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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...
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{ "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
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{ "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":...
2026-08-09T07:31:22.593769
[ { "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": 16, "reward": 4.911121082411121, "terminated": true, "truncated": false, "success": true, "coverage": 0.929264404578838 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 309.3972556578896, 187.53104350494493 ], "block_velocity": [ 0, 0 ], "block_angle": -0.13422275635012682, "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
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{ "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":...
2026-08-09T07:31:22.909729
[ { "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": 12, "reward": 4.695295345669357, "terminated": true, "truncated": false, "success": true, "coverage": 0.9348976004370974 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 374.96089693450034, 381.19873862416864 ], "block_velocity": [ 0, 0 ], "block_angle": 1.0230107277596208, "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
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{ "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":...
2026-08-09T07:31:23.779832
[ { "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": 30, "reward": 15.16920393264778, "terminated": true, "truncated": false, "success": true, "coverage": 0.9193457050245302 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 248.14049996803953, 172.82619060675188 ], "block_velocity": [ 0, 0 ], "block_angle": 2.617825032720596, "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
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{ "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":...
2026-08-09T07:31:24.557285
[ { "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": 29, "reward": 18.433008656284056, "terminated": true, "truncated": false, "success": true, "coverage": 0.9300847835852637 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 250.54737969165777, 268.70529611189073 ], "block_velocity": [ 0, 0 ], "block_angle": 2.5976306716525217, "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
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2026-08-09T07:31:25.300126
[ { "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": 29, "reward": 17.413999852204316, "terminated": true, "truncated": false, "success": true, "coverage": 0.9664344593202965 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 372.7755036454041, 257.8180620401042 ], "block_velocity": [ 0, 0 ], "block_angle": -1.1232392050292845, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:26.045675
[ { "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": 29, "reward": 12.614787116760963, "terminated": true, "truncated": false, "success": true, "coverage": 0.9666802501560259 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 327.83286657843917, 153.08471512658616 ], "block_velocity": [ 0, 0 ], "block_angle": -2.3658010743301703, "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
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{ "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":...
2026-08-09T07:31:26.646805
[ { "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": 23, "reward": 16.942838142676614, "terminated": true, "truncated": false, "success": true, "coverage": 0.9159593596288831 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 282.67731245302843, 340.5553426485221 ], "block_velocity": [ 0, 0 ], "block_angle": 1.4481932303222163, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:27.130032
[ { "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": 18, "reward": 7.464539292141143, "terminated": true, "truncated": false, "success": true, "coverage": 0.9190916148216544 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 282.7448892846335, 322.2105972414756 ], "block_velocity": [ 0, 0 ], "block_angle": 2.8732122928312966, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:28.098710
[ { "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": 4.639968265736828, "terminated": true, "truncated": false, "success": true, "coverage": 0.9077363255274794 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 309.89527951974026, 376.02401575203305 ], "block_velocity": [ 0, 0 ], "block_angle": -0.16513435495805018, "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
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2026-08-09T07:31:28.806438
[ { "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": 15, "reward": 7.635033648773532, "terminated": true, "truncated": false, "success": true, "coverage": 0.9158307026009128 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 229.94303028215845, 338.28373439633015 ], "block_velocity": [ 0, 0 ], "block_angle": -0.04103109799289317, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:29.208923
[ { "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": 15, "reward": 3.38324404371585, "terminated": true, "truncated": false, "success": true, "coverage": 0.9101378605397589 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 231.57168608123425, 201.8355369514343 ], "block_velocity": [ 0, 0 ], "block_angle": 2.5699521468053197, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:29.965413
[ { "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": 17, "reward": 4.965797208515234, "terminated": true, "truncated": false, "success": true, "coverage": 0.9357243007680499 }
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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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:30.371087
[ { "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": 15, "reward": 7.133452664145352, "terminated": true, "truncated": false, "success": true, "coverage": 0.9512682659882084 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 260.7714485489699, 308.720697684485 ], "block_velocity": [ 0, 0 ], "block_angle": -0.17937502499793556, "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
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{ "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":...
