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[{"<|green|><|triangular prism|>": ["<|12-11|>", 18]}]
[{"<|azure|><|container|>": ["<|14-13|>", 18]}]
LOCATE OBJECTS: Target Object: <|green|><|triangular prism|> found at <|12-11|> with height 18 Target Placement Location: <|azure|><|container|> at <|14-13|> with height 18 PLAN ACTIONS: Step 1: Move above <|green|><|triangular prism|> at <|12-11|> with height 30 Step 2: Lower to <|green|><|triangular prism|> at <|12-11|> with height 18 Step 3: Close gripper on <|green|><|triangular prism|> at <|12-11|> with height 18 Step 4: Lift <|green|><|triangular prism|> at <|12-11|> to height 30 Step 5: Move to <|azure|><|container|> location at <|14-13|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|14-13|> with height 18 and open gripper
[{"azure-container": [53, 59, 18]}, {"lime-moon": [33, 63, 18]}, {"blue-cylinder": [61, 41, 18]}, {"green-triangular prism": [47, 49, 18]}, {"yellow-triangular prism": [78, 84, 18]}]
Pick up the green triangular prism and place it into the azure container
[ [ 47, 49, 30, 0, 60, 90, 1 ], [ 47, 49, 18, 0, 60, 90, 1 ], [ 47, 49, 18, 0, 60, 90, 0 ], [ 47, 49, 30, 0, 60, 90, 0 ], [ 53, 59, 30, 0, 60, 90, 0 ], [ 53, 59, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|azure|><|container|>\": 18, \"<|lime|><|moon|>\": 18, \"<|blue|><|cylinder|>\": 18, \"<|green|><|triangular prism|>\": 18, \"<|yellow|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the green triangular prism and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|blue|><|cylinder|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|green|><|triangular prism|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|azure|><|container|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|lime|><|moon|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|yellow|><|triangular prism|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|triangular prism|> found at <|12-11|> with height 18\nTarget Placement Location: <|azure|><|container|> at <|14-13|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|green|><|triangular prism|> at <|12-11|> with height 30\nStep 2: Lower to <|green|><|triangular prism|> at <|12-11|> with height 18\nStep 3: Close gripper on <|green|><|triangular prism|> at <|12-11|> with height 18\nStep 4: Lift <|green|><|triangular prism|> at <|12-11|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|14-13|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|14-13|> with height 18 and open gripper\n\n</think>\n\nStep 1: [47, 49, 30, 0, 60, 90, 1]\nStep 2: [47, 49, 18, 0, 60, 90, 1]\nStep 3: [47, 49, 18, 0, 60, 90, 0]\nStep 4: [47, 49, 30, 0, 60, 90, 0]\nStep 5: [53, 59, 30, 0, 60, 90, 0]\nStep 6: [53, 59, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|triangular prism|>": ["<|11-10|>", 17]}]
[{"<|maroon|><|triangular prism|>": ["<|17-11|>", 19]}]
LOCATE OBJECTS: Target Object: <|rose|><|triangular prism|> found at <|11-10|> with height 17 Target Placement Location: <|maroon|><|triangular prism|> at <|17-11|> with height 19 PLAN ACTIONS: Step 1: Move above <|rose|><|triangular prism|> at <|11-10|> with height 30 Step 2: Lower to <|rose|><|triangular prism|> at <|11-10|> with height 17 Step 3: Close gripper on <|rose|><|triangular prism|> at <|11-10|> with height 17 Step 4: Lift <|rose|><|triangular prism|> at <|11-10|> to height 30 Step 5: Move to <|maroon|><|triangular prism|> location at <|17-11|> with height 30 Step 6: Stack on top of <|maroon|><|triangular prism|> location at <|17-11|> with height 19 + 4 and open gripper
[{"violet-star": [76, 44, 17]}, {"maroon-triangular prism": [46, 70, 19]}, {"rose-triangular prism": [42, 44, 17]}, {"green-cube": [31, 62, 18]}, {"gray-triangular prism": [29, 32, 17]}, {"olive-cylinder": [52, 50, 17]}, {"olive-star": [52, 74, 17]}]
Stack the rose triangular prism on top of the maroon triangular prism
[ [ 42, 44, 30, 0, 60, 90, 1 ], [ 42, 44, 17, 0, 60, 90, 1 ], [ 42, 44, 17, 0, 60, 90, 0 ], [ 42, 44, 30, 0, 60, 90, 0 ], [ 46, 70, 30, 0, 60, 90, 0 ], [ 46, 70, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|violet|><|star|>\": 17, \"<|maroon|><|triangular prism|>\": 19, \"<|rose|><|triangular prism|>\": 17, \"<|green|><|cube|>\": 18, \"<|gray|><|triangular prism|>\": 17, \"<|olive|><|cylinder|>\": 17, \"<|olive|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the rose triangular prism on top of the maroon triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|gray|><|triangular prism|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|rose|><|triangular prism|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|violet|><|star|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|olive|><|cylinder|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|green|><|cube|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|maroon|><|triangular prism|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|olive|><|star|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|triangular prism|> found at <|11-10|> with height 17\nTarget Placement Location: <|maroon|><|triangular prism|> at <|17-11|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|triangular prism|> at <|11-10|> with height 30\nStep 2: Lower to <|rose|><|triangular prism|> at <|11-10|> with height 17\nStep 3: Close gripper on <|rose|><|triangular prism|> at <|11-10|> with height 17\nStep 4: Lift <|rose|><|triangular prism|> at <|11-10|> to height 30\nStep 5: Move to <|maroon|><|triangular prism|> location at <|17-11|> with height 30\nStep 6: Stack on top of <|maroon|><|triangular prism|> location at <|17-11|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [42, 44, 30, 0, 60, 90, 1]\nStep 2: [42, 44, 17, 0, 60, 90, 1]\nStep 3: [42, 44, 17, 0, 60, 90, 0]\nStep 4: [42, 44, 30, 0, 60, 90, 0]\nStep 5: [46, 70, 30, 0, 60, 90, 0]\nStep 6: [46, 70, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|triangular prism|>": ["<|10-21|>", 18]}]
[{"<|rose|><|container|>": ["<|4-22|>", 18]}]
LOCATE OBJECTS: Target Object: <|navy|><|triangular prism|> found at <|10-21|> with height 18 Target Placement Location: <|rose|><|container|> at <|4-22|> with height 18 PLAN ACTIONS: Step 1: Move above <|navy|><|triangular prism|> at <|10-21|> with height 30 Step 2: Lower to <|navy|><|triangular prism|> at <|10-21|> with height 18 Step 3: Close gripper on <|navy|><|triangular prism|> at <|10-21|> with height 18 Step 4: Lift <|navy|><|triangular prism|> at <|10-21|> to height 30 Step 5: Move to <|rose|><|container|> location at <|4-22|> with height 30 Step 6: Place inside <|rose|><|container|> location at <|4-22|> with height 18 and open gripper
[{"navy-triangular prism": [86, 43, 18]}, {"lime-triangular prism": [21, 27, 18]}, {"rose-container": [89, 19, 18]}, {"violet-triangular prism": [20, 57, 18]}, {"blue-triangular prism": [74, 82, 17]}, {"magenta-star": [30, 70, 18]}]
Pick up the navy triangular prism and place it into the rose container
[ [ 86, 43, 30, 0, 60, 90, 1 ], [ 86, 43, 18, 0, 60, 90, 1 ], [ 86, 43, 18, 0, 60, 90, 0 ], [ 86, 43, 30, 0, 60, 90, 0 ], [ 89, 19, 30, 0, 60, 90, 0 ], [ 89, 19, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|triangular prism|>\": 18, \"<|lime|><|triangular prism|>\": 18, \"<|rose|><|container|>\": 18, \"<|violet|><|triangular prism|>\": 18, \"<|blue|><|triangular prism|>\": 17, \"<|magenta|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy triangular prism and place it into the rose container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|rose|><|container|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|lime|><|triangular prism|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|navy|><|triangular prism|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|violet|><|triangular prism|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|magenta|><|star|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|blue|><|triangular prism|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|triangular prism|> found at <|10-21|> with height 18\nTarget Placement Location: <|rose|><|container|> at <|4-22|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|triangular prism|> at <|10-21|> with height 30\nStep 2: Lower to <|navy|><|triangular prism|> at <|10-21|> with height 18\nStep 3: Close gripper on <|navy|><|triangular prism|> at <|10-21|> with height 18\nStep 4: Lift <|navy|><|triangular prism|> at <|10-21|> to height 30\nStep 5: Move to <|rose|><|container|> location at <|4-22|> with height 30\nStep 6: Place inside <|rose|><|container|> location at <|4-22|> with height 18 and open gripper\n\n</think>\n\nStep 1: [86, 43, 30, 0, 60, 90, 1]\nStep 2: [86, 43, 18, 0, 60, 90, 1]\nStep 3: [86, 43, 18, 0, 60, 90, 0]\nStep 4: [86, 43, 30, 0, 60, 90, 0]\nStep 5: [89, 19, 30, 0, 60, 90, 0]\nStep 6: [89, 19, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|triangular prism|>": ["<|10-16|>", 18]}]
[{"<|black|><|container|>": ["<|19-11|>", 19]}]
LOCATE OBJECTS: Target Object: <|black|><|triangular prism|> found at <|10-16|> with height 18 Target Placement Location: <|black|><|container|> at <|19-11|> with height 19 PLAN ACTIONS: Step 1: Move above <|black|><|triangular prism|> at <|10-16|> with height 30 Step 2: Lower to <|black|><|triangular prism|> at <|10-16|> with height 18 Step 3: Close gripper on <|black|><|triangular prism|> at <|10-16|> with height 18 Step 4: Lift <|black|><|triangular prism|> at <|10-16|> to height 30 Step 5: Move to <|black|><|container|> location at <|19-11|> with height 30 Step 6: Place inside <|black|><|container|> location at <|19-11|> with height 19 and open gripper
[{"black-triangular prism": [65, 43, 18]}, {"black-star": [27, 34, 17]}, {"white-moon": [83, 40, 17]}, {"olive-cube": [23, 50, 18]}, {"magenta-cylinder": [67, 56, 17]}, {"cyan-cube": [88, 62, 18]}, {"black-container": [47, 78, 19]}]
Pick up the black triangular prism and place it into the black container
[ [ 65, 43, 30, 0, 60, 90, 1 ], [ 65, 43, 18, 0, 60, 90, 1 ], [ 65, 43, 18, 0, 60, 90, 0 ], [ 65, 43, 30, 0, 60, 90, 0 ], [ 47, 78, 30, 0, 60, 90, 0 ], [ 47, 78, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|black|><|triangular prism|>\": 18, \"<|black|><|star|>\": 17, \"<|white|><|moon|>\": 17, \"<|olive|><|cube|>\": 18, \"<|magenta|><|cylinder|>\": 17, \"<|cyan|><|cube|>\": 18, \"<|black|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the black triangular prism and place it into the black container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|black|><|star|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|black|><|triangular prism|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|white|><|moon|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|olive|><|cube|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|magenta|><|cylinder|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|cyan|><|cube|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|black|><|container|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|triangular prism|> found at <|10-16|> with height 18\nTarget Placement Location: <|black|><|container|> at <|19-11|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|triangular prism|> at <|10-16|> with height 30\nStep 2: Lower to <|black|><|triangular prism|> at <|10-16|> with height 18\nStep 3: Close gripper on <|black|><|triangular prism|> at <|10-16|> with height 18\nStep 4: Lift <|black|><|triangular prism|> at <|10-16|> to height 30\nStep 5: Move to <|black|><|container|> location at <|19-11|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|19-11|> with height 19 and open gripper\n\n</think>\n\nStep 1: [65, 43, 30, 0, 60, 90, 1]\nStep 2: [65, 43, 18, 0, 60, 90, 1]\nStep 3: [65, 43, 18, 0, 60, 90, 0]\nStep 4: [65, 43, 30, 0, 60, 90, 0]\nStep 5: [47, 78, 30, 0, 60, 90, 0]\nStep 6: [47, 78, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|18-10|>", 17]}]
