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2026-08-09 07:31:21
2026-08-09 07:40:14
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pusht_diverse_boxA
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
6,026,000,000
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":...
2026-08-09T07:31:22.186632
[ { "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": 4.591195316759595, "terminated": true, "truncated": false, "success": true, "coverage": 0.9213789834520745 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 377.08236287629916, 193.9272504762867 ], "block_velocity": [ 0, 0 ], "block_angle": 0.07334801967737814, "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_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,090
1
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:22.593769
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":16,"reward":4.911121082411121,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[309.3972556578896,187.5(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,180
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:22.909729
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":12,"reward":4.695295345669357,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[374.96089693450034,381.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,270
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:23.779832
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":30,"reward":15.16920393264778,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[248.14049996803953,172.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,360
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{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:24.557285
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":29,"reward":18.433008656284056,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[250.54737969165777,268.(...TRUNCATED)
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{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,450
5
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:25.300126
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":29,"reward":17.413999852204316,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[372.7755036454041,257.8(...TRUNCATED)
f85be289d282924665004f4da357cfb7dcf52050777e42876191541019de5489
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,540
6
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:26.045675
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":29,"reward":12.614787116760963,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[327.83286657843917,153.(...TRUNCATED)
0c1e6c4da2ccced65f0de28510adef1be7574a1b24b18cec8a10944dfb95495f
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,630
7
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:26.646805
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":23,"reward":16.942838142676614,"terminated":true,"truncated":false,"success":true,"coverage"(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[282.67731245302843,340.(...TRUNCATED)
5a4961d3b98a73a972eef89a3c7778752543ebd6c4171c6cc249837df7cf4c5c
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,720
8
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:27.130032
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":18,"reward":7.464539292141143,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[282.7448892846335,322.2(...TRUNCATED)
6ff0df6a31f20947cb13dd5808bd833d93fc34b657fc293ca21d4f8eb111e7d3
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_diverse_boxA
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"action_(...TRUNCATED)
2,026,042,400
6,026,000,990
9
{"checkpoint_root":"/storage/home/gejiaxin/unified_world_model/models/pusht_ppo_novastar112/solver_c(...TRUNCATED)
2026-08-09T07:31:28.098710
[{"step":0,"prompt":"You are controlling a 2D PushT environment from a top-down image.\n\nVisual ele(...TRUNCATED)
{"step":14,"reward":4.639968265736828,"terminated":true,"truncated":false,"success":true,"coverage":(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[309.89527951974026,376.(...TRUNCATED)
91d10c46d86301e6b72ea7ea5431676095e4bf1f8559a9df9cfb533894a3a9dd
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
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pusht_diverse_train

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

  • Diverse-start oracle-success PushT rollouts (raw); the train/test source for the diverse lineage.
  • layout: Oracle-success rollouts. Gzipped-JSONL shards under data/train/ and data/test/; each row is a full episode (per-step base64-JPEG frames + action strings).
  • 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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