2026-08-09T07:31:31.063640
[ { "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": 26, "reward": 15.898967840638841, "terminated": true, "truncated": false, "success": true, "coverage": 0.950821101885929 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 267.5964369054217, 308.11094060408595 ], "block_velocity": [ 0, 0 ], "block_angle": -0.560835053604507, "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
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{ "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":...
2026-08-09T07:31:31.453390
[ { "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": 15, "reward": 5.543725555464263, "terminated": true, "truncated": false, "success": true, "coverage": 0.9009923807928322 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 347.6367976635635, 343.4219347889434 ], "block_velocity": [ 0, 0 ], "block_angle": 0.34061721362824615, "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
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{ "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":...
2026-08-09T07:31:32.130173
[ { "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": 26, "reward": 12.719698744526422, "terminated": true, "truncated": false, "success": true, "coverage": 0.909097251877467 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 300.7593200137509, 199.6746943516349 ], "block_velocity": [ 0, 0 ], "block_angle": -1.2954515487601026, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:32.769299
[ { "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": 25, "reward": 4.059290399501992, "terminated": true, "truncated": false, "success": true, "coverage": 0.9067159798616379 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 327.7142016444006, 147.87125976034045 ], "block_velocity": [ 0, 0 ], "block_angle": 2.3009501366547047, "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
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{ "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":...
2026-08-09T07:31:33.291451
[ { "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": 20, "reward": 13.738358717569728, "terminated": true, "truncated": false, "success": true, "coverage": 0.9349596862610605 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 282.8517224345791, 249.70882903804298 ], "block_velocity": [ 0, 0 ], "block_angle": 1.041771525439371, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:33.714247
[ { "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": 16, "reward": 6.498044095289355, "terminated": true, "truncated": false, "success": true, "coverage": 0.9190624025268763 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 323.1145224400892, 323.7793796445228 ], "block_velocity": [ 0, 0 ], "block_angle": 0.5614350175134377, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:34.050619
[ { "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": 13, "reward": 5.96569023944234, "terminated": true, "truncated": false, "success": true, "coverage": 0.904469182672279 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 248.94210041159738, 271.6642409598729 ], "block_velocity": [ 0, 0 ], "block_angle": -0.3066221367662565, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:34.477776
[ { "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": 16, "reward": 8.577036405432306, "terminated": true, "truncated": false, "success": true, "coverage": 0.9684742199890284 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 291.72839699741337, 197.89121142581385 ], "block_velocity": [ 0, 0 ], "block_angle": 0.5150138539726656, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:35.124936
[ { "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": 25, "reward": 6.788656330385339, "terminated": true, "truncated": false, "success": true, "coverage": 0.921209150400772 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 310.31887569615697, 141.1789655237255 ], "block_velocity": [ 0, 0 ], "block_angle": -1.553798763936108, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:35.546976
[ { "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": 16, "reward": 3.106779471830629, "terminated": true, "truncated": false, "success": true, "coverage": 0.9162113232171273 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 226.92546348331848, 173.42758983577377 ], "block_velocity": [ 0, 0 ], "block_angle": 2.299212601831984, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:35.941464
[ { "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": 15, "reward": 7.797360288202953, "terminated": true, "truncated": false, "success": true, "coverage": 0.9733955429992972 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 279.048782441336, 250.15867364705105 ], "block_velocity": [ 0, 0 ], "block_angle": 0.5627751103084102, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:36.503883
[ { "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": 21, "reward": 12.62841145552924, "terminated": true, "truncated": false, "success": true, "coverage": 0.9553829594342018 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 205.1830967348306, 325.66658000253307 ], "block_velocity": [ 0, 0 ], "block_angle": -1.818340444353239, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
4bd79a50871eb5ff2ed7b9a819bba15e0564381d0dce0c6a0226414a30e82c72
{ "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:36.897349
[ { "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": 15, "reward": 3.4426942558601814, "terminated": true, "truncated": false, "success": true, "coverage": 0.9403834752205931 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 263.43473365058975, 199.80693361887245 ], "block_velocity": [ 0, 0 ], "block_angle": 3.0208494274259667, "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
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{ "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":...