[{"<|azure|><|container|>": ["<|11-16|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|18-10|> with height 17 Target Placement Location: <|azure|><|container|> at <|11-16|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|18-10|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|18-10|> with height 17 Step 3: Close gripper on <|yellow|><|cube|> at <|18-10|> with height 17 Step 4: Lift <|yellow|><|cube|> at <|18-10|> to height 30 Step 5: Move to <|azure|><|container|> location at <|11-16|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|11-16|> with height 17 and open gripper
[{"azure-container": [67, 47, 17]}, {"white-star": [89, 74, 18]}, {"azure-star": [25, 50, 17]}, {"yellow-cube": [40, 74, 17]}, {"lime-triangular prism": [70, 75, 17]}]
Pick up the yellow cube and place it into the azure container
[ [ 40, 74, 30, 0, 60, 90, 1 ], [ 40, 74, 17, 0, 60, 90, 1 ], [ 40, 74, 17, 0, 60, 90, 0 ], [ 40, 74, 30, 0, 60, 90, 0 ], [ 67, 47, 30, 0, 60, 90, 0 ], [ 67, 47, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|azure|><|container|>\": 17, \"<|white|><|star|>\": 18, \"<|azure|><|star|>\": 17, \"<|yellow|><|cube|>\": 17, \"<|lime|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow cube and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|azure|><|container|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|azure|><|star|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|yellow|><|cube|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|lime|><|triangular prism|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|white|><|star|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|18-10|> with height 17\nTarget Placement Location: <|azure|><|container|> at <|11-16|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|18-10|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|18-10|> with height 17\nStep 3: Close gripper on <|yellow|><|cube|> at <|18-10|> with height 17\nStep 4: Lift <|yellow|><|cube|> at <|18-10|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|11-16|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|11-16|> with height 17 and open gripper\n\n</think>\n\nStep 1: [40, 74, 30, 0, 60, 90, 1]\nStep 2: [40, 74, 17, 0, 60, 90, 1]\nStep 3: [40, 74, 17, 0, 60, 90, 0]\nStep 4: [40, 74, 30, 0, 60, 90, 0]\nStep 5: [67, 47, 30, 0, 60, 90, 0]\nStep 6: [67, 47, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|triangular prism|>": ["<|15-14|>", 17]}]
[{"<|lime|><|star|>": ["<|4-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|rose|><|triangular prism|> found at <|15-14|> with height 17 Target Placement Location: <|lime|><|star|> at <|4-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|rose|><|triangular prism|> at <|15-14|> with height 30 Step 2: Lower to <|rose|><|triangular prism|> at <|15-14|> with height 17 Step 3: Close gripper on <|rose|><|triangular prism|> at <|15-14|> with height 17 Step 4: Lift <|rose|><|triangular prism|> at <|15-14|> to height 30 Step 5: Move to <|lime|><|star|> location at <|4-16|> with height 30 Step 6: Stack on top of <|lime|><|star|> location at <|4-16|> with height 18 + 4 and open gripper
[{"maroon-star": [33, 48, 17]}, {"rose-triangular prism": [58, 61, 17]}, {"olive-cube": [28, 43, 17]}, {"navy-cylinder": [31, 80, 17]}, {"lime-star": [64, 18, 18]}, {"silver-cube": [33, 23, 17]}]
Stack the rose triangular prism on top of the lime star
[ [ 58, 61, 30, 0, 60, 90, 1 ], [ 58, 61, 17, 0, 60, 90, 1 ], [ 58, 61, 17, 0, 60, 90, 0 ], [ 58, 61, 30, 0, 60, 90, 0 ], [ 64, 18, 30, 0, 60, 90, 0 ], [ 64, 18, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|star|>\": 17, \"<|rose|><|triangular prism|>\": 17, \"<|olive|><|cube|>\": 17, \"<|navy|><|cylinder|>\": 17, \"<|lime|><|star|>\": 18, \"<|silver|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the rose triangular prism on top of the lime star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|lime|><|star|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|silver|><|cube|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|olive|><|cube|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|maroon|><|star|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|rose|><|triangular prism|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|navy|><|cylinder|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|triangular prism|> found at <|15-14|> with height 17\nTarget Placement Location: <|lime|><|star|> at <|4-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|triangular prism|> at <|15-14|> with height 30\nStep 2: Lower to <|rose|><|triangular prism|> at <|15-14|> with height 17\nStep 3: Close gripper on <|rose|><|triangular prism|> at <|15-14|> with height 17\nStep 4: Lift <|rose|><|triangular prism|> at <|15-14|> to height 30\nStep 5: Move to <|lime|><|star|> location at <|4-16|> with height 30\nStep 6: Stack on top of <|lime|><|star|> location at <|4-16|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [58, 61, 30, 0, 60, 90, 1]\nStep 2: [58, 61, 17, 0, 60, 90, 1]\nStep 3: [58, 61, 17, 0, 60, 90, 0]\nStep 4: [58, 61, 30, 0, 60, 90, 0]\nStep 5: [64, 18, 30, 0, 60, 90, 0]\nStep 6: [64, 18, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|triangular prism|>": ["<|22-9|>", 17]}]
[{"<|black|><|moon|>": ["<|20-18|>", 18]}]
LOCATE OBJECTS: Target Object: <|black|><|triangular prism|> found at <|22-9|> with height 17 Target Placement Location: <|black|><|moon|> at <|20-18|> with height 18 PLAN ACTIONS: Step 1: Move above <|black|><|triangular prism|> at <|22-9|> with height 30 Step 2: Lower to <|black|><|triangular prism|> at <|22-9|> with height 17 Step 3: Close gripper on <|black|><|triangular prism|> at <|22-9|> with height 17 Step 4: Lift <|black|><|triangular prism|> at <|22-9|> to height 30 Step 5: Move to <|black|><|moon|> location at <|20-18|> with height 30 Step 6: Stack on top of <|black|><|moon|> location at <|20-18|> with height 18 + 4 and open gripper
[{"green-cylinder": [86, 44, 17]}, {"olive-star": [59, 72, 18]}, {"violet-triangular prism": [30, 45, 18]}, {"cyan-moon": [53, 75, 18]}, {"black-triangular prism": [36, 88, 17]}, {"black-moon": [75, 83, 18]}, {"white-moon": [33, 86, 17]}]
Stack the black triangular prism on top of the black moon
[ [ 36, 88, 30, 0, 60, 90, 1 ], [ 36, 88, 17, 0, 60, 90, 1 ], [ 36, 88, 17, 0, 60, 90, 0 ], [ 36, 88, 30, 0, 60, 90, 0 ], [ 75, 83, 30, 0, 60, 90, 0 ], [ 75, 83, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|cylinder|>\": 17, \"<|olive|><|star|>\": 18, \"<|violet|><|triangular prism|>\": 18, \"<|cyan|><|moon|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|black|><|moon|>\": 18, \"<|white|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black triangular prism on top of the black moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|violet|><|triangular prism|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|green|><|cylinder|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|cyan|><|moon|><|18-14|><|olive|><|star|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|black|><|moon|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|white|><|moon|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|black|><|triangular prism|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|triangular prism|> found at <|22-9|> with height 17\nTarget Placement Location: <|black|><|moon|> at <|20-18|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|black|><|triangular prism|> at <|22-9|> with height 30\nStep 2: Lower to <|black|><|triangular prism|> at <|22-9|> with height 17\nStep 3: Close gripper on <|black|><|triangular prism|> at <|22-9|> with height 17\nStep 4: Lift <|black|><|triangular prism|> at <|22-9|> to height 30\nStep 5: Move to <|black|><|moon|> location at <|20-18|> with height 30\nStep 6: Stack on top of <|black|><|moon|> location at <|20-18|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [36, 88, 30, 0, 60, 90, 1]\nStep 2: [36, 88, 17, 0, 60, 90, 1]\nStep 3: [36, 88, 17, 0, 60, 90, 0]\nStep 4: [36, 88, 30, 0, 60, 90, 0]\nStep 5: [75, 83, 30, 0, 60, 90, 0]\nStep 6: [75, 83, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|star|>": ["<|7-13|>", 18]}]
[{"<|olive|><|cube|>": ["<|9-19|>", 19]}]
LOCATE OBJECTS: Target Object: <|cyan|><|star|> found at <|7-13|> with height 18 Target Placement Location: <|olive|><|cube|> at <|9-19|> with height 19 PLAN ACTIONS: Step 1: Move above <|cyan|><|star|> at <|7-13|> with height 30 Step 2: Lower to <|cyan|><|star|> at <|7-13|> with height 18 Step 3: Close gripper on <|cyan|><|star|> at <|7-13|> with height 18 Step 4: Lift <|cyan|><|star|> at <|7-13|> to height 30 Step 5: Move to <|olive|><|cube|> location at <|9-19|> with height 30 Step 6: Stack on top of <|olive|><|cube|> location at <|9-19|> with height 19 + 4 and open gripper
[{"green-cube": [55, 45, 17]}, {"white-cylinder": [49, 65, 17]}, {"cyan-star": [53, 29, 18]}, {"olive-cube": [79, 36, 19]}, {"lime-star": [81, 71, 17]}, {"silver-triangular prism": [42, 38, 17]}, {"magenta-triangular prism": [40, 72, 17]}]
Stack the cyan star on top of the olive cube
