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pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
3,026,042,400
0
{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:49.853064
[ { "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": 9, "reward": 4.84470040136501, "terminated": true, "truncated": false, "success": true, "coverage": 0.9099659439366508 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 315.73188294875774, 348.29903260723984 ], "block_velocity": [ 0, 0 ], "block_angle": 1.2220005582148996, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:51.179599
[ { "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": 16.516485852745646, "terminated": true, "truncated": false, "success": true, "coverage": 0.9403122684565501 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 198.35090677978536, 259.0753161152674 ], "block_velocity": [ 0, 0 ], "block_angle": -0.5617013027025712, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:51.489006
[ { "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": 7.47706213755413, "terminated": true, "truncated": false, "success": true, "coverage": 0.9060239030612779 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 322.97902048632386, 378.29225252048315 ], "block_velocity": [ 0, 0 ], "block_angle": 0.6815875251791788, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:52.977068
[ { "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": 11.084032144022013, "terminated": true, "truncated": false, "success": true, "coverage": 0.9141958939725356 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 243.15319963408626, 305.7961266685792 ], "block_velocity": [ 0, 0 ], "block_angle": -1.7730068233025322, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:53.372236
[ { "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": 13.55792356334266, "terminated": true, "truncated": false, "success": true, "coverage": 0.9221613852457181 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 327.9534014370455, 395.95990663998407 ], "block_velocity": [ 0, 0 ], "block_angle": 1.5343755306762956, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:53.703349
[ { "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": 5.905015010520333, "terminated": true, "truncated": false, "success": true, "coverage": 0.9311295175900024 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 254.90630518488106, 249.53065718004126 ], "block_velocity": [ 0, 0 ], "block_angle": -0.21290674753875116, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:54.218732
[ { "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": 11.696519684915412, "terminated": true, "truncated": false, "success": true, "coverage": 0.9046417287939095 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 250.27820849451356, 343.12047892091545 ], "block_velocity": [ 0, 0 ], "block_angle": -3.006271909861627, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:54.591617
[ { "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": 7.08774555623277, "terminated": true, "truncated": false, "success": true, "coverage": 0.9005577783712231 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 332.9995112447327, 313.60402260184316 ], "block_velocity": [ 0, 0 ], "block_angle": 0.9432600211606932, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:55.490970
[ { "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": 10.993222263537474, "terminated": true, "truncated": false, "success": true, "coverage": 0.9209179518867063 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 283.0499424679924, 391.7804356455443 ], "block_velocity": [ 0, 0 ], "block_angle": 1.7423312419801178, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:56.646228
[ { "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": 16.362086390695406, "terminated": true, "truncated": false, "success": true, "coverage": 0.9057693023434751 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 180.46587835371585, 364.5200016060734 ], "block_velocity": [ 0, 0 ], "block_angle": -1.8262658925369788, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:57.677508
[ { "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": 10.567113796342857, "terminated": true, "truncated": false, "success": true, "coverage": 0.9136629927117896 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 162.8378542387339, 264.06809208000243 ], "block_velocity": [ 0, 0 ], "block_angle": -1.5925636262480969, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:58.559234
[ { "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": 16.677525725461912, "terminated": true, "truncated": false, "success": true, "coverage": 0.9527519194272531 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 262.44703037890804, 330.6184318876592 ], "block_velocity": [ 0, 0 ], "block_angle": -1.3449886494223577, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
35e77421d27fd9039bc8333648892569a8d1e98bfa91e52cadbaf22a46cdcebf
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
2,026,042,400
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:58.946871
[ { "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": 5.6657592835615675, "terminated": true, "truncated": false, "success": true, "coverage": 0.9317085270881875 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 200.90656837120812, 240.55720682023872 ], "block_velocity": [ 0, 0 ], "block_angle": -0.6401857035302925, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:06:59.753977
[ { "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": 16.41016748462376, "terminated": true, "truncated": false, "success": true, "coverage": 0.9019133390484829 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 246.06553416648086, 392.99638036683547 ], "block_velocity": [ 0, 0 ], "block_angle": 2.294766728185965, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:01.326016