2026-08-09T07:31:37.265208
[ { "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": 4.417421857491718, "terminated": true, "truncated": false, "success": true, "coverage": 0.9044026948891232 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 347.63861351877404, 352.45897809031135 ], "block_velocity": [ 0, 0 ], "block_angle": -0.4875149010335704, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:37.907866
[ { "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": 24, "reward": 15.537378048024415, "terminated": true, "truncated": false, "success": true, "coverage": 0.9407774311871444 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 332.3504357455563, 244.87370659111664 ], "block_velocity": [ 0, 0 ], "block_angle": 1.209883987973071, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:38.420471
[ { "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": 8.556823069753822, "terminated": true, "truncated": false, "success": true, "coverage": 0.9107376750446903 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 262.10572968979733, 316.25395384105366 ], "block_velocity": [ 0, 0 ], "block_angle": 2.2946601117491623, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:39.132267
[ { "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": 28, "reward": 13.35979682724597, "terminated": true, "truncated": false, "success": true, "coverage": 0.9062988069525532 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 361.49148097317567, 194.75236937190317 ], "block_velocity": [ 0, 0 ], "block_angle": -1.8866543080013063, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:39.911744
[ { "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": 29, "reward": 12.26492214115825, "terminated": true, "truncated": false, "success": true, "coverage": 0.9146881134166828 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 232.36697864393176, 307.7735486639509 ], "block_velocity": [ 0, 0 ], "block_angle": 1.4772798614959424, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:40.411350
[ { "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": 8.848597319394228, "terminated": true, "truncated": false, "success": true, "coverage": 0.9009161942406944 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 296.7476116545648, 319.59393129742944 ], "block_velocity": [ 0, 0 ], "block_angle": -0.5311240320613133, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:41.453794
[ { "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": 16, "reward": 5.705390149325079, "terminated": true, "truncated": false, "success": true, "coverage": 0.9093909994909929 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 229.51261558631458, 228.80220833070405 ], "block_velocity": [ 0, 0 ], "block_angle": 2.00759842452869, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:42.213302
[ { "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": 29, "reward": 17.330043865473044, "terminated": true, "truncated": false, "success": true, "coverage": 0.9424408316125671 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 232.35422020696217, 375.4773427448041 ], "block_velocity": [ 0, 0 ], "block_angle": 0.5042338602021732, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:42.814678
[ { "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": 23, "reward": 11.59275600437025, "terminated": true, "truncated": false, "success": true, "coverage": 0.9425686233277938 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 355.53466169049193, 304.43620668846603 ], "block_velocity": [ 0, 0 ], "block_angle": -2.5262162222617732, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:43.292357
[ { "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": 18, "reward": 6.51914902286483, "terminated": true, "truncated": false, "success": true, "coverage": 0.9084087773187213 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 334.280999220893, 191.46517660324852 ], "block_velocity": [ 0, 0 ], "block_angle": 0.3907911730920324, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:43.834824
[ { "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": 21, "reward": 4.813345786891, "terminated": true, "truncated": false, "success": true, "coverage": 0.9089688213950348 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 363.6653788751975, 136.33188458733707 ], "block_velocity": [ 0, 0 ], "block_angle": 0.06801135439214523, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:44.245010
[ { "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": 16, "reward": 4.624763306209673, "terminated": true, "truncated": false, "success": true, "coverage": 0.9392132747581057 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 210.7972714648933, 131.93171195887675 ], "block_velocity": [ 0, 0 ], "block_angle": -1.0296567076204384, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:44.945198
[ { "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": 15, "reward": 5.645253794283851, "terminated": true, "truncated": false, "success": true, "coverage": 0.9170197763323376 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 298.9420482225632, 315.10431217003395 ], "block_velocity": [ 0, 0 ], "block_angle": 0.6906432043591391, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
2b1c95ddb598881e95b69a9a6a911ebd92a17e4f49cb5767cfd9793509d5476f
{ "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:45.691044