[ [ 53, 29, 30, 0, 60, 90, 1 ], [ 53, 29, 18, 0, 60, 90, 1 ], [ 53, 29, 18, 0, 60, 90, 0 ], [ 53, 29, 30, 0, 60, 90, 0 ], [ 79, 36, 30, 0, 60, 90, 0 ], [ 79, 36, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|cube|>\": 17, \"<|white|><|cylinder|>\": 17, \"<|cyan|><|star|>\": 18, \"<|olive|><|cube|>\": 19, \"<|lime|><|star|>\": 17, \"<|silver|><|triangular prism|>\": 17, \"<|magenta|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the cyan star on top of the olive cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|cyan|><|star|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|silver|><|triangular prism|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|olive|><|cube|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|green|><|cube|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|white|><|cylinder|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|lime|><|star|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|magenta|><|triangular prism|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|star|> found at <|7-13|> with height 18\nTarget Placement Location: <|olive|><|cube|> at <|9-19|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|star|> at <|7-13|> with height 30\nStep 2: Lower to <|cyan|><|star|> at <|7-13|> with height 18\nStep 3: Close gripper on <|cyan|><|star|> at <|7-13|> with height 18\nStep 4: Lift <|cyan|><|star|> at <|7-13|> to height 30\nStep 5: Move to <|olive|><|cube|> location at <|9-19|> with height 30\nStep 6: Stack on top of <|olive|><|cube|> location at <|9-19|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [53, 29, 30, 0, 60, 90, 1]\nStep 2: [53, 29, 18, 0, 60, 90, 1]\nStep 3: [53, 29, 18, 0, 60, 90, 0]\nStep 4: [53, 29, 30, 0, 60, 90, 0]\nStep 5: [79, 36, 30, 0, 60, 90, 0]\nStep 6: [79, 36, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|cube|>": ["<|14-21|>", 18]}]
[{"<|yellow|><|moon|>": ["<|8-18|>", 17]}]
LOCATE OBJECTS: Target Object: <|navy|><|cube|> found at <|14-21|> with height 18 Target Placement Location: <|yellow|><|moon|> at <|8-18|> with height 17 PLAN ACTIONS: Step 1: Move above <|navy|><|cube|> at <|14-21|> with height 30 Step 2: Lower to <|navy|><|cube|> at <|14-21|> with height 18 Step 3: Close gripper on <|navy|><|cube|> at <|14-21|> with height 18 Step 4: Lift <|navy|><|cube|> at <|14-21|> to height 30 Step 5: Move to <|yellow|><|moon|> location at <|8-18|> with height 30 Step 6: Stack on top of <|yellow|><|moon|> location at <|8-18|> with height 17 + 4 and open gripper
[{"yellow-triangular prism": [75, 54, 17]}, {"silver-star": [53, 88, 17]}, {"navy-cube": [87, 57, 18]}, {"azure-star": [37, 67, 18]}, {"violet-cylinder": [59, 64, 17]}, {"green-cube": [22, 50, 17]}, {"yellow-moon": [75, 33, 17]}]
Stack the navy cube on top of the yellow moon
[ [ 87, 57, 30, 0, 60, 90, 1 ], [ 87, 57, 18, 0, 60, 90, 1 ], [ 87, 57, 18, 0, 60, 90, 0 ], [ 87, 57, 30, 0, 60, 90, 0 ], [ 75, 33, 30, 0, 60, 90, 0 ], [ 75, 33, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|yellow|><|triangular prism|>\": 17, \"<|silver|><|star|>\": 17, \"<|navy|><|cube|>\": 18, \"<|azure|><|star|>\": 18, \"<|violet|><|cylinder|>\": 17, \"<|green|><|cube|>\": 17, \"<|yellow|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the navy cube on top of the yellow moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|yellow|><|moon|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|green|><|cube|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|yellow|><|triangular prism|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|navy|><|cube|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|azure|><|star|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|violet|><|cylinder|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|silver|><|star|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cube|> found at <|14-21|> with height 18\nTarget Placement Location: <|yellow|><|moon|> at <|8-18|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cube|> at <|14-21|> with height 30\nStep 2: Lower to <|navy|><|cube|> at <|14-21|> with height 18\nStep 3: Close gripper on <|navy|><|cube|> at <|14-21|> with height 18\nStep 4: Lift <|navy|><|cube|> at <|14-21|> to height 30\nStep 5: Move to <|yellow|><|moon|> location at <|8-18|> with height 30\nStep 6: Stack on top of <|yellow|><|moon|> location at <|8-18|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [87, 57, 30, 0, 60, 90, 1]\nStep 2: [87, 57, 18, 0, 60, 90, 1]\nStep 3: [87, 57, 18, 0, 60, 90, 0]\nStep 4: [87, 57, 30, 0, 60, 90, 0]\nStep 5: [75, 33, 30, 0, 60, 90, 0]\nStep 6: [75, 33, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|star|>": ["<|22-12|>", 18]}]
[{"<|green|><|star|>": ["<|3-17|>", 17]}]
LOCATE OBJECTS: Target Object: <|cyan|><|star|> found at <|22-12|> with height 18 Target Placement Location: <|green|><|star|> at <|3-17|> with height 17 PLAN ACTIONS: Step 1: Move above <|cyan|><|star|> at <|22-12|> with height 30 Step 2: Lower to <|cyan|><|star|> at <|22-12|> with height 18 Step 3: Close gripper on <|cyan|><|star|> at <|22-12|> with height 18 Step 4: Lift <|cyan|><|star|> at <|22-12|> to height 30 Step 5: Move to <|green|><|star|> location at <|3-17|> with height 30 Step 6: Stack on top of <|green|><|star|> location at <|3-17|> with height 17 + 4 and open gripper
[{"navy-star": [33, 87, 17]}, {"purple-moon": [75, 77, 18]}, {"cyan-star": [48, 88, 18]}, {"red-star": [31, 43, 17]}, {"navy-moon": [84, 56, 18]}, {"green-star": [71, 13, 17]}, {"white-cylinder": [34, 42, 17]}]
Stack the cyan star on top of the green star
[ [ 48, 88, 30, 0, 60, 90, 1 ], [ 48, 88, 18, 0, 60, 90, 1 ], [ 48, 88, 18, 0, 60, 90, 0 ], [ 48, 88, 30, 0, 60, 90, 0 ], [ 71, 13, 30, 0, 60, 90, 0 ], [ 71, 13, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|star|>\": 17, \"<|purple|><|moon|>\": 18, \"<|cyan|><|star|>\": 18, \"<|red|><|star|>\": 17, \"<|navy|><|moon|>\": 18, \"<|green|><|star|>\": 17, \"<|white|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the cyan star on top of the green star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|green|><|star|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|red|><|star|><|10-8|><|white|><|cylinder|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|navy|><|moon|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|purple|><|moon|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|navy|><|star|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|cyan|><|star|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|star|> found at <|22-12|> with height 18\nTarget Placement Location: <|green|><|star|> at <|3-17|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|star|> at <|22-12|> with height 30\nStep 2: Lower to <|cyan|><|star|> at <|22-12|> with height 18\nStep 3: Close gripper on <|cyan|><|star|> at <|22-12|> with height 18\nStep 4: Lift <|cyan|><|star|> at <|22-12|> to height 30\nStep 5: Move to <|green|><|star|> location at <|3-17|> with height 30\nStep 6: Stack on top of <|green|><|star|> location at <|3-17|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [48, 88, 30, 0, 60, 90, 1]\nStep 2: [48, 88, 18, 0, 60, 90, 1]\nStep 3: [48, 88, 18, 0, 60, 90, 0]\nStep 4: [48, 88, 30, 0, 60, 90, 0]\nStep 5: [71, 13, 30, 0, 60, 90, 0]\nStep 6: [71, 13, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|cylinder|>": ["<|18-15|>", 18]}]
[{"<|cyan|><|container|>": ["<|18-15|>", 18]}]
LOCATE OBJECTS: Target Object: <|purple|><|cylinder|> found at <|18-15|> with height 18 Target Placement Location: <|cyan|><|container|> at <|18-15|> with height 18 PLAN ACTIONS: Step 1: Move above <|purple|><|cylinder|> at <|18-15|> with height 30 Step 2: Lower to <|purple|><|cylinder|> at <|18-15|> with height 18 Step 3: Close gripper on <|purple|><|cylinder|> at <|18-15|> with height 18 Step 4: Lift <|purple|><|cylinder|> at <|18-15|> to height 30 Step 5: Move to <|cyan|><|container|> location at <|18-15|> with height 30 Step 6: Place inside <|cyan|><|container|> location at <|18-15|> with height 18 and open gripper
[{"silver-cylinder": [31, 79, 17]}, {"white-cube": [66, 67, 18]}, {"purple-cylinder": [63, 73, 18]}, {"cyan-container": [60, 75, 18]}, {"violet-cylinder": [83, 33, 17]}, {"red-cube": [24, 77, 17]}]
Pick up the purple cylinder and place it into the cyan container
[ [ 63, 73, 30, 0, 60, 90, 1 ], [ 63, 73, 18, 0, 60, 90, 1 ], [ 63, 73, 18, 0, 60, 90, 0 ], [ 63, 73, 30, 0, 60, 90, 0 ], [ 60, 75, 30, 0, 60, 90, 0 ], [ 60, 75, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|silver|><|cylinder|>\": 17, \"<|white|><|cube|>\": 18, \"<|purple|><|cylinder|>\": 18, \"<|cyan|><|container|>\": 18, \"<|violet|><|cylinder|>\": 17, \"<|red|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the purple cylinder and place it into the cyan container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|violet|><|cylinder|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|white|><|cube|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|cyan|><|container|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|red|><|cube|><|19-7|><|silver|><|cylinder|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|cylinder|> found at <|18-15|> with height 18\nTarget Placement Location: <|cyan|><|container|> at <|18-15|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|cylinder|> at <|18-15|> with height 30\nStep 2: Lower to <|purple|><|cylinder|> at <|18-15|> with height 18\nStep 3: Close gripper on <|purple|><|cylinder|> at <|18-15|> with height 18\nStep 4: Lift <|purple|><|cylinder|> at <|18-15|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|18-15|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|18-15|> with height 18 and open gripper\n\n</think>\n\nStep 1: [63, 73, 30, 0, 60, 90, 1]\nStep 2: [63, 73, 18, 0, 60, 90, 1]\nStep 3: [63, 73, 18, 0, 60, 90, 0]\nStep 4: [63, 73, 30, 0, 60, 90, 0]\nStep 5: [60, 75, 30, 0, 60, 90, 0]\nStep 6: [60, 75, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|moon|>": ["<|11-13|>", 17]}]
[{"<|magenta|><|star|>": ["<|11-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|teal|><|moon|> found at <|11-13|> with height 17 Target Placement Location: <|magenta|><|star|> at <|11-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|teal|><|moon|> at <|11-13|> with height 30 Step 2: Lower to <|teal|><|moon|> at <|11-13|> with height 17 Step 3: Close gripper on <|teal|><|moon|> at <|11-13|> with height 17 Step 4: Lift <|teal|><|moon|> at <|11-13|> to height 30 Step 5: Move to <|magenta|><|star|> location at <|11-21|> with height 30 Step 6: Stack on top of <|magenta|><|star|> location at <|11-21|> with height 19 + 4 and open gripper
[{"magenta-star": [87, 47, 19]}, {"black-triangular prism": [74, 77, 17]}, {"silver-cylinder": [29, 27, 18]}, {"green-star": [64, 23, 17]}, {"teal-moon": [53, 44, 17]}]
Stack the teal moon on top of the magenta star
[ [ 53, 44, 30, 0, 60, 90, 1 ], [ 53, 44, 17, 0, 60, 90, 1 ], [ 53, 44, 17, 0, 60, 90, 0 ], [ 53, 44, 30, 0, 60, 90, 0 ], [ 87, 47, 30, 0, 60, 90, 0 ], [ 87, 47, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|magenta|><|star|>\": 19, \"<|black|><|triangular prism|>\": 17, \"<|silver|><|cylinder|>\": 18, \"<|green|><|star|>\": 17, \"<|teal|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal moon on top of the magenta star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|green|><|star|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|silver|><|cylinder|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|teal|><|moon|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|magenta|><|star|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|black|><|triangular prism|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|moon|> found at <|11-13|> with height 17\nTarget Placement Location: <|magenta|><|star|> at <|11-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|moon|> at <|11-13|> with height 30\nStep 2: Lower to <|teal|><|moon|> at <|11-13|> with height 17\nStep 3: Close gripper on <|teal|><|moon|> at <|11-13|> with height 17\nStep 4: Lift <|teal|><|moon|> at <|11-13|> to height 30\nStep 5: Move to <|magenta|><|star|> location at <|11-21|> with height 30\nStep 6: Stack on top of <|magenta|><|star|> location at <|11-21|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [53, 44, 30, 0, 60, 90, 1]\nStep 2: [53, 44, 17, 0, 60, 90, 1]\nStep 3: [53, 44, 17, 0, 60, 90, 0]\nStep 4: [53, 44, 30, 0, 60, 90, 0]\nStep 5: [87, 47, 30, 0, 60, 90, 0]\nStep 6: [87, 47, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|cube|>": ["<|13-12|>", 18]}]