[ { "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": 10.258991611017008, "terminated": true, "truncated": false, "success": true, "coverage": 0.9281179928980237 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 163.87849542813836, 420.9687282718445 ], "block_velocity": [ 0, 0 ], "block_angle": -1.7154989936697043, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:01.910888
[ { "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": 19.03848075649107, "terminated": true, "truncated": false, "success": true, "coverage": 0.9056514972429149 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 345.22027348953014, 346.77615140733775 ], "block_velocity": [ 0, 0 ], "block_angle": 1.0145117187404251, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:03.223379
[ { "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": 13.582191319069086, "terminated": true, "truncated": false, "success": true, "coverage": 0.9186539853605719 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 285.63759611742347, 314.0915754660292 ], "block_velocity": [ 0, 0 ], "block_angle": 1.5605140815961285, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:04.140253
[ { "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": 15.1482258101418, "terminated": true, "truncated": false, "success": true, "coverage": 0.9223951543178435 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 301.47150094398853, 382.3538952100403 ], "block_velocity": [ 0, 0 ], "block_angle": 2.7536884322572135, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:04.695097
[ { "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": 9.7581194593142, "terminated": true, "truncated": false, "success": true, "coverage": 0.9250439689777875 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 299.9529376489695, 383.3982762755703 ], "block_velocity": [ 0, 0 ], "block_angle": 1.2732071033828936, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:05.338060
[ { "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": 8.684427980864088, "terminated": true, "truncated": false, "success": true, "coverage": 0.9016552461626923 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 293.7342075025963, 346.82259859273466 ], "block_velocity": [ 0, 0 ], "block_angle": -0.34517040067020277, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:06.641071
[ { "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": 13.98308905179017, "terminated": true, "truncated": false, "success": true, "coverage": 0.9104202160590986 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 205.59222595699885, 351.51594595692876 ], "block_velocity": [ 0, 0 ], "block_angle": -1.9995328044646488, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:06.925466
[ { "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": 4.926637743368982, "terminated": true, "truncated": false, "success": true, "coverage": 0.9223180295023492 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 314.0388083498761, 269.53379529001376 ], "block_velocity": [ 0, 0 ], "block_angle": 1.650701795937736, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:07.403799
[ { "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": 9.102786812362009, "terminated": true, "truncated": false, "success": true, "coverage": 0.9160315674923866 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 239.81831756494134, 283.8329779172939 ], "block_velocity": [ 0, 0 ], "block_angle": -2.04878503700688, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:08.108961
[ { "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": 12.996272247721308, "terminated": true, "truncated": false, "success": true, "coverage": 0.9095451201007106 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 235.69002908518712, 313.46826644748194 ], "block_velocity": [ 0, 0 ], "block_angle": 3.062583851403776, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:09.041716
[ { "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": 15.556662067107993, "terminated": true, "truncated": false, "success": true, "coverage": 0.960431334141487 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 292.1677484796757, 318.76362757339786 ], "block_velocity": [ 0, 0 ], "block_angle": 1.870247728723756, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ],...
4bd48387e6818eb4e9fa7dded66ac6f9bcd8f501c4af999e0a7893ca3204f126
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:10.325932
[ { "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": 12.238454005944279, "terminated": true, "truncated": false, "success": true, "coverage": 0.9075046005377567 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 254.04368478847945, 333.23195680157545 ], "block_velocity": [ 0, 0 ], "block_angle": 2.7620585317908795, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
ba8d2cbd54f3c0637efde2db3496a229818b750d5f12024d0464ea684bfb9a59
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:10.992562
[ { "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": 15.55182357582522, "terminated": true, "truncated": false, "success": true, "coverage": 0.9505497336561698 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 243.85405989351852, 329.23741152283355 ], "block_velocity": [ 0, 0 ], "block_angle": 1.8427371615414794, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
4d365bb6e6ed30531b7cd4c38bb58e09ce02d1e3dfedf3041d36044fae1cc7ab
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:11.657711
[ { "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": 20.29004123511347, "terminated": true, "truncated": false, "success": true, "coverage": 0.9294334399249764 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 230.15020709279258, 214.83232144656563 ], "block_velocity": [ 0, 0 ], "block_angle": 0.8002502521731945, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:12.123767