[ { "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": 29, "reward": 10.274312161240786, "terminated": true, "truncated": false, "success": true, "coverage": 0.9083420378903965 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 314.4644908358632, 135.9797775653634 ], "block_velocity": [ 0, 0 ], "block_angle": -3.0081140149182732, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
0bda248c916af12d0fd7c1c3faefa24b3561fe77da164c4e8e3463c2edf8e778
{ "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:46.482432
[ { "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": 18, "reward": 7.583080208518239, "terminated": true, "truncated": false, "success": true, "coverage": 0.9292585039196006 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 270.0981874288948, 311.95010628587556 ], "block_velocity": [ 0, 0 ], "block_angle": 2.255188982757293, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:47.249266
[ { "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": 16, "reward": 5.771180228947578, "terminated": true, "truncated": false, "success": true, "coverage": 0.9397560009613994 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 207.5042849564868, 231.62890121737456 ], "block_velocity": [ 0, 0 ], "block_angle": -1.4025134755912283, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:47.911703
[ { "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": 25, "reward": 11.784101472098664, "terminated": true, "truncated": false, "success": true, "coverage": 0.9354439496702276 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 375.30640368300567, 299.5172571969134 ], "block_velocity": [ 0, 0 ], "block_angle": 1.4460303688119795, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:48.677062
[ { "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": 29, "reward": 18.554215205917366, "terminated": true, "truncated": false, "success": true, "coverage": 0.9772936756957842 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 278.1437095581568, 221.85912170000793 ], "block_velocity": [ 0, 0 ], "block_angle": -0.3833258681819456, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:49.382941
[ { "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": 27, "reward": 7.108961475134239, "terminated": true, "truncated": false, "success": true, "coverage": 0.9195238161388637 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 212.72991761325082, 153.10141593385842 ], "block_velocity": [ 0, 0 ], "block_angle": 2.0314040265463085, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:49.923640
[ { "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": 20, "reward": 5.807605006833991, "terminated": true, "truncated": false, "success": true, "coverage": 0.9176399682002631 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 201.95684187497838, 189.32044030791917 ], "block_velocity": [ 0, 0 ], "block_angle": -2.0235510689244958, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
0ac4e009b1ab1bee7d16265eb0b2876ce680079c752e4de42f438774b0866901
{ "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:50.882836
[ { "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": 25, "reward": 8.697196731702066, "terminated": true, "truncated": false, "success": true, "coverage": 0.9191832619484859 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 232.86560864189426, 200.0254806321789 ], "block_velocity": [ 0, 0 ], "block_angle": -2.741611123885961, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
9279dfe02b15b5768e8b77a4c06c84e2cc18621ab7b26b6bd8fa0d11ab44fd6d
{ "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_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
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{ "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":...
2026-08-09T07:31:51.520786
[ { "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": 24, "reward": 12.6082926360578, "terminated": true, "truncated": false, "success": true, "coverage": 0.9438733892196426 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 292.5313032950376, 333.0780864965404 ], "block_velocity": [ 0, 0 ], "block_angle": -0.4103596810383032, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
e4b806ecedae4819ff13e09602f830d1e6574a95ce13ee6aa89a08988ea8f66b
{ "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_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
6,026,005,400
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{ "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":...
2026-08-09T07:31:52.509888
[ { "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": 26, "reward": 18.31564479859482, "terminated": true, "truncated": false, "success": true, "coverage": 0.9252270067142844 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 211.1715426105666, 340.0618074219185 ], "block_velocity": [ 0, 0 ], "block_angle": -2.4329850854598662, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
1a485aeb4a3a6d0fdc6035be5aec71260eafee1a22c272d309ada23600745b02
{ "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:53.203791
[ { "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": 26, "reward": 11.141162325533779, "terminated": true, "truncated": false, "success": true, "coverage": 0.9358231610781942 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 206.41761780386554, 285.09037331178956 ], "block_velocity": [ 0, 0 ], "block_angle": 2.229542474565399, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
c04ccedad5cb566259c48751c7b02d87b734d5182b851336e1f850dceb198c40
{ "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_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
6,026,005,580
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{ "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":...