[{"<|yellow|><|container|>": ["<|11-7|>", 18]}]
LOCATE OBJECTS: Target Object: <|lime|><|cube|> found at <|13-12|> with height 18 Target Placement Location: <|yellow|><|container|> at <|11-7|> with height 18 PLAN ACTIONS: Step 1: Move above <|lime|><|cube|> at <|13-12|> with height 30 Step 2: Lower to <|lime|><|cube|> at <|13-12|> with height 18 Step 3: Close gripper on <|lime|><|cube|> at <|13-12|> with height 18 Step 4: Lift <|lime|><|cube|> at <|13-12|> to height 30 Step 5: Move to <|yellow|><|container|> location at <|11-7|> with height 30 Step 6: Place inside <|yellow|><|container|> location at <|11-7|> with height 18 and open gripper
[{"lime-cube": [48, 55, 18]}, {"red-cube": [32, 63, 17]}, {"yellow-triangular prism": [88, 70, 17]}, {"olive-cube": [43, 58, 18]}, {"yellow-container": [31, 45, 18]}]
Pick up the lime cube and place it into the yellow container
[ [ 48, 55, 30, 0, 60, 90, 1 ], [ 48, 55, 18, 0, 60, 90, 1 ], [ 48, 55, 18, 0, 60, 90, 0 ], [ 48, 55, 30, 0, 60, 90, 0 ], [ 31, 45, 30, 0, 60, 90, 0 ], [ 31, 45, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|lime|><|cube|>\": 18, \"<|red|><|cube|>\": 17, \"<|yellow|><|triangular prism|>\": 17, \"<|olive|><|cube|>\": 18, \"<|yellow|><|container|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the lime cube and place it into the yellow container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|yellow|><|container|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|lime|><|cube|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|olive|><|cube|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|red|><|cube|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|yellow|><|triangular prism|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|cube|> found at <|13-12|> with height 18\nTarget Placement Location: <|yellow|><|container|> at <|11-7|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|cube|> at <|13-12|> with height 30\nStep 2: Lower to <|lime|><|cube|> at <|13-12|> with height 18\nStep 3: Close gripper on <|lime|><|cube|> at <|13-12|> with height 18\nStep 4: Lift <|lime|><|cube|> at <|13-12|> to height 30\nStep 5: Move to <|yellow|><|container|> location at <|11-7|> with height 30\nStep 6: Place inside <|yellow|><|container|> location at <|11-7|> with height 18 and open gripper\n\n</think>\n\nStep 1: [48, 55, 30, 0, 60, 90, 1]\nStep 2: [48, 55, 18, 0, 60, 90, 1]\nStep 3: [48, 55, 18, 0, 60, 90, 0]\nStep 4: [48, 55, 30, 0, 60, 90, 0]\nStep 5: [31, 45, 30, 0, 60, 90, 0]\nStep 6: [31, 45, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|21-6|>", 17]}]
[{"<|rose|><|cylinder|>": ["<|3-9|>", 18]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|21-6|> with height 17 Target Placement Location: <|rose|><|cylinder|> at <|3-9|> with height 18 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|21-6|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|21-6|> with height 17 Step 3: Close gripper on <|yellow|><|cube|> at <|21-6|> with height 17 Step 4: Lift <|yellow|><|cube|> at <|21-6|> to height 30 Step 5: Move to <|rose|><|cylinder|> location at <|3-9|> with height 30 Step 6: Stack on top of <|rose|><|cylinder|> location at <|3-9|> with height 18 + 4 and open gripper
[{"rose-cylinder": [38, 12, 18]}, {"yellow-cube": [26, 86, 17]}, {"cyan-moon": [85, 21, 17]}, {"navy-moon": [50, 37, 18]}, {"purple-cube": [53, 83, 17]}, {"lime-star": [86, 61, 18]}]
Stack the yellow cube on top of the rose cylinder
[ [ 26, 86, 30, 0, 60, 90, 1 ], [ 26, 86, 17, 0, 60, 90, 1 ], [ 26, 86, 17, 0, 60, 90, 0 ], [ 26, 86, 30, 0, 60, 90, 0 ], [ 38, 12, 30, 0, 60, 90, 0 ], [ 38, 12, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|rose|><|cylinder|>\": 18, \"<|yellow|><|cube|>\": 17, \"<|cyan|><|moon|>\": 17, \"<|navy|><|moon|>\": 18, \"<|purple|><|cube|>\": 17, \"<|lime|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow cube on top of the rose cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|rose|><|cylinder|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|cyan|><|moon|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|navy|><|moon|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|lime|><|star|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|purple|><|cube|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|yellow|><|cube|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|21-6|> with height 17\nTarget Placement Location: <|rose|><|cylinder|> at <|3-9|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|21-6|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|21-6|> with height 17\nStep 3: Close gripper on <|yellow|><|cube|> at <|21-6|> with height 17\nStep 4: Lift <|yellow|><|cube|> at <|21-6|> to height 30\nStep 5: Move to <|rose|><|cylinder|> location at <|3-9|> with height 30\nStep 6: Stack on top of <|rose|><|cylinder|> location at <|3-9|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [26, 86, 30, 0, 60, 90, 1]\nStep 2: [26, 86, 17, 0, 60, 90, 1]\nStep 3: [26, 86, 17, 0, 60, 90, 0]\nStep 4: [26, 86, 30, 0, 60, 90, 0]\nStep 5: [38, 12, 30, 0, 60, 90, 0]\nStep 6: [38, 12, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|triangular prism|>": ["<|14-19|>", 17]}]
[{"<|magenta|><|container|>": ["<|17-15|>", 19]}]
LOCATE OBJECTS: Target Object: <|olive|><|triangular prism|> found at <|14-19|> with height 17 Target Placement Location: <|magenta|><|container|> at <|17-15|> with height 19 PLAN ACTIONS: Step 1: Move above <|olive|><|triangular prism|> at <|14-19|> with height 30 Step 2: Lower to <|olive|><|triangular prism|> at <|14-19|> with height 17 Step 3: Close gripper on <|olive|><|triangular prism|> at <|14-19|> with height 17 Step 4: Lift <|olive|><|triangular prism|> at <|14-19|> to height 30 Step 5: Move to <|magenta|><|container|> location at <|17-15|> with height 30 Step 6: Place inside <|magenta|><|container|> location at <|17-15|> with height 19 and open gripper
[{"lime-moon": [37, 51, 18]}, {"olive-triangular prism": [79, 56, 17]}, {"violet-star": [51, 85, 18]}, {"azure-triangular prism": [73, 44, 18]}, {"blue-moon": [41, 90, 17]}, {"magenta-container": [60, 68, 19]}]
Pick up the olive triangular prism and place it into the magenta container
[ [ 79, 56, 30, 0, 60, 90, 1 ], [ 79, 56, 17, 0, 60, 90, 1 ], [ 79, 56, 17, 0, 60, 90, 0 ], [ 79, 56, 30, 0, 60, 90, 0 ], [ 60, 68, 30, 0, 60, 90, 0 ], [ 60, 68, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|lime|><|moon|>\": 18, \"<|olive|><|triangular prism|>\": 17, \"<|violet|><|star|>\": 18, \"<|azure|><|triangular prism|>\": 18, \"<|blue|><|moon|>\": 17, \"<|magenta|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive triangular prism and place it into the magenta container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|azure|><|triangular prism|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|lime|><|moon|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|olive|><|triangular prism|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|magenta|><|container|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|violet|><|star|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|blue|><|moon|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|triangular prism|> found at <|14-19|> with height 17\nTarget Placement Location: <|magenta|><|container|> at <|17-15|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|triangular prism|> at <|14-19|> with height 30\nStep 2: Lower to <|olive|><|triangular prism|> at <|14-19|> with height 17\nStep 3: Close gripper on <|olive|><|triangular prism|> at <|14-19|> with height 17\nStep 4: Lift <|olive|><|triangular prism|> at <|14-19|> to height 30\nStep 5: Move to <|magenta|><|container|> location at <|17-15|> with height 30\nStep 6: Place inside <|magenta|><|container|> location at <|17-15|> with height 19 and open gripper\n\n</think>\n\nStep 1: [79, 56, 30, 0, 60, 90, 1]\nStep 2: [79, 56, 17, 0, 60, 90, 1]\nStep 3: [79, 56, 17, 0, 60, 90, 0]\nStep 4: [79, 56, 30, 0, 60, 90, 0]\nStep 5: [60, 68, 30, 0, 60, 90, 0]\nStep 6: [60, 68, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|star|>": ["<|15-14|>", 18]}]
[{"<|maroon|><|container|>": ["<|6-7|>", 18]}]
LOCATE OBJECTS: Target Object: <|navy|><|star|> found at <|15-14|> with height 18 Target Placement Location: <|maroon|><|container|> at <|6-7|> with height 18 PLAN ACTIONS: Step 1: Move above <|navy|><|star|> at <|15-14|> with height 30 Step 2: Lower to <|navy|><|star|> at <|15-14|> with height 18 Step 3: Close gripper on <|navy|><|star|> at <|15-14|> with height 18 Step 4: Lift <|navy|><|star|> at <|15-14|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|6-7|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|6-7|> with height 18 and open gripper
[{"maroon-container": [29, 25, 18]}, {"violet-cube": [86, 68, 18]}, {"lime-triangular prism": [33, 60, 18]}, {"navy-cube": [82, 57, 17]}, {"olive-triangular prism": [79, 58, 18]}, {"navy-star": [59, 61, 18]}, {"cyan-cylinder": [85, 46, 18]}]
Pick up the navy star and place it into the maroon container
[ [ 59, 61, 30, 0, 60, 90, 1 ], [ 59, 61, 18, 0, 60, 90, 1 ], [ 59, 61, 18, 0, 60, 90, 0 ], [ 59, 61, 30, 0, 60, 90, 0 ], [ 29, 25, 30, 0, 60, 90, 0 ], [ 29, 25, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|container|>\": 18, \"<|violet|><|cube|>\": 18, \"<|lime|><|triangular prism|>\": 18, \"<|navy|><|cube|>\": 17, \"<|olive|><|triangular prism|>\": 18, \"<|navy|><|star|>\": 18, \"<|cyan|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy star and place it into the maroon container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|maroon|><|container|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|cyan|><|cylinder|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|olive|><|triangular prism|><|14-20|><|navy|><|cube|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|lime|><|triangular prism|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|navy|><|star|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|violet|><|cube|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|star|> found at <|15-14|> with height 18\nTarget Placement Location: <|maroon|><|container|> at <|6-7|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|star|> at <|15-14|> with height 30\nStep 2: Lower to <|navy|><|star|> at <|15-14|> with height 18\nStep 3: Close gripper on <|navy|><|star|> at <|15-14|> with height 18\nStep 4: Lift <|navy|><|star|> at <|15-14|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|6-7|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|6-7|> with height 18 and open gripper\n\n</think>\n\nStep 1: [59, 61, 30, 0, 60, 90, 1]\nStep 2: [59, 61, 18, 0, 60, 90, 1]\nStep 3: [59, 61, 18, 0, 60, 90, 0]\nStep 4: [59, 61, 30, 0, 60, 90, 0]\nStep 5: [29, 25, 30, 0, 60, 90, 0]\nStep 6: [29, 25, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|triangular prism|>": ["<|18-7|>", 17]}]