[ { "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": 9.776379931933239, "terminated": true, "truncated": false, "success": true, "coverage": 0.9054959345534106 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 327.84233706817014, 313.12335486814055 ], "block_velocity": [ 0, 0 ], "block_angle": 2.078460004335893, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:12.537748
[ { "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": 8.107736420465237, "terminated": true, "truncated": false, "success": true, "coverage": 0.9016718204375229 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 259.9954001416879, 326.69260091746617 ], "block_velocity": [ 0, 0 ], "block_angle": -1.8757404150145829, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:12.706545
[ { "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": 8, "reward": 5.835599895247394, "terminated": true, "truncated": false, "success": true, "coverage": 0.9272199694474991 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 251.02127267591862, 249.8959168742146 ], "block_velocity": [ 0, 0 ], "block_angle": 0.9901236421566484, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:13.239539
[ { "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": 10.32007186522531, "terminated": true, "truncated": false, "success": true, "coverage": 0.9087631382503932 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 232.67463469521965, 399.9284742393374 ], "block_velocity": [ 0, 0 ], "block_angle": -1.7577142981358636, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
4d813b40021cf406de1cd541017e54563b24a73a0dc20858a051a3400a49062c
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:14.651876
[ { "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": 17.538397397154665, "terminated": true, "truncated": false, "success": true, "coverage": 0.9086705435956918 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 293.76005773837755, 306.0625853832505 ], "block_velocity": [ 0, 0 ], "block_angle": 0.9951062475276293, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
27a073c8638034a4913f888ff0dcc8a45a2edb6c73d3bd942b9b738c1027f55c
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:15.595245
[ { "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": 19.091645603749992, "terminated": true, "truncated": false, "success": true, "coverage": 0.9271753671764563 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 175.29051661846157, 361.0686978931752 ], "block_velocity": [ 0, 0 ], "block_angle": -2.4717668002436914, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
70c0ea6d4a86ade1bcf5cbc34ba0768493ce15d7e264f737e816ec4ade7cc2b3
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:16.052984
[ { "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": 7.47012244630555, "terminated": true, "truncated": false, "success": true, "coverage": 0.9033296325383836 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 314.2945768450333, 316.86298722471196 ], "block_velocity": [ 0, 0 ], "block_angle": 0.8430361883734832, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:17.243915
[ { "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": 18.774947873563608, "terminated": true, "truncated": false, "success": true, "coverage": 0.9320555940662212 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 167.39400801865477, 376.38586450061234 ], "block_velocity": [ 0, 0 ], "block_angle": -1.0921890845563138, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
625f9d86baff1c5d184a52c2a16f7f89fdf682f736bf197bcdd43d6cdc7a9628
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:17.753851
[ { "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": 5.509628983311504, "terminated": true, "truncated": false, "success": true, "coverage": 0.9043226144181407 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 218.872530079898, 312.2896168896818 ], "block_velocity": [ 0, 0 ], "block_angle": -0.45810659153968336, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
7d9aacb8a8cf41c7c27152f05533de2f5b6c5e4c2d6683379fe4926e49edbcbd
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:18.718651
[ { "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": 20.895631072895824, "terminated": true, "truncated": false, "success": true, "coverage": 0.9264896147597543 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 210.41324961146427, 340.76638901359814 ], "block_velocity": [ 0, 0 ], "block_angle": 0.06955373180069646, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:19.648129
[ { "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": 9.76791919896407, "terminated": true, "truncated": false, "success": true, "coverage": 0.9073618748662324 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 273.5135669021461, 385.58345964843085 ], "block_velocity": [ 0, 0 ], "block_angle": -3.0681198437179944, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:20.262867
[ { "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": 15.094140086307942, "terminated": true, "truncated": false, "success": true, "coverage": 0.9611012213571639 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 270.86750235698935, 414.62221591001975 ], "block_velocity": [ 0, 0 ], "block_angle": 2.1568662581406786, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:22.017656
[ { "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": 22.15751560652541, "terminated": true, "truncated": false, "success": true, "coverage": 0.9062968940958208 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 307.35579971749945, 394.8372415187742 ], "block_velocity": [ 0, 0 ], "block_angle": 1.3283362350318146, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:22.474028
[ { "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": 5.28139983442983, "terminated": true, "truncated": false, "success": true, "coverage": 0.938523512784042 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 260.81111584014127, 332.5990620922537 ], "block_velocity": [ 0, 0 ], "block_angle": -0.8082988929917039, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:23.062211