2026-08-09T07:31:53.642673
[ { "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": 17, "reward": 5.06081420032282, "terminated": true, "truncated": false, "success": true, "coverage": 0.9169402636375784 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 357.738225812477, 225.2090198404366 ], "block_velocity": [ 0, 0 ], "block_angle": -1.8653739467875958, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ],...
97ede8814318b7673025ef0486544e083b8f3a52ad1f616ec15dd9da091bac68
{ "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_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
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2026-08-09T07:31:54.419742
[ { "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": 29, "reward": 16.319301358784987, "terminated": true, "truncated": false, "success": true, "coverage": 0.9731512383471211 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 219.80824837880562, 195.56896091575732 ], "block_velocity": [ 0, 0 ], "block_angle": 1.716347802052109, "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
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{ "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":...
2026-08-09T07:31:55.422773
[ { "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": 26, "reward": 12.23832805531876, "terminated": true, "truncated": false, "success": true, "coverage": 0.9743088808147983 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 372.64223598101586, 271.6916749987555 ], "block_velocity": [ 0, 0 ], "block_angle": 1.9911273978428348, "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
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{ "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":...
2026-08-09T07:31:56.086426
[ { "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": 25, "reward": 14.837676974879594, "terminated": true, "truncated": false, "success": true, "coverage": 0.9353945056248407 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 293.65678265941955, 330.06759708705096 ], "block_velocity": [ 0, 0 ], "block_angle": -0.11650520912909901, "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
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{ "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":...
2026-08-09T07:31:56.572774
[ { "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": 18, "reward": 6.916065453242578, "terminated": true, "truncated": false, "success": true, "coverage": 0.9196531630360759 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 306.237585259392, 282.4820273883581 ], "block_velocity": [ 0, 0 ], "block_angle": 2.62070288072693, "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
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2026-08-09T07:31:56.968116
[ { "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": 15, "reward": 5.5465317136607615, "terminated": true, "truncated": false, "success": true, "coverage": 0.903443929286153 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 328.9313229769699, 370.74021966597826 ], "block_velocity": [ 0, 0 ], "block_angle": -0.006187692764558328, "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
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{ "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":...
2026-08-09T07:31:57.665132
[ { "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": 27, "reward": 8.973493161377707, "terminated": true, "truncated": false, "success": true, "coverage": 0.928458337866769 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 288.6977535275938, 134.5505927573048 ], "block_velocity": [ 0, 0 ], "block_angle": -2.6968249724947353, "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
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{ "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":...