[{"<|lime|><|container|>": ["<|21-10|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|triangular prism|> found at <|18-7|> with height 17 Target Placement Location: <|lime|><|container|> at <|21-10|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|triangular prism|> at <|18-7|> with height 30 Step 2: Lower to <|yellow|><|triangular prism|> at <|18-7|> with height 17 Step 3: Close gripper on <|yellow|><|triangular prism|> at <|18-7|> with height 17 Step 4: Lift <|yellow|><|triangular prism|> at <|18-7|> to height 30 Step 5: Move to <|lime|><|container|> location at <|21-10|> with height 30 Step 6: Place inside <|lime|><|container|> location at <|21-10|> with height 17 and open gripper
[{"lime-container": [41, 87, 17]}, {"yellow-triangular prism": [31, 73, 17]}, {"cyan-triangular prism": [32, 40, 17]}, {"magenta-cube": [38, 73, 18]}, {"cyan-star": [70, 46, 17]}]
Pick up the yellow triangular prism and place it into the lime container
[ [ 31, 73, 30, 0, 60, 90, 1 ], [ 31, 73, 17, 0, 60, 90, 1 ], [ 31, 73, 17, 0, 60, 90, 0 ], [ 31, 73, 30, 0, 60, 90, 0 ], [ 41, 87, 30, 0, 60, 90, 0 ], [ 41, 87, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|lime|><|container|>\": 17, \"<|yellow|><|triangular prism|>\": 17, \"<|cyan|><|triangular prism|>\": 17, \"<|magenta|><|cube|>\": 18, \"<|cyan|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow triangular prism and place it into the lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|cyan|><|triangular prism|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|cyan|><|star|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|yellow|><|triangular prism|><|18-8|><|empty|><|18-9|><|magenta|><|cube|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|lime|><|container|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|triangular prism|> found at <|18-7|> with height 17\nTarget Placement Location: <|lime|><|container|> at <|21-10|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|triangular prism|> at <|18-7|> with height 30\nStep 2: Lower to <|yellow|><|triangular prism|> at <|18-7|> with height 17\nStep 3: Close gripper on <|yellow|><|triangular prism|> at <|18-7|> with height 17\nStep 4: Lift <|yellow|><|triangular prism|> at <|18-7|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|21-10|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|21-10|> with height 17 and open gripper\n\n</think>\n\nStep 1: [31, 73, 30, 0, 60, 90, 1]\nStep 2: [31, 73, 17, 0, 60, 90, 1]\nStep 3: [31, 73, 17, 0, 60, 90, 0]\nStep 4: [31, 73, 30, 0, 60, 90, 0]\nStep 5: [41, 87, 30, 0, 60, 90, 0]\nStep 6: [41, 87, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|triangular prism|>": ["<|9-13|>", 17]}]
[{"<|white|><|container|>": ["<|4-11|>", 18]}]
LOCATE OBJECTS: Target Object: <|white|><|triangular prism|> found at <|9-13|> with height 17 Target Placement Location: <|white|><|container|> at <|4-11|> with height 18 PLAN ACTIONS: Step 1: Move above <|white|><|triangular prism|> at <|9-13|> with height 30 Step 2: Lower to <|white|><|triangular prism|> at <|9-13|> with height 17 Step 3: Close gripper on <|white|><|triangular prism|> at <|9-13|> with height 17 Step 4: Lift <|white|><|triangular prism|> at <|9-13|> to height 30 Step 5: Move to <|white|><|container|> location at <|4-11|> with height 30 Step 6: Place inside <|white|><|container|> location at <|4-11|> with height 18 and open gripper
[{"purple-cylinder": [33, 37, 17]}, {"rose-cylinder": [75, 33, 17]}, {"maroon-star": [51, 39, 17]}, {"white-triangular prism": [55, 37, 17]}, {"white-container": [44, 18, 18]}, {"olive-cube": [60, 67, 17]}]
Pick up the white triangular prism and place it into the white container
[ [ 55, 37, 30, 0, 60, 90, 1 ], [ 55, 37, 17, 0, 60, 90, 1 ], [ 55, 37, 17, 0, 60, 90, 0 ], [ 55, 37, 30, 0, 60, 90, 0 ], [ 44, 18, 30, 0, 60, 90, 0 ], [ 44, 18, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|purple|><|cylinder|>\": 17, \"<|rose|><|cylinder|>\": 17, \"<|maroon|><|star|>\": 17, \"<|white|><|triangular prism|>\": 17, \"<|white|><|container|>\": 18, \"<|olive|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the white triangular prism and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|white|><|container|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|rose|><|cylinder|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|purple|><|cylinder|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|maroon|><|star|><|9-13|><|white|><|triangular prism|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|olive|><|cube|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|triangular prism|> found at <|9-13|> with height 17\nTarget Placement Location: <|white|><|container|> at <|4-11|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|white|><|triangular prism|> at <|9-13|> with height 30\nStep 2: Lower to <|white|><|triangular prism|> at <|9-13|> with height 17\nStep 3: Close gripper on <|white|><|triangular prism|> at <|9-13|> with height 17\nStep 4: Lift <|white|><|triangular prism|> at <|9-13|> to height 30\nStep 5: Move to <|white|><|container|> location at <|4-11|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|4-11|> with height 18 and open gripper\n\n</think>\n\nStep 1: [55, 37, 30, 0, 60, 90, 1]\nStep 2: [55, 37, 17, 0, 60, 90, 1]\nStep 3: [55, 37, 17, 0, 60, 90, 0]\nStep 4: [55, 37, 30, 0, 60, 90, 0]\nStep 5: [44, 18, 30, 0, 60, 90, 0]\nStep 6: [44, 18, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|17-15|>", 18]}]
[{"<|teal|><|moon|>": ["<|5-3|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|17-15|> with height 18 Target Placement Location: <|teal|><|moon|> at <|5-3|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|17-15|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|17-15|> with height 18 Step 3: Close gripper on <|yellow|><|cube|> at <|17-15|> with height 18 Step 4: Lift <|yellow|><|cube|> at <|17-15|> to height 30 Step 5: Move to <|teal|><|moon|> location at <|5-3|> with height 30 Step 6: Stack on top of <|teal|><|moon|> location at <|5-3|> with height 17 + 4 and open gripper
[{"blue-star": [56, 23, 18]}, {"teal-moon": [13, 20, 17]}, {"magenta-star": [61, 47, 17]}, {"azure-moon": [81, 49, 17]}, {"yellow-cube": [61, 68, 18]}, {"green-star": [31, 50, 18]}, {"lime-triangular prism": [53, 28, 18]}]
Stack the yellow cube on top of the teal moon
[ [ 61, 68, 30, 0, 60, 90, 1 ], [ 61, 68, 18, 0, 60, 90, 1 ], [ 61, 68, 18, 0, 60, 90, 0 ], [ 61, 68, 30, 0, 60, 90, 0 ], [ 13, 20, 30, 0, 60, 90, 0 ], [ 13, 20, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|blue|><|star|>\": 18, \"<|teal|><|moon|>\": 17, \"<|magenta|><|star|>\": 17, \"<|azure|><|moon|>\": 17, \"<|yellow|><|cube|>\": 18, \"<|green|><|star|>\": 18, \"<|lime|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow cube on top of the teal moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|teal|><|moon|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|blue|><|star|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|lime|><|triangular prism|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|magenta|><|star|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|green|><|star|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|azure|><|moon|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|yellow|><|cube|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|17-15|> with height 18\nTarget Placement Location: <|teal|><|moon|> at <|5-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|17-15|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|17-15|> with height 18\nStep 3: Close gripper on <|yellow|><|cube|> at <|17-15|> with height 18\nStep 4: Lift <|yellow|><|cube|> at <|17-15|> to height 30\nStep 5: Move to <|teal|><|moon|> location at <|5-3|> with height 30\nStep 6: Stack on top of <|teal|><|moon|> location at <|5-3|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [61, 68, 30, 0, 60, 90, 1]\nStep 2: [61, 68, 18, 0, 60, 90, 1]\nStep 3: [61, 68, 18, 0, 60, 90, 0]\nStep 4: [61, 68, 30, 0, 60, 90, 0]\nStep 5: [13, 20, 30, 0, 60, 90, 0]\nStep 6: [13, 20, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|cylinder|>": ["<|10-9|>", 17]}]
[{"<|silver|><|container|>": ["<|9-19|>", 17]}]
LOCATE OBJECTS: Target Object: <|magenta|><|cylinder|> found at <|10-9|> with height 17 Target Placement Location: <|silver|><|container|> at <|9-19|> with height 17 PLAN ACTIONS: Step 1: Move above <|magenta|><|cylinder|> at <|10-9|> with height 30 Step 2: Lower to <|magenta|><|cylinder|> at <|10-9|> with height 17 Step 3: Close gripper on <|magenta|><|cylinder|> at <|10-9|> with height 17 Step 4: Lift <|magenta|><|cylinder|> at <|10-9|> to height 30 Step 5: Move to <|silver|><|container|> location at <|9-19|> with height 30 Step 6: Place inside <|silver|><|container|> location at <|9-19|> with height 17 and open gripper
[{"silver-container": [76, 39, 17]}, {"magenta-cylinder": [36, 43, 17]}, {"green-star": [66, 72, 18]}, {"violet-triangular prism": [58, 55, 18]}, {"cyan-moon": [47, 26, 18]}, {"olive-star": [54, 68, 17]}]
Pick up the magenta cylinder and place it into the silver container
[ [ 36, 43, 30, 0, 60, 90, 1 ], [ 36, 43, 17, 0, 60, 90, 1 ], [ 36, 43, 17, 0, 60, 90, 0 ], [ 36, 43, 30, 0, 60, 90, 0 ], [ 76, 39, 30, 0, 60, 90, 0 ], [ 76, 39, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|silver|><|container|>\": 17, \"<|magenta|><|cylinder|>\": 17, \"<|green|><|star|>\": 18, \"<|violet|><|triangular prism|>\": 18, \"<|cyan|><|moon|>\": 18, \"<|olive|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the magenta cylinder and place it into the silver container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|cyan|><|moon|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|silver|><|container|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|magenta|><|cylinder|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|violet|><|triangular prism|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|olive|><|star|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|green|><|star|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|cylinder|> found at <|10-9|> with height 17\nTarget Placement Location: <|silver|><|container|> at <|9-19|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|cylinder|> at <|10-9|> with height 30\nStep 2: Lower to <|magenta|><|cylinder|> at <|10-9|> with height 17\nStep 3: Close gripper on <|magenta|><|cylinder|> at <|10-9|> with height 17\nStep 4: Lift <|magenta|><|cylinder|> at <|10-9|> to height 30\nStep 5: Move to <|silver|><|container|> location at <|9-19|> with height 30\nStep 6: Place inside <|silver|><|container|> location at <|9-19|> with height 17 and open gripper\n\n</think>\n\nStep 1: [36, 43, 30, 0, 60, 90, 1]\nStep 2: [36, 43, 17, 0, 60, 90, 1]\nStep 3: [36, 43, 17, 0, 60, 90, 0]\nStep 4: [36, 43, 30, 0, 60, 90, 0]\nStep 5: [76, 39, 30, 0, 60, 90, 0]\nStep 6: [76, 39, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|cube|>": ["<|5-16|>", 17]}]