[ { "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": 12.175564871100388, "terminated": true, "truncated": false, "success": true, "coverage": 0.914348943386772 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 209.99215836075382, 303.1504274041436 ], "block_velocity": [ 0, 0 ], "block_angle": -3.0205732588585565, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:23.456925
[ { "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": 7.246407674722787, "terminated": true, "truncated": false, "success": true, "coverage": 0.932541125065578 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 234.3534982762132, 354.02873879590584 ], "block_velocity": [ 0, 0 ], "block_angle": -0.6399253587349594, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:24.118392
[ { "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": 16.428935759961934, "terminated": true, "truncated": false, "success": true, "coverage": 0.9615422109952135 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 236.9424954322709, 320.6545477867321 ], "block_velocity": [ 0, 0 ], "block_angle": -2.9153295866600053, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:25.041882
[ { "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": 4.26847417195976, "terminated": true, "truncated": false, "success": true, "coverage": 0.9089818991044484 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 287.6249442524647, 314.6102569625449 ], "block_velocity": [ 0, 0 ], "block_angle": 3.0989238161652475, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:25.693458
[ { "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": 15.671390035260387, "terminated": true, "truncated": false, "success": true, "coverage": 0.9006790014397436 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 289.79879262242883, 253.90452411943525 ], "block_velocity": [ 0, 0 ], "block_angle": 0.9089599131157806, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:26.384151
[ { "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": 17.042503066597696, "terminated": true, "truncated": false, "success": true, "coverage": 0.9137545636094666 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 253.1997020072528, 234.62012650961208 ], "block_velocity": [ 0, 0 ], "block_angle": 0.7734505947102592, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:26.832740
[ { "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": 4.251713454124336, "terminated": true, "truncated": false, "success": true, "coverage": 0.9163700198047721 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 239.66636314154988, 389.27431427769636 ], "block_velocity": [ 0, 0 ], "block_angle": -2.338666485104362, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:27.739518
[ { "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": 6.334979657434621, "terminated": true, "truncated": false, "success": true, "coverage": 0.9464983646779904 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 299.32098508478816, 307.60739915179676 ], "block_velocity": [ 0, 0 ], "block_angle": 0.06366471187080736, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:28.356279
[ { "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": 15.381025511409234, "terminated": true, "truncated": false, "success": true, "coverage": 0.916359434741582 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 324.601679705445, 338.77399578549347 ], "block_velocity": [ 0, 0 ], "block_angle": 0.25205189740906686, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:29.101346
[ { "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": 5.55053422277782, "terminated": true, "truncated": false, "success": true, "coverage": 0.956713652577263 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 210.1326347270719, 235.253874508045 ], "block_velocity": [ 0, 0 ], "block_angle": -0.7150338435208101, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:29.843906
[ { "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": 23.483522814109204, "terminated": true, "truncated": false, "success": true, "coverage": 0.9058472991023808 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 354.83789077774867, 389.82554060586716 ], "block_velocity": [ 0, 0 ], "block_angle": 1.5060726090987337, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:31.386408
[ { "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": 10.580186761471667, "terminated": true, "truncated": false, "success": true, "coverage": 0.9180090449277502 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 327.75922056197373, 360.52248052557053 ], "block_velocity": [ 0, 0 ], "block_angle": 1.9264082524545074, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:32.359046
[ { "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": 8.130399511909928, "terminated": true, "truncated": false, "success": true, "coverage": 0.9001764837654946 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 262.68664264191426, 436.9742495796082 ], "block_velocity": [ 0, 0 ], "block_angle": -2.3234248512092694, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:32.801728
[ { "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": 8.735979526177534, "terminated": true, "truncated": false, "success": true, "coverage": 0.9085706158110876 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 189.95738252629997, 282.5706504111945 ], "block_velocity": [ 0, 0 ], "block_angle": -0.3752879990196347, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:34.156312
[ { "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": 16.135428097516026, "terminated": true, "truncated": false, "success": true, "coverage": 0.9395705399518118 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 265.74794761355986, 403.5495164509509 ], "block_velocity": [ 0, 0 ], "block_angle": 2.3685864526449896, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:34.809660