2026-08-09T07:31:58.405226
[ { "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": 28, "reward": 13.86678274404713, "terminated": true, "truncated": false, "success": true, "coverage": 0.9363233903960166 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 336.1189082426298, 175.11671234556547 ], "block_velocity": [ 0, 0 ], "block_angle": -2.2819737026456064, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:59.178157
[ { "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": 29, "reward": 16.04893300265748, "terminated": true, "truncated": false, "success": true, "coverage": 0.9177146897426189 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 218.37662712874692, 240.79050663991654 ], "block_velocity": [ 0, 0 ], "block_angle": -1.7722493524486984, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:31:59.735648
[ { "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": 21, "reward": 5.860134914280092, "terminated": true, "truncated": false, "success": true, "coverage": 0.9144050480401338 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 246.54318104916055, 182.5893992184837 ], "block_velocity": [ 0, 0 ], "block_angle": -1.9135465498289919, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:00.084453
[ { "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": 13, "reward": 3.753224115826109, "terminated": true, "truncated": false, "success": true, "coverage": 0.9124521242832713 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 278.3128480413143, 325.5999287072984 ], "block_velocity": [ 0, 0 ], "block_angle": -2.139018128403892, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:00.544844
[ { "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": 17, "reward": 6.57383919830308, "terminated": true, "truncated": false, "success": true, "coverage": 0.928855153767217 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 293.58876326159384, 335.7660257144764 ], "block_velocity": [ 0, 0 ], "block_angle": 2.652547556896078, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:01.261874
[ { "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": 27, "reward": 15.940026910831211, "terminated": true, "truncated": false, "success": true, "coverage": 0.966628351611682 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 322.08389068823, 265.23872046638604 ], "block_velocity": [ 0, 0 ], "block_angle": -0.44245243349951835, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:01.694383
[ { "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": 16, "reward": 4.084042003678816, "terminated": true, "truncated": false, "success": true, "coverage": 0.901119709159499 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 274.6114771599101, 225.93309737874404 ], "block_velocity": [ 0, 0 ], "block_angle": 2.679585626392572, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:02.439645
[ { "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": 16, "reward": 5.7871830836930656, "terminated": true, "truncated": false, "success": true, "coverage": 0.9165731732467108 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 234.95091034754572, 287.0675536865011 ], "block_velocity": [ 0, 0 ], "block_angle": -1.1488828040270018, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:03.111093
[ { "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": 25, "reward": 12.5977375672472, "terminated": true, "truncated": false, "success": true, "coverage": 0.9096901217291542 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 296.5112610654128, 377.12695758248117 ], "block_velocity": [ 0, 0 ], "block_angle": 2.043287864930334, "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
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{ "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":...
2026-08-09T07:32:03.583085
[ { "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": 17, "reward": 8.238072066102868, "terminated": true, "truncated": false, "success": true, "coverage": 0.9228482626744572 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 227.55325127930675, 310.6253962988002 ], "block_velocity": [ 0, 0 ], "block_angle": 2.840402000500956, "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
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{ "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":...
2026-08-09T07:32:04.845451
[ { "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": 25, "reward": 11.371111514678661, "terminated": true, "truncated": false, "success": true, "coverage": 0.903782667755083 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 347.87654706076296, 307.83306903610855 ], "block_velocity": [ 0, 0 ], "block_angle": 2.2659423340151585, "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
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{ "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":...
2026-08-09T07:32:05.534651
[ { "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": 26, "reward": 9.022575608524974, "terminated": true, "truncated": false, "success": true, "coverage": 0.9624857035782922 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 214.64119202055457, 213.6194018453968 ], "block_velocity": [ 0, 0 ], "block_angle": 2.962683299976371, "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
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{ "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":...
2026-08-09T07:32:05.943587
[ { "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": 15, "reward": 3.97552717094489, "terminated": true, "truncated": false, "success": true, "coverage": 0.9278753347516966 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 298.0898736583976, 261.30523008031435 ], "block_velocity": [ 0, 0 ], "block_angle": 2.495977618045944, "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
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{ "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":...