[{"<|black|><|cylinder|>": ["<|20-17|>", 19]}]
LOCATE OBJECTS: Target Object: <|maroon|><|cube|> found at <|5-16|> with height 17 Target Placement Location: <|black|><|cylinder|> at <|20-17|> with height 19 PLAN ACTIONS: Step 1: Move above <|maroon|><|cube|> at <|5-16|> with height 30 Step 2: Lower to <|maroon|><|cube|> at <|5-16|> with height 17 Step 3: Close gripper on <|maroon|><|cube|> at <|5-16|> with height 17 Step 4: Lift <|maroon|><|cube|> at <|5-16|> to height 30 Step 5: Move to <|black|><|cylinder|> location at <|20-17|> with height 30 Step 6: Stack on top of <|black|><|cylinder|> location at <|20-17|> with height 19 + 4 and open gripper
[{"black-cylinder": [71, 83, 19]}, {"violet-star": [90, 29, 18]}, {"maroon-cube": [67, 23, 17]}, {"white-cube": [42, 21, 18]}, {"navy-cube": [25, 68, 17]}, {"rose-moon": [51, 28, 17]}]
Stack the maroon cube on top of the black cylinder
[ [ 67, 23, 30, 0, 60, 90, 1 ], [ 67, 23, 17, 0, 60, 90, 1 ], [ 67, 23, 17, 0, 60, 90, 0 ], [ 67, 23, 30, 0, 60, 90, 0 ], [ 71, 83, 30, 0, 60, 90, 0 ], [ 71, 83, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|black|><|cylinder|>\": 19, \"<|violet|><|star|>\": 18, \"<|maroon|><|cube|>\": 17, \"<|white|><|cube|>\": 18, \"<|navy|><|cube|>\": 17, \"<|rose|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon cube on top of the black cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|white|><|cube|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|maroon|><|cube|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|rose|><|moon|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|violet|><|star|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|navy|><|cube|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|black|><|cylinder|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|cube|> found at <|5-16|> with height 17\nTarget Placement Location: <|black|><|cylinder|> at <|20-17|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|cube|> at <|5-16|> with height 30\nStep 2: Lower to <|maroon|><|cube|> at <|5-16|> with height 17\nStep 3: Close gripper on <|maroon|><|cube|> at <|5-16|> with height 17\nStep 4: Lift <|maroon|><|cube|> at <|5-16|> to height 30\nStep 5: Move to <|black|><|cylinder|> location at <|20-17|> with height 30\nStep 6: Stack on top of <|black|><|cylinder|> location at <|20-17|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [67, 23, 30, 0, 60, 90, 1]\nStep 2: [67, 23, 17, 0, 60, 90, 1]\nStep 3: [67, 23, 17, 0, 60, 90, 0]\nStep 4: [67, 23, 30, 0, 60, 90, 0]\nStep 5: [71, 83, 30, 0, 60, 90, 0]\nStep 6: [71, 83, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|moon|>": ["<|12-17|>", 17]}]
[{"<|teal|><|moon|>": ["<|22-9|>", 17]}]
LOCATE OBJECTS: Target Object: <|green|><|moon|> found at <|12-17|> with height 17 Target Placement Location: <|teal|><|moon|> at <|22-9|> with height 17 PLAN ACTIONS: Step 1: Move above <|green|><|moon|> at <|12-17|> with height 30 Step 2: Lower to <|green|><|moon|> at <|12-17|> with height 17 Step 3: Close gripper on <|green|><|moon|> at <|12-17|> with height 17 Step 4: Lift <|green|><|moon|> at <|12-17|> to height 30 Step 5: Move to <|teal|><|moon|> location at <|22-9|> with height 30 Step 6: Stack on top of <|teal|><|moon|> location at <|22-9|> with height 17 + 4 and open gripper
[{"magenta-cylinder": [35, 68, 18]}, {"teal-moon": [36, 89, 17]}, {"red-triangular prism": [70, 85, 18]}, {"green-moon": [69, 49, 17]}, {"teal-triangular prism": [89, 54, 18]}, {"black-moon": [84, 88, 17]}, {"maroon-star": [88, 27, 18]}]
Stack the green moon on top of the teal moon
[ [ 69, 49, 30, 0, 60, 90, 1 ], [ 69, 49, 17, 0, 60, 90, 1 ], [ 69, 49, 17, 0, 60, 90, 0 ], [ 69, 49, 30, 0, 60, 90, 0 ], [ 36, 89, 30, 0, 60, 90, 0 ], [ 36, 89, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|magenta|><|cylinder|>\": 18, \"<|teal|><|moon|>\": 17, \"<|red|><|triangular prism|>\": 18, \"<|green|><|moon|>\": 17, \"<|teal|><|triangular prism|>\": 18, \"<|black|><|moon|>\": 17, \"<|maroon|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the green moon on top of the teal moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|maroon|><|star|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|green|><|moon|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|teal|><|triangular prism|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|magenta|><|cylinder|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|red|><|triangular prism|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|teal|><|moon|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|black|><|moon|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|moon|> found at <|12-17|> with height 17\nTarget Placement Location: <|teal|><|moon|> at <|22-9|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|green|><|moon|> at <|12-17|> with height 30\nStep 2: Lower to <|green|><|moon|> at <|12-17|> with height 17\nStep 3: Close gripper on <|green|><|moon|> at <|12-17|> with height 17\nStep 4: Lift <|green|><|moon|> at <|12-17|> to height 30\nStep 5: Move to <|teal|><|moon|> location at <|22-9|> with height 30\nStep 6: Stack on top of <|teal|><|moon|> location at <|22-9|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [69, 49, 30, 0, 60, 90, 1]\nStep 2: [69, 49, 17, 0, 60, 90, 1]\nStep 3: [69, 49, 17, 0, 60, 90, 0]\nStep 4: [69, 49, 30, 0, 60, 90, 0]\nStep 5: [36, 89, 30, 0, 60, 90, 0]\nStep 6: [36, 89, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|cube|>": ["<|12-14|>", 18]}]
[{"<|magenta|><|triangular prism|>": ["<|11-4|>", 17]}]
LOCATE OBJECTS: Target Object: <|violet|><|cube|> found at <|12-14|> with height 18 Target Placement Location: <|magenta|><|triangular prism|> at <|11-4|> with height 17 PLAN ACTIONS: Step 1: Move above <|violet|><|cube|> at <|12-14|> with height 30 Step 2: Lower to <|violet|><|cube|> at <|12-14|> with height 18 Step 3: Close gripper on <|violet|><|cube|> at <|12-14|> with height 18 Step 4: Lift <|violet|><|cube|> at <|12-14|> to height 30 Step 5: Move to <|magenta|><|triangular prism|> location at <|11-4|> with height 30 Step 6: Stack on top of <|magenta|><|triangular prism|> location at <|11-4|> with height 17 + 4 and open gripper
[{"magenta-triangular prism": [17, 44, 17]}, {"yellow-cylinder": [89, 83, 17]}, {"violet-cube": [56, 49, 18]}, {"rose-star": [70, 43, 17]}, {"green-moon": [25, 72, 17]}]
Stack the violet cube on top of the magenta triangular prism
[ [ 56, 49, 30, 0, 60, 90, 1 ], [ 56, 49, 18, 0, 60, 90, 1 ], [ 56, 49, 18, 0, 60, 90, 0 ], [ 56, 49, 30, 0, 60, 90, 0 ], [ 17, 44, 30, 0, 60, 90, 0 ], [ 17, 44, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|magenta|><|triangular prism|>\": 17, \"<|yellow|><|cylinder|>\": 17, \"<|violet|><|cube|>\": 18, \"<|rose|><|star|>\": 17, \"<|green|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the violet cube on top of the magenta triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|rose|><|star|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|magenta|><|triangular prism|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|violet|><|cube|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|green|><|moon|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|yellow|><|cylinder|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cube|> found at <|12-14|> with height 18\nTarget Placement Location: <|magenta|><|triangular prism|> at <|11-4|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cube|> at <|12-14|> with height 30\nStep 2: Lower to <|violet|><|cube|> at <|12-14|> with height 18\nStep 3: Close gripper on <|violet|><|cube|> at <|12-14|> with height 18\nStep 4: Lift <|violet|><|cube|> at <|12-14|> to height 30\nStep 5: Move to <|magenta|><|triangular prism|> location at <|11-4|> with height 30\nStep 6: Stack on top of <|magenta|><|triangular prism|> location at <|11-4|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [56, 49, 30, 0, 60, 90, 1]\nStep 2: [56, 49, 18, 0, 60, 90, 1]\nStep 3: [56, 49, 18, 0, 60, 90, 0]\nStep 4: [56, 49, 30, 0, 60, 90, 0]\nStep 5: [17, 44, 30, 0, 60, 90, 0]\nStep 6: [17, 44, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|cylinder|>": ["<|22-6|>", 17]}]
[{"<|violet|><|container|>": ["<|14-18|>", 19]}]
LOCATE OBJECTS: Target Object: <|olive|><|cylinder|> found at <|22-6|> with height 17 Target Placement Location: <|violet|><|container|> at <|14-18|> with height 19 PLAN ACTIONS: Step 1: Move above <|olive|><|cylinder|> at <|22-6|> with height 30 Step 2: Lower to <|olive|><|cylinder|> at <|22-6|> with height 17 Step 3: Close gripper on <|olive|><|cylinder|> at <|22-6|> with height 17 Step 4: Lift <|olive|><|cylinder|> at <|22-6|> to height 30 Step 5: Move to <|violet|><|container|> location at <|14-18|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|14-18|> with height 19 and open gripper
[{"maroon-star": [30, 34, 17]}, {"magenta-cylinder": [29, 48, 18]}, {"violet-container": [74, 56, 19]}, {"maroon-cylinder": [22, 22, 18]}, {"lime-moon": [30, 88, 17]}, {"olive-cylinder": [25, 90, 17]}, {"blue-moon": [24, 76, 18]}]
Pick up the olive cylinder and place it into the violet container
[ [ 25, 90, 30, 0, 60, 90, 1 ], [ 25, 90, 17, 0, 60, 90, 1 ], [ 25, 90, 17, 0, 60, 90, 0 ], [ 25, 90, 30, 0, 60, 90, 0 ], [ 74, 56, 30, 0, 60, 90, 0 ], [ 74, 56, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|star|>\": 17, \"<|magenta|><|cylinder|>\": 18, \"<|violet|><|container|>\": 19, \"<|maroon|><|cylinder|>\": 18, \"<|lime|><|moon|>\": 17, \"<|olive|><|cylinder|>\": 17, \"<|blue|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive cylinder and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|maroon|><|cylinder|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|maroon|><|star|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|magenta|><|cylinder|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|violet|><|container|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|blue|><|moon|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|olive|><|cylinder|><|22-7|><|lime|><|moon|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|cylinder|> found at <|22-6|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|14-18|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cylinder|> at <|22-6|> with height 30\nStep 2: Lower to <|olive|><|cylinder|> at <|22-6|> with height 17\nStep 3: Close gripper on <|olive|><|cylinder|> at <|22-6|> with height 17\nStep 4: Lift <|olive|><|cylinder|> at <|22-6|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|14-18|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|14-18|> with height 19 and open gripper\n\n</think>\n\nStep 1: [25, 90, 30, 0, 60, 90, 1]\nStep 2: [25, 90, 17, 0, 60, 90, 1]\nStep 3: [25, 90, 17, 0, 60, 90, 0]\nStep 4: [25, 90, 30, 0, 60, 90, 0]\nStep 5: [74, 56, 30, 0, 60, 90, 0]\nStep 6: [74, 56, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|star|>": ["<|5-20|>", 18]}]
