated": false, "success": true, "coverage": 0.9087573291157764 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 97.570172691865, 425.23894772295347 ], "block_velocity": [ 0, 0 ], "block_angle": -0.9980296180596104, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ],...
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,093
1
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:38.777742
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":16,"reward":9.264646059752415,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[88.8634778126459,418.05(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,004
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:38.645535
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":28,"reward":7.731109343027534,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[109.84006909013155,403.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,184
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:39.442523
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":18,"reward":6.345355626692957,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[69.79138198580245,407.6(...TRUNCATED)
b0dffaea544397737db17a9bbb40360fd48cdd05c8bb5192a2c181850cdf8ee7
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,005
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:38.706372
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":23,"reward":10.644964209280262,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[94.98060052987147,399.1(...TRUNCATED)
3d27040be2ad5c7cc5c28af9d44b9f39d44f642f9d8c5669de76764625a44cbb
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,455
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:39.958051
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":30,"reward":11.01632751439277,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[111.931842363432,441.91(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,096
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:39.044032
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":17,"reward":7.142062072041588,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[86.35307757664349,420.9(...TRUNCATED)
c06eb1350b71c8a2e12d75604a82cee34fd6bccbdf7650cc5b7cef52eda0f602
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,276
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:39.640233
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":21,"reward":9.556864447150181,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[81.7682999859242,417.11(...TRUNCATED)
b0d1334d78b14931474e337d63a870e309cb0cbad646ff694074d32dc61afa65
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,097
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:38.927121
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":17,"reward":6.360580471858862,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[74.28804446972666,428.3(...TRUNCATED)
fc8cda382988d185c989ffa70a15f10fb1986f81c9327fafb42b6913a32c8d22
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_far_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,300,277
9
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:30:39.702748
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":24,"reward":14.103130577372879,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[98.82351119338631,433.5(...TRUNCATED)
2d2dd59aefe3b1d8eb1269dd32a07c3a218ca6bca2b1ca1600d8a8921722cded
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
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pusht_ood_test_far

BAGEL VLM-Gym world-model dataset (pusht / eval).

  • Out-of-distribution PushT eval pool (far-start, four held-out corners).
  • layout: Held-out out-of-distribution eval pool. Gzipped-JSONL episode shards under data/ (+ a merged pool_*.jsonl.gz); base64-JPEG frames inline.
  • images are base64-encoded JPEG frames stored inline in each JSONL row.

Pairs with the matching pusht checkpoint(s) under the companion model org; CoT and non-CoT variants share the same underlying rollouts.

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