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2026-08-10 06:24:56
2026-08-10 06:26:40
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pusht_ood_near_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
7,026,100,003
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":...
2026-08-10T06:26:05.616225
[ { "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": 19, "reward": 9.330794826458668, "terminated": true, "truncated": false, "success": true, "coverage": 0.9166336600262776 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 173.36924562687807, 342.9436514520078 ], "block_velocity": [ 0, 0 ], "block_angle": -0.994107646663613, "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_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,093
1
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:06.348682
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":26,"reward":10.67456696976052,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[179.38041914233705,346.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,004
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:05.053099
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":15,"reward":9.010480142616796,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[172.7609827550664,363.0(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,094
3
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:05.685111
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":24,"reward":20.136804200144585,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[188.7465790053298,341.5(...TRUNCATED)
545ea4b0635fa33c88a5a76878cf798d3c8e9d074a58050df02884282b8af306
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,095
4
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:05.468870
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":21,"reward":7.27780774366793,"terminated":true,"truncated":false,"success":true,"coverage":0(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[153.39457070728008,360.(...TRUNCATED)
c71713fff0495511668a647b50ccae1eab6ee5e66558e731f3069b29fc32f1bd
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,185
5
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:05.969344
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":18,"reward":11.37142332844178,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[175.4021369053007,354.2(...TRUNCATED)
d71a7d57118d1fcb6a7b3c7051530fa1497bae2b04136f046b4bfe8fdff6ce09
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,276
6
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:06.636431
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":15,"reward":8.834334752160558,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[157.7560551433172,341.4(...TRUNCATED)
2b7910453817800bc88d70e286744b4e72a47039616d6efcaa800417793d1c09
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,456
7
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:07.083081
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":15,"reward":7.191505795175767,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[187.8002669807195,362.0(...TRUNCATED)
2b31223257375bcee608af599dda77ac8bb8b8bcce26ba25580af46dfffc1224
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,007
8
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:05.717634
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":17,"reward":8.834576238598395,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[169.8259651786709,368.8(...TRUNCATED)
66a519bbd35bae41a2c01c34d57234029b35395f0457ea5743b3e0632265fab7
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_near_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,100,097
9
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:26:06.490059
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":28,"reward":7.292407250415463,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[187.5111597818821,365.0(...TRUNCATED)
6a60d57552ecfc90b9041512efb8349133a269543109647b2bead29e8e9987a3
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
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pusht_ood_test_near

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

  • Out-of-distribution PushT eval pool (near-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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