2026-08-09T07:32:06.655661
[ { "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": 15, "reward": 6.9095631548995655, "terminated": true, "truncated": false, "success": true, "coverage": 0.9371367493290617 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 297.9639372463858, 203.20398577533174 ], "block_velocity": [ 0, 0 ], "block_angle": 0.260964829063167, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:07.340034
[ { "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": 26, "reward": 18.583970602283173, "terminated": true, "truncated": false, "success": true, "coverage": 0.9265507309658925 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 204.2524144443957, 314.2092128645133 ], "block_velocity": [ 0, 0 ], "block_angle": -2.231721410113149, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:08.038109
[ { "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": 26, "reward": 16.213238651431496, "terminated": true, "truncated": false, "success": true, "coverage": 0.9395694791519309 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 242.47856415025467, 345.35534308188306 ], "block_velocity": [ 0, 0 ], "block_angle": -0.6515611292517045, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:08.435095
[ { "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": 15, "reward": 5.3829336823203295, "terminated": true, "truncated": false, "success": true, "coverage": 0.9233012904264244 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 364.7701604244233, 365.9768232889652 ], "block_velocity": [ 0, 0 ], "block_angle": -0.07248874488693291, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:09.204837
[ { "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": 30, "reward": 10.880277918018596, "terminated": true, "truncated": false, "success": true, "coverage": 0.9092622874833199 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 344.43529327317947, 131.40350590733317 ], "block_velocity": [ 0, 0 ], "block_angle": -2.4104652059766023, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:09.900529
[ { "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": 26, "reward": 11.401635053316353, "terminated": true, "truncated": false, "success": true, "coverage": 0.9719278615909376 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 213.43319584611476, 276.55608284529467 ], "block_velocity": [ 0, 0 ], "block_angle": 2.4507760199520234, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:10.446885
[ { "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": 20, "reward": 8.143434128390238, "terminated": true, "truncated": false, "success": true, "coverage": 0.909437464202899 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 332.28118926890784, 299.7369068773101 ], "block_velocity": [ 0, 0 ], "block_angle": 1.5223152851444324, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:11.114367
[ { "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": 25, "reward": 15.594646342176318, "terminated": true, "truncated": false, "success": true, "coverage": 0.9236433908181906 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 322.82953233352373, 339.8116903258948 ], "block_velocity": [ 0, 0 ], "block_angle": 0.34976200431025495, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:11.546960
[ { "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": 16, "reward": 4.605075175764975, "terminated": true, "truncated": false, "success": true, "coverage": 0.9280533475388898 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 349.18698155293134, 254.28745921843313 ], "block_velocity": [ 0, 0 ], "block_angle": 0.10124300783574292, "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
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{ "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":...
2026-08-09T07:32:12.610976
[ { "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": 16, "reward": 9.234397797447933, "terminated": true, "truncated": false, "success": true, "coverage": 0.9334045767202095 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 217.50472594096794, 282.1542941716999 ], "block_velocity": [ 0, 0 ], "block_angle": -0.6773858810425324, "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
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{ "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":...
2026-08-09T07:32:13.356496
[ { "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": 28, "reward": 15.652549254920068, "terminated": true, "truncated": false, "success": true, "coverage": 0.9450418781151202 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 292.1168356678325, 311.0020343832904 ], "block_velocity": [ 0, 0 ], "block_angle": -2.537583583290473, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:13.998333
[ { "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": 13, "reward": 3.3550838845481463, "terminated": true, "truncated": false, "success": true, "coverage": 0.9409312694784435 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 328.4351158897157, 367.31905113140556 ], "block_velocity": [ 0, 0 ], "block_angle": 0.06191890230508923, "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
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{ "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":...
2026-08-09T07:32:14.670707
[ { "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": 26, "reward": 10.819703152685278, "terminated": true, "truncated": false, "success": true, "coverage": 0.9044945496195401 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 361.0119652211182, 266.0494493831592 ], "block_velocity": [ 0, 0 ], "block_angle": -0.9252531060954636, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:15.386413
[ { "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": 27, "reward": 11.636949847024527, "terminated": true, "truncated": false, "success": true, "coverage": 0.9000233683385743 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 372.57160697440884, 286.5531011056412 ], "block_velocity": [ 0, 0 ], "block_angle": -2.8462661956651494, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:15.901450