[ { "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": 9.375921253618092, "terminated": true, "truncated": false, "success": true, "coverage": 0.900558839344035 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 311.22990502797734, 338.901296159657 ], "block_velocity": [ 0, 0 ], "block_angle": 0.10313873138921048, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:35.085199
[ { "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": 4.2204779361451905, "terminated": true, "truncated": false, "success": true, "coverage": 0.9024591770173637 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 263.1667036309135, 455.69887824323655 ], "block_velocity": [ 0, 0 ], "block_angle": 2.7609509708043447, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:35.594647
[ { "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": 14.874716776438698, "terminated": true, "truncated": false, "success": true, "coverage": 0.925322004400598 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 309.82194973519796, 338.2836454524637 ], "block_velocity": [ 0, 0 ], "block_angle": 2.146439236260301, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:35.982307
[ { "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": 6.840090944143372, "terminated": true, "truncated": false, "success": true, "coverage": 0.9035826531056901 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 333.80566422308743, 443.41767967895 ], "block_velocity": [ 0, 0 ], "block_angle": 2.3941956171695713, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:36.367400
[ { "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": 10.474622769327961, "terminated": true, "truncated": false, "success": true, "coverage": 0.9193846621454728 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 259.24499291806336, 393.14148412117305 ], "block_velocity": [ 0, 0 ], "block_angle": 1.1112438331732637, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:36.866314
[ { "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": 14.651933335617828, "terminated": true, "truncated": false, "success": true, "coverage": 0.9056114399513309 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 282.5242908695623, 264.61774176643104 ], "block_velocity": [ 0, 0 ], "block_angle": 0.012818168725205581, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:37.500185
[ { "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": 11.87361332531752, "terminated": true, "truncated": false, "success": true, "coverage": 0.9075291383085585 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 304.7109139381778, 354.6198946339039 ], "block_velocity": [ 0, 0 ], "block_angle": 2.298430872128878, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:38.029241
[ { "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": 14.606683978303106, "terminated": true, "truncated": false, "success": true, "coverage": 0.9001704718692176 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 257.39186871672945, 346.01953357270406 ], "block_velocity": [ 0, 0 ], "block_angle": 1.0132004452668042, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
c4ac12813f978018205a24deb4936ba11ff64aa9745398474676858cb7269689
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:39.395274
[ { "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": 17.43928193449709, "terminated": true, "truncated": false, "success": true, "coverage": 0.9006505382308108 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 236.53420476178871, 201.96173585326483 ], "block_velocity": [ 0, 0 ], "block_angle": 0.09068212236130746, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:39.647161
[ { "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": 5.7524826774039814, "terminated": true, "truncated": false, "success": true, "coverage": 0.90004463450729 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 235.79917275560217, 367.29205810937157 ], "block_velocity": [ 0, 0 ], "block_angle": -1.515220671735156, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:40.136356
[ { "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": 11.080607949599653, "terminated": true, "truncated": false, "success": true, "coverage": 0.9061229547263944 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 199.18012829862894, 323.2442981841502 ], "block_velocity": [ 0, 0 ], "block_angle": -1.4825558122259006, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:40.745768
[ { "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": 10.605504025083418, "terminated": true, "truncated": false, "success": true, "coverage": 0.9080352458441614 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 252.8965506268076, 364.39021832952 ], "block_velocity": [ 0, 0 ], "block_angle": 0.8955274675933715, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:41.275441
[ { "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": 13.127508363521864, "terminated": true, "truncated": false, "success": true, "coverage": 0.9046859159457021 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 230.10772841579902, 330.8630374875662 ], "block_velocity": [ 0, 0 ], "block_angle": -3.047036217452683, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:42.283038
[ { "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": 16.75918692339176, "terminated": true, "truncated": false, "success": true, "coverage": 0.9014772080858899 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 246.84164156014572, 349.09108632586026 ], "block_velocity": [ 0, 0 ], "block_angle": 2.095909232726899, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:42.770679
[ { "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": 10.880396083195048, "terminated": true, "truncated": false, "success": true, "coverage": 0.9087778245410711 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 236.1076065023222, 323.77555900133007 ], "block_velocity": [ 0, 0 ], "block_angle": 2.796653851694243, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:43.283696
