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2026-08-10 06:27:13
2026-08-10 06:28:57
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pusht_ood_mid_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
7,026,200,003
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":...
2026-08-10T06:28:22.082120
[ { "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": 22, "reward": 8.970367647550422, "terminated": true, "truncated": false, "success": true, "coverage": 0.9606122043251148 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 132.66567315829496, 376.40944464601836 ], "block_velocity": [ 0, 0 ], "block_angle": -2.407798165057065, "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_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,363
1
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:23.551411
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":25,"reward":8.433231764636972,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[139.69401629223046,357.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,004
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:21.809990
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":16,"reward":10.627521567003232,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[147.99794617980805,376.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,094
3
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:22.429016
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":23,"reward":10.97263145201702,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[124.79005577863785,365.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,005
4
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:21.739623
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":16,"reward":10.489223467445491,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[148.92311802332443,377.(...TRUNCATED)
039d8156a96b2a54e76f7b21bd33c0a72886b7a2f1e0901299d73f1fc15fe92a
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,095
5
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:22.114119
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":14,"reward":5.060281874826019,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[137.18369073732424,371.(...TRUNCATED)
b45252f7775f2557ce0ff94b21e44f8a0835e610e703d2e47416d5af1b9e5836
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,276
6
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:22.951853
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":16,"reward":10.081545861075396,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[125.57530676572866,386.(...TRUNCATED)
22e7ce75ed02f1b83d8d1eff132fcf5c69f9e722293b05ced57ae7365c99485f
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,726
7
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:23.876949
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":12,"reward":5.716183740487779,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[151.8340145478041,378.8(...TRUNCATED)
c25ad04349c86eccd4b5f57f7260681b24f4b9bc886e718746c3d21fcde0897a
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,187
8
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:22.841616
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":14,"reward":5.617125161559764,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[121.86635365224699,360.(...TRUNCATED)
3f29ba4a5a48cf506905546a10bb86dbba59f0fa815b17012496f53f0a41c5b7
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ood_mid_BL
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
7,026,200,277
9
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-10T06:28:23.193508
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":14,"reward":6.959221486228552,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[116.01561570637017,369.(...TRUNCATED)
66fb7c66602a5a749eb28bbafcb0d48f100f5036044cce366af9e82d60c42f7b
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
End of preview. Expand in Data Studio

pusht_ood_test_mid

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

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