[ { "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": 6.809884152049551, "terminated": true, "truncated": false, "success": true, "coverage": 0.9013815674023878 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 283.2685131523521, 252.9924941113166 ], "block_velocity": [ 0, 0 ], "block_angle": 2.5153832862713728, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:16.327298
[ { "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": 16, "reward": 6.009720747860266, "terminated": true, "truncated": false, "success": true, "coverage": 0.9284690211337583 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 202.9630456412609, 238.337330328473 ], "block_velocity": [ 0, 0 ], "block_angle": -0.9404494879064704, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:16.806970
[ { "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": 18, "reward": 6.004832978754134, "terminated": true, "truncated": false, "success": true, "coverage": 0.9098084053520571 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 349.44353090513096, 277.8000615432211 ], "block_velocity": [ 0, 0 ], "block_angle": 1.024432963434088, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:17.148716
[ { "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": 13, "reward": 2.501034677785471, "terminated": true, "truncated": false, "success": true, "coverage": 0.9059472461676468 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 328.31241478832146, 261.97573140599593 ], "block_velocity": [ 0, 0 ], "block_angle": -2.6251610700639976, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:17.647443
[ { "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": 6.085046862228784, "terminated": true, "truncated": false, "success": true, "coverage": 0.9073097216476713 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 359.4079074734941, 218.80367683554206 ], "block_velocity": [ 0, 0 ], "block_angle": 0.4273382591819641, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:18.112948
[ { "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": 17, "reward": 6.153806034563964, "terminated": true, "truncated": false, "success": true, "coverage": 0.9274295919433366 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 290.3646119246701, 311.0187497836919 ], "block_velocity": [ 0, 0 ], "block_angle": 2.844542044396621, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:18.482532
[ { "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": 4.224333206477558, "terminated": true, "truncated": false, "success": true, "coverage": 0.9118534054308571 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 370.47298101314266, 368.5396517082187 ], "block_velocity": [ 0, 0 ], "block_angle": 0.267946318213228, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:19.178833
[ { "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": 26, "reward": 12.223141922194676, "terminated": true, "truncated": false, "success": true, "coverage": 0.9659234706243772 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 361.145022203492, 277.6934609376197 ], "block_velocity": [ 0, 0 ], "block_angle": 2.13625827865192, "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
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{ "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":...
2026-08-09T07:32:19.958571
[ { "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": 30, "reward": 12.323259194639798, "terminated": true, "truncated": false, "success": true, "coverage": 0.9451753086427716 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 323.04974193367786, 140.53172323963892 ], "block_velocity": [ 0, 0 ], "block_angle": -2.7747788677208765, "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
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{ "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":...
2026-08-09T07:32:20.515052
[ { "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": 21, "reward": 14.197334508046579, "terminated": true, "truncated": false, "success": true, "coverage": 0.9149732731732707 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 262.6148914799987, 267.31382707621447 ], "block_velocity": [ 0, 0 ], "block_angle": 0.29979367399931167, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:21.165082
[ { "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": 25, "reward": 13.126353955761264, "terminated": true, "truncated": false, "success": true, "coverage": 0.945762870472869 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 299.3719016001371, 203.84608264331717 ], "block_velocity": [ 0, 0 ], "block_angle": -1.147626206409758, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:21.940934
[ { "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": 30, "reward": 16.28655406966387, "terminated": true, "truncated": false, "success": true, "coverage": 0.9384924333856036 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 332.101276882918, 174.39823018665084 ], "block_velocity": [ 0, 0 ], "block_angle": -2.0469828846039375, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:22.597872
[ { "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": 25, "reward": 6.397063164638614, "terminated": true, "truncated": false, "success": true, "coverage": 0.930508181121666 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 205.07217113757926, 160.72326050177233 ], "block_velocity": [ 0, 0 ], "block_angle": -3.0203950177320307, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:23.415466
[ { "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": 4.63861795834641, "terminated": true, "truncated": false, "success": true, "coverage": 0.9161690896533913 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 381.7473431900311, 199.50071491718347 ], "block_velocity": [ 0, 0 ], "block_angle": 0.14771247226608208, "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_codec": "norm4", "delta_action_scale": 64, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_marker_mod...
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{ "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":...
2026-08-09T07:32:24.001213
[ { "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": 8.380481980389982, "terminated": true, "truncated": false, "success": true, "coverage": 0.943513673899784 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 207.619311168879, 279.1334069602223 ], "block_velocity": [ 0, 0 ], "block_angle": -2.781054395178009, "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