[ { "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": 12.788281200248854, "terminated": true, "truncated": false, "success": true, "coverage": 0.9153833669619588 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 251.41389759401773, 311.07341487278677 ], "block_velocity": [ 0, 0 ], "block_angle": 0.4667437076305285, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:43.841639
[ { "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": 18.288140527253397, "terminated": true, "truncated": false, "success": true, "coverage": 0.9808848109548157 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 243.39166346219466, 203.2476874328425 ], "block_velocity": [ 0, 0 ], "block_angle": -0.4187374050601287, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:44.164978
[ { "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": 5.085633668874859, "terminated": true, "truncated": false, "success": true, "coverage": 0.9345716129735816 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 165.04342931944245, 236.25744811549902 ], "block_velocity": [ 0, 0 ], "block_angle": -0.8959635414993525, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
0190a483cf4b83170442871f6efbcc3e56ecc2f4f048b5103ee48edf4e2eabe3
{ "strategy": "ppo", "checkpoint": "best_model.pt", "max_total_steps": 30 }
visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:44.874624
[ { "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": 17.70438852115109, "terminated": true, "truncated": false, "success": true, "coverage": 0.9027693612176986 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 263.4009956796421, 362.9522068307133 ], "block_velocity": [ 0, 0 ], "block_angle": 2.146882538378687, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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2026-05-03T00:07:45.677699
[ { "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": 10.00945192208023, "terminated": true, "truncated": false, "success": true, "coverage": 0.9080709561323106 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 247.12684737202812, 250.5866163063689 ], "block_velocity": [ 0, 0 ], "block_angle": -1.2967336774141378, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ...
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visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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2026-05-03T00:07:46.419641
[ { "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": 20.026819897468833, "terminated": true, "truncated": false, "success": true, "coverage": 0.9073037179674017 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 187.47478474229285, 341.17551077216336 ], "block_velocity": [ 0, 0 ], "block_angle": -1.738942561692125, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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2026-05-03T00:07:47.026565
[ { "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": 9.617933499601147, "terminated": true, "truncated": false, "success": true, "coverage": 0.9128972176727413 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 289.3985956020219, 324.8952971104787 ], "block_velocity": [ 0, 0 ], "block_angle": 0.16637776473798516, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981633974483 ]...
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visgym_pusht_ppo_success_30step_parallel_v1
pusht_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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2026-05-03T00:07:48.127473
[ { "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": 14.902527753138045, "terminated": true, "truncated": false, "success": true, "coverage": 0.9392264597448443 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 225.67325132921889, 301.0743464917234 ], "block_velocity": [ 0, 0 ], "block_angle": -2.859875626097328, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:49.056836
[ { "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": 10.364999426157583, "terminated": true, "truncated": false, "success": true, "coverage": 0.9188495229458642 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 284.5818100560514, 234.66713921485933 ], "block_velocity": [ 0, 0 ], "block_angle": -0.41768827825885957, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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2026-05-03T00:07:50.383820
[ { "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": 7.136783765920047, "terminated": true, "truncated": false, "success": true, "coverage": 0.9463947401026922 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 191.3072673965663, 310.3965892421833 ], "block_velocity": [ 0, 0 ], "block_angle": -0.5554291951938697, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:51.000160
[ { "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": 14.769824278967121, "terminated": true, "truncated": false, "success": true, "coverage": 0.9146786120745949 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 171.71567934297852, 331.7960423068044 ], "block_velocity": [ 0, 0 ], "block_angle": -1.722474109859695, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:51.557228
[ { "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": 8.79288206323909, "terminated": true, "truncated": false, "success": true, "coverage": 0.9142183105047278 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 275.79830972543317, 400.0824605196849 ], "block_velocity": [ 0, 0 ], "block_angle": -2.2226666056816335, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:51.951341
[ { "step": 0, "prompt": "You are controlling a 2D PushT environment from a top-down image.\n\nVisual elements:\n- The blue circle is the controllable pusher/agent. It moves through the plane and physically pushes the object.\n- The gray T-shaped block is the object that must be moved.\n- The green T-shaped o...