[{"<|white|><|moon|>": ["<|7-17|>", 18]}]
LOCATE OBJECTS: Target Object: <|black|><|star|> found at <|5-20|> with height 18 Target Placement Location: <|white|><|moon|> at <|7-17|> with height 18 PLAN ACTIONS: Step 1: Move above <|black|><|star|> at <|5-20|> with height 30 Step 2: Lower to <|black|><|star|> at <|5-20|> with height 18 Step 3: Close gripper on <|black|><|star|> at <|5-20|> with height 18 Step 4: Lift <|black|><|star|> at <|5-20|> to height 30 Step 5: Move to <|white|><|moon|> location at <|7-17|> with height 30 Step 6: Stack on top of <|white|><|moon|> location at <|7-17|> with height 18 + 4 and open gripper
[{"red-triangular prism": [58, 63, 18]}, {"maroon-cylinder": [34, 84, 17]}, {"violet-star": [39, 55, 18]}, {"white-moon": [68, 31, 18]}, {"olive-cylinder": [86, 60, 18]}, {"black-star": [80, 23, 18]}]
Stack the black star on top of the white moon
[ [ 80, 23, 30, 0, 60, 90, 1 ], [ 80, 23, 18, 0, 60, 90, 1 ], [ 80, 23, 18, 0, 60, 90, 0 ], [ 80, 23, 30, 0, 60, 90, 0 ], [ 68, 31, 30, 0, 60, 90, 0 ], [ 68, 31, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|triangular prism|>\": 18, \"<|maroon|><|cylinder|>\": 17, \"<|violet|><|star|>\": 18, \"<|white|><|moon|>\": 18, \"<|olive|><|cylinder|>\": 18, \"<|black|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black star on top of the white moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|black|><|star|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|white|><|moon|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|violet|><|star|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|red|><|triangular prism|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|olive|><|cylinder|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|maroon|><|cylinder|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|star|> found at <|5-20|> with height 18\nTarget Placement Location: <|white|><|moon|> at <|7-17|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|black|><|star|> at <|5-20|> with height 30\nStep 2: Lower to <|black|><|star|> at <|5-20|> with height 18\nStep 3: Close gripper on <|black|><|star|> at <|5-20|> with height 18\nStep 4: Lift <|black|><|star|> at <|5-20|> to height 30\nStep 5: Move to <|white|><|moon|> location at <|7-17|> with height 30\nStep 6: Stack on top of <|white|><|moon|> location at <|7-17|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [80, 23, 30, 0, 60, 90, 1]\nStep 2: [80, 23, 18, 0, 60, 90, 1]\nStep 3: [80, 23, 18, 0, 60, 90, 0]\nStep 4: [80, 23, 30, 0, 60, 90, 0]\nStep 5: [68, 31, 30, 0, 60, 90, 0]\nStep 6: [68, 31, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|star|>": ["<|15-10|>", 17]}]
[{"<|magenta|><|moon|>": ["<|7-6|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|star|> found at <|15-10|> with height 17 Target Placement Location: <|magenta|><|moon|> at <|7-6|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|star|> at <|15-10|> with height 30 Step 2: Lower to <|yellow|><|star|> at <|15-10|> with height 17 Step 3: Close gripper on <|yellow|><|star|> at <|15-10|> with height 17 Step 4: Lift <|yellow|><|star|> at <|15-10|> to height 30 Step 5: Move to <|magenta|><|moon|> location at <|7-6|> with height 30 Step 6: Stack on top of <|magenta|><|moon|> location at <|7-6|> with height 17 + 4 and open gripper
[{"magenta-moon": [26, 28, 17]}, {"azure-star": [37, 77, 17]}, {"lime-triangular prism": [78, 21, 18]}, {"yellow-star": [42, 61, 17]}, {"maroon-triangular prism": [60, 83, 17]}, {"olive-triangular prism": [22, 67, 18]}, {"teal-cylinder": [81, 21, 18]}]
Stack the yellow star on top of the magenta moon
[ [ 42, 61, 30, 0, 60, 90, 1 ], [ 42, 61, 17, 0, 60, 90, 1 ], [ 42, 61, 17, 0, 60, 90, 0 ], [ 42, 61, 30, 0, 60, 90, 0 ], [ 26, 28, 30, 0, 60, 90, 0 ], [ 26, 28, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|magenta|><|moon|>\": 17, \"<|azure|><|star|>\": 17, \"<|lime|><|triangular prism|>\": 18, \"<|yellow|><|star|>\": 17, \"<|maroon|><|triangular prism|>\": 17, \"<|olive|><|triangular prism|>\": 18, \"<|teal|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow star on top of the magenta moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|lime|><|triangular prism|><|5-20|><|teal|><|cylinder|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|magenta|><|moon|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|yellow|><|star|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|olive|><|triangular prism|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|azure|><|star|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|maroon|><|triangular prism|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|star|> found at <|15-10|> with height 17\nTarget Placement Location: <|magenta|><|moon|> at <|7-6|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|star|> at <|15-10|> with height 30\nStep 2: Lower to <|yellow|><|star|> at <|15-10|> with height 17\nStep 3: Close gripper on <|yellow|><|star|> at <|15-10|> with height 17\nStep 4: Lift <|yellow|><|star|> at <|15-10|> to height 30\nStep 5: Move to <|magenta|><|moon|> location at <|7-6|> with height 30\nStep 6: Stack on top of <|magenta|><|moon|> location at <|7-6|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [42, 61, 30, 0, 60, 90, 1]\nStep 2: [42, 61, 17, 0, 60, 90, 1]\nStep 3: [42, 61, 17, 0, 60, 90, 0]\nStep 4: [42, 61, 30, 0, 60, 90, 0]\nStep 5: [26, 28, 30, 0, 60, 90, 0]\nStep 6: [26, 28, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|star|>": ["<|21-15|>", 17]}]
[{"<|red|><|container|>": ["<|12-8|>", 17]}]
LOCATE OBJECTS: Target Object: <|olive|><|star|> found at <|21-15|> with height 17 Target Placement Location: <|red|><|container|> at <|12-8|> with height 17 PLAN ACTIONS: Step 1: Move above <|olive|><|star|> at <|21-15|> with height 30 Step 2: Lower to <|olive|><|star|> at <|21-15|> with height 17 Step 3: Close gripper on <|olive|><|star|> at <|21-15|> with height 17 Step 4: Lift <|olive|><|star|> at <|21-15|> to height 30 Step 5: Move to <|red|><|container|> location at <|12-8|> with height 30 Step 6: Place inside <|red|><|container|> location at <|12-8|> with height 17 and open gripper
[{"red-container": [34, 48, 17]}, {"black-moon": [81, 48, 18]}, {"olive-star": [62, 85, 17]}, {"olive-moon": [86, 53, 18]}, {"yellow-star": [50, 33, 17]}]
Pick up the olive star and place it into the red container
[ [ 62, 85, 30, 0, 60, 90, 1 ], [ 62, 85, 17, 0, 60, 90, 1 ], [ 62, 85, 17, 0, 60, 90, 0 ], [ 62, 85, 30, 0, 60, 90, 0 ], [ 34, 48, 30, 0, 60, 90, 0 ], [ 34, 48, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|container|>\": 17, \"<|black|><|moon|>\": 18, \"<|olive|><|star|>\": 17, \"<|olive|><|moon|>\": 18, \"<|yellow|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive star and place it into the red container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|yellow|><|star|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|red|><|container|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|black|><|moon|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|olive|><|moon|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|olive|><|star|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|star|> found at <|21-15|> with height 17\nTarget Placement Location: <|red|><|container|> at <|12-8|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|21-15|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|21-15|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|21-15|> with height 17\nStep 4: Lift <|olive|><|star|> at <|21-15|> to height 30\nStep 5: Move to <|red|><|container|> location at <|12-8|> with height 30\nStep 6: Place inside <|red|><|container|> location at <|12-8|> with height 17 and open gripper\n\n</think>\n\nStep 1: [62, 85, 30, 0, 60, 90, 1]\nStep 2: [62, 85, 17, 0, 60, 90, 1]\nStep 3: [62, 85, 17, 0, 60, 90, 0]\nStep 4: [62, 85, 30, 0, 60, 90, 0]\nStep 5: [34, 48, 30, 0, 60, 90, 0]\nStep 6: [34, 48, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|moon|>": ["<|6-10|>", 18]}]
[{"<|black|><|star|>": ["<|10-12|>", 17]}]
LOCATE OBJECTS: Target Object: <|cyan|><|moon|> found at <|6-10|> with height 18 Target Placement Location: <|black|><|star|> at <|10-12|> with height 17 PLAN ACTIONS: Step 1: Move above <|cyan|><|moon|> at <|6-10|> with height 30 Step 2: Lower to <|cyan|><|moon|> at <|6-10|> with height 18 Step 3: Close gripper on <|cyan|><|moon|> at <|6-10|> with height 18 Step 4: Lift <|cyan|><|moon|> at <|6-10|> to height 30 Step 5: Move to <|black|><|star|> location at <|10-12|> with height 30 Step 6: Stack on top of <|black|><|star|> location at <|10-12|> with height 17 + 4 and open gripper
[{"gray-star": [71, 83, 17]}, {"violet-cube": [79, 56, 18]}, {"blue-cube": [36, 61, 18]}, {"lime-moon": [25, 24, 18]}, {"azure-triangular prism": [75, 42, 18]}, {"black-star": [49, 43, 17]}, {"cyan-moon": [40, 26, 18]}]
Stack the cyan moon on top of the black star
[ [ 40, 26, 30, 0, 60, 90, 1 ], [ 40, 26, 18, 0, 60, 90, 1 ], [ 40, 26, 18, 0, 60, 90, 0 ], [ 40, 26, 30, 0, 60, 90, 0 ], [ 49, 43, 30, 0, 60, 90, 0 ], [ 49, 43, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|gray|><|star|>\": 17, \"<|violet|><|cube|>\": 18, \"<|blue|><|cube|>\": 18, \"<|lime|><|moon|>\": 18, \"<|azure|><|triangular prism|>\": 18, \"<|black|><|star|>\": 17, \"<|cyan|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the cyan moon on top of the black star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|lime|><|moon|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|cyan|><|moon|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|black|><|star|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|azure|><|triangular prism|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|violet|><|cube|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|blue|><|cube|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|gray|><|star|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|moon|> found at <|6-10|> with height 18\nTarget Placement Location: <|black|><|star|> at <|10-12|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|moon|> at <|6-10|> with height 30\nStep 2: Lower to <|cyan|><|moon|> at <|6-10|> with height 18\nStep 3: Close gripper on <|cyan|><|moon|> at <|6-10|> with height 18\nStep 4: Lift <|cyan|><|moon|> at <|6-10|> to height 30\nStep 5: Move to <|black|><|star|> location at <|10-12|> with height 30\nStep 6: Stack on top of <|black|><|star|> location at <|10-12|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [40, 26, 30, 0, 60, 90, 1]\nStep 2: [40, 26, 18, 0, 60, 90, 1]\nStep 3: [40, 26, 18, 0, 60, 90, 0]\nStep 4: [40, 26, 30, 0, 60, 90, 0]\nStep 5: [49, 43, 30, 0, 60, 90, 0]\nStep 6: [49, 43, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|silver|><|cube|>": ["<|21-17|>", 17]}]
[{"<|navy|><|cube|>": ["<|4-13|>", 17]}]
LOCATE OBJECTS: Target Object: <|silver|><|cube|> found at <|21-17|> with height 17 Target Placement Location: <|navy|><|cube|> at <|4-13|> with height 17 PLAN ACTIONS: Step 1: Move above <|silver|><|cube|> at <|21-17|> with height 30 Step 2: Lower to <|silver|><|cube|> at <|21-17|> with height 17 Step 3: Close gripper on <|silver|><|cube|> at <|21-17|> with height 17 Step 4: Lift <|silver|><|cube|> at <|21-17|> to height 30 Step 5: Move to <|navy|><|cube|> location at <|4-13|> with height 30 Step 6: Stack on top of <|navy|><|cube|> location at <|4-13|> with height 17 + 4 and open gripper
[{"navy-cube": [53, 19, 17]}, {"silver-cube": [69, 86, 17]}, {"teal-star": [33, 51, 17]}, {"olive-star": [24, 84, 18]}, {"violet-cube": [51, 74, 17]}]
Stack the silver cube on top of the navy cube
[ [ 69, 86, 30, 0, 60, 90, 1 ], [ 69, 86, 17, 0, 60, 90, 1 ], [ 69, 86, 17, 0, 60, 90, 0 ], [ 69, 86, 30, 0, 60, 90, 0 ], [ 53, 19, 30, 0, 60, 90, 0 ], [ 53, 19, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|cube|>\": 17, \"<|silver|><|cube|>\": 17, \"<|teal|><|star|>\": 17, \"<|olive|><|star|>\": 18, \"<|violet|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the silver cube on top of the navy cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|navy|><|cube|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|teal|><|star|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|violet|><|cube|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|olive|><|star|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|silver|><|cube|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|silver|><|cube|> found at <|21-17|> with height 17\nTarget Placement Location: <|navy|><|cube|> at <|4-13|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|silver|><|cube|> at <|21-17|> with height 30\nStep 2: Lower to <|silver|><|cube|> at <|21-17|> with height 17\nStep 3: Close gripper on <|silver|><|cube|> at <|21-17|> with height 17\nStep 4: Lift <|silver|><|cube|> at <|21-17|> to height 30\nStep 5: Move to <|navy|><|cube|> location at <|4-13|> with height 30\nStep 6: Stack on top of <|navy|><|cube|> location at <|4-13|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [69, 86, 30, 0, 60, 90, 1]\nStep 2: [69, 86, 17, 0, 60, 90, 1]\nStep 3: [69, 86, 17, 0, 60, 90, 0]\nStep 4: [69, 86, 30, 0, 60, 90, 0]\nStep 5: [53, 19, 30, 0, 60, 90, 0]\nStep 6: [53, 19, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|cylinder|>": ["<|12-7|>", 18]}]
[{"<|yellow|><|star|>": ["<|10-7|>", 17]}]
LOCATE OBJECTS: Target Object: <|magenta|><|cylinder|> found at <|12-7|> with height 18 Target Placement Location: <|yellow|><|star|> at <|10-7|> with height 17 PLAN ACTIONS: Step 1: Move above <|magenta|><|cylinder|> at <|12-7|> with height 30 Step 2: Lower to <|magenta|><|cylinder|> at <|12-7|> with height 18 Step 3: Close gripper on <|magenta|><|cylinder|> at <|12-7|> with height 18 Step 4: Lift <|magenta|><|cylinder|> at <|12-7|> to height 30 Step 5: Move to <|yellow|><|star|> location at <|10-7|> with height 30 Step 6: Stack on top of <|yellow|><|star|> location at <|10-7|> with height 17 + 4 and open gripper
[{"yellow-star": [30, 40, 17]}, {"yellow-moon": [55, 20, 17]}, {"azure-star": [50, 68, 17]}, {"magenta-cylinder": [28, 48, 18]}, {"teal-star": [55, 69, 17]}]
Stack the magenta cylinder on top of the yellow star
[ [ 28, 48, 30, 0, 60, 90, 1 ], [ 28, 48, 18, 0, 60, 90, 1 ], [ 28, 48, 18, 0, 60, 90, 0 ], [ 28, 48, 30, 0, 60, 90, 0 ], [ 30, 40, 30, 0, 60, 90, 0 ], [ 30, 40, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|yellow|><|star|>\": 17, \"<|yellow|><|moon|>\": 17, \"<|azure|><|star|>\": 17, \"<|magenta|><|cylinder|>\": 18, \"<|teal|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the magenta cylinder on top of the yellow star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|yellow|><|moon|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|yellow|><|star|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|magenta|><|cylinder|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|azure|><|star|><|17-13|><|teal|><|star|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|cylinder|> found at <|12-7|> with height 18\nTarget Placement Location: <|yellow|><|star|> at <|10-7|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|cylinder|> at <|12-7|> with height 30\nStep 2: Lower to <|magenta|><|cylinder|> at <|12-7|> with height 18\nStep 3: Close gripper on <|magenta|><|cylinder|> at <|12-7|> with height 18\nStep 4: Lift <|magenta|><|cylinder|> at <|12-7|> to height 30\nStep 5: Move to <|yellow|><|star|> location at <|10-7|> with height 30\nStep 6: Stack on top of <|yellow|><|star|> location at <|10-7|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [28, 48, 30, 0, 60, 90, 1]\nStep 2: [28, 48, 18, 0, 60, 90, 1]\nStep 3: [28, 48, 18, 0, 60, 90, 0]\nStep 4: [28, 48, 30, 0, 60, 90, 0]\nStep 5: [30, 40, 30, 0, 60, 90, 0]\nStep 6: [30, 40, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|triangular prism|>": ["<|11-16|>", 17]}]
[{"<|olive|><|container|>": ["<|6-11|>", 17]}]
LOCATE OBJECTS: Target Object: <|maroon|><|triangular prism|> found at <|11-16|> with height 17 Target Placement Location: <|olive|><|container|> at <|6-11|> with height 17 PLAN ACTIONS: Step 1: Move above <|maroon|><|triangular prism|> at <|11-16|> with height 30 Step 2: Lower to <|maroon|><|triangular prism|> at <|11-16|> with height 17 Step 3: Close gripper on <|maroon|><|triangular prism|> at <|11-16|> with height 17 Step 4: Lift <|maroon|><|triangular prism|> at <|11-16|> to height 30 Step 5: Move to <|olive|><|container|> location at <|6-11|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|6-11|> with height 17 and open gripper
[{"maroon-moon": [35, 60, 17]}, {"azure-star": [69, 57, 17]}, {"black-cylinder": [74, 81, 17]}, {"olive-container": [47, 24, 17]}, {"maroon-triangular prism": [66, 47, 17]}, {"navy-star": [76, 72, 17]}]
Pick up the maroon triangular prism and place it into the olive container
[ [ 66, 47, 30, 0, 60, 90, 1 ], [ 66, 47, 17, 0, 60, 90, 1 ], [ 66, 47, 17, 0, 60, 90, 0 ], [ 66, 47, 30, 0, 60, 90, 0 ], [ 47, 24, 30, 0, 60, 90, 0 ], [ 47, 24, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|moon|>\": 17, \"<|azure|><|star|>\": 17, \"<|black|><|cylinder|>\": 17, \"<|olive|><|container|>\": 17, \"<|maroon|><|triangular prism|>\": 17, \"<|navy|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the maroon triangular prism and place it into the olive container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|olive|><|container|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|maroon|><|triangular prism|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|azure|><|star|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|maroon|><|moon|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|navy|><|star|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|black|><|cylinder|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|triangular prism|> found at <|11-16|> with height 17\nTarget Placement Location: <|olive|><|container|> at <|6-11|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|triangular prism|> at <|11-16|> with height 30\nStep 2: Lower to <|maroon|><|triangular prism|> at <|11-16|> with height 17\nStep 3: Close gripper on <|maroon|><|triangular prism|> at <|11-16|> with height 17\nStep 4: Lift <|maroon|><|triangular prism|> at <|11-16|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|6-11|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|6-11|> with height 17 and open gripper\n\n</think>\n\nStep 1: [66, 47, 30, 0, 60, 90, 1]\nStep 2: [66, 47, 17, 0, 60, 90, 1]\nStep 3: [66, 47, 17, 0, 60, 90, 0]\nStep 4: [66, 47, 30, 0, 60, 90, 0]\nStep 5: [47, 24, 30, 0, 60, 90, 0]\nStep 6: [47, 24, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|cylinder|>": ["<|9-7|>", 18]}]
[{"<|magenta|><|star|>": ["<|7-11|>", 19]}]
LOCATE OBJECTS: Target Object: <|black|><|cylinder|> found at <|9-7|> with height 18 Target Placement Location: <|magenta|><|star|> at <|7-11|> with height 19 PLAN ACTIONS: Step 1: Move above <|black|><|cylinder|> at <|9-7|> with height 30 Step 2: Lower to <|black|><|cylinder|> at <|9-7|> with height 18 Step 3: Close gripper on <|black|><|cylinder|> at <|9-7|> with height 18 Step 4: Lift <|black|><|cylinder|> at <|9-7|> to height 30 Step 5: Move to <|magenta|><|star|> location at <|7-11|> with height 30 Step 6: Stack on top of <|magenta|><|star|> location at <|7-11|> with height 19 + 4 and open gripper
[{"black-cylinder": [31, 36, 18]}, {"magenta-star": [46, 30, 19]}, {"yellow-triangular prism": [22, 90, 18]}, {"violet-cube": [28, 56, 17]}, {"gray-moon": [77, 74, 18]}]
Stack the black cylinder on top of the magenta star
[ [ 31, 36, 30, 0, 60, 90, 1 ], [ 31, 36, 18, 0, 60, 90, 1 ], [ 31, 36, 18, 0, 60, 90, 0 ], [ 31, 36, 30, 0, 60, 90, 0 ], [ 46, 30, 30, 0, 60, 90, 0 ], [ 46, 30, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|black|><|cylinder|>\": 18, \"<|magenta|><|star|>\": 19, \"<|yellow|><|triangular prism|>\": 18, \"<|violet|><|cube|>\": 17, \"<|gray|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black cylinder on top of the magenta star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|magenta|><|star|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|black|><|cylinder|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|violet|><|cube|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|gray|><|moon|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|yellow|><|triangular prism|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|cylinder|> found at <|9-7|> with height 18\nTarget Placement Location: <|magenta|><|star|> at <|7-11|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cylinder|> at <|9-7|> with height 30\nStep 2: Lower to <|black|><|cylinder|> at <|9-7|> with height 18\nStep 3: Close gripper on <|black|><|cylinder|> at <|9-7|> with height 18\nStep 4: Lift <|black|><|cylinder|> at <|9-7|> to height 30\nStep 5: Move to <|magenta|><|star|> location at <|7-11|> with height 30\nStep 6: Stack on top of <|magenta|><|star|> location at <|7-11|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [31, 36, 30, 0, 60, 90, 1]\nStep 2: [31, 36, 18