{ "step": 19, "reward": 9.595100987619567, "terminated": true, "truncated": false, "success": true, "coverage": 0.9002393637648971 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 236.7762068506491, 330.1945521966478 ], "block_velocity": [ 0, 0 ], "block_angle": 0.016614269127503967, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:52.680723
[ { "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": 10.313446057560245, "terminated": true, "truncated": false, "success": true, "coverage": 0.9055923821421529 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 280.3097807950582, 408.59273627300735 ], "block_velocity": [ 0, 0 ], "block_angle": 2.741898360571758, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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2026-05-03T00:07:53.240638
[ { "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": 9.83674313465136, "terminated": true, "truncated": false, "success": true, "coverage": 0.9061461281711924 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 183.37307773491403, 303.31023479795215 ], "block_velocity": [ 0, 0 ], "block_angle": -2.8177197673025063, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:53.870970
[ { "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": 5.439685716173735, "terminated": true, "truncated": false, "success": true, "coverage": 0.9075614858579383 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 237.2581533437749, 443.39581286506376 ], "block_velocity": [ 0, 0 ], "block_angle": -2.1338554532985503, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:54.259714
[ { "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": 5.15521689869911, "terminated": true, "truncated": false, "success": true, "coverage": 0.9108689476253573 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 271.99881984819604, 284.7427224381366 ], "block_velocity": [ 0, 0 ], "block_angle": -0.7473677856407934, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:55.056266
[ { "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": 7.143366150264527, "terminated": true, "truncated": false, "success": true, "coverage": 0.9483388762542032 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 225.69861830309628, 317.68626642822636 ], "block_velocity": [ 0, 0 ], "block_angle": 0.02548613213217621, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:55.450008
[ { "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": 10.931629613048996, "terminated": true, "truncated": false, "success": true, "coverage": 0.9043666576578735 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 239.89551284651697, 290.719040708676 ], "block_velocity": [ 0, 0 ], "block_angle": -1.2927242942155623, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:56.230627
[ { "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": 14.53583634650725, "terminated": true, "truncated": false, "success": true, "coverage": 0.9245464937893229 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 251.37339302415154, 388.49833097819226 ], "block_velocity": [ 0, 0 ], "block_angle": 0.9780109136084283, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:56.924319
[ { "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": 4.829869190742375, "terminated": true, "truncated": false, "success": true, "coverage": 0.9015259755138046 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 270.77905043709285, 370.5614165930698 ], "block_velocity": [ 0, 0 ], "block_angle": 0.4564240280212677, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:58.420000
[ { "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": 13.415634019414423, "terminated": true, "truncated": false, "success": true, "coverage": 0.9306004853949662 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 207.07953819576846, 316.33254771605056 ], "block_velocity": [ 0, 0 ], "block_angle": -2.2243054324811227, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:58.888898
[ { "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": 8.292851228558057, "terminated": true, "truncated": false, "success": true, "coverage": 0.9370678720704143 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 305.5589730046253, 441.44605350494066 ], "block_velocity": [ 0, 0 ], "block_angle": 2.080051745996788, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:07:59.965520
[ { "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": 17.851378880435746, "terminated": true, "truncated": false, "success": true, "coverage": 0.9085079283944482 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 252.41372234750474, 369.6266762306737 ], "block_velocity": [ 0, 0 ], "block_angle": 1.2130560500889, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:08:00.448838
[ { "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": 7.233088555339955, "terminated": true, "truncated": false, "success": true, "coverage": 0.958499206551518 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 228.28552471859837, 266.16320072673165 ], "block_velocity": [ 0, 0 ], "block_angle": -0.28756701252093686, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:08:01.513642
[ { "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": 15.208343395201345, "terminated": true, "truncated": false, "success": true, "coverage": 0.9338396351510919 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 233.16061189955738, 336.6868827992663 ], "block_velocity": [ 0, 0 ], "block_angle": -3.0533804071258084, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:08:03.903164
[ { "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": 14.19168272373929, "terminated": true, "truncated": false, "success": true, "coverage": 0.9137046556128303 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 292.91205453282555, 286.1943404060848 ], "block_velocity": [ 0, 0 ], "block_angle": 0.35456976322637646, "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_ppo_1hz_success_30step_v0
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm2" }
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{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_10m_1hz_msinit_delta64_norm2_20260502/best_model.pt", "observation_kind": "pusht_ppo_low...
2026-05-03T00:08:04.510151
[ { "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": 9.6488548472383, "terminated": true, "truncated": false, "success": true, "coverage": 0.9199252016491979 }
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 269.24303186366916, 331.8790175530485 ], "block_velocity": [ 0, 0 ], "block_angle": -2.191985076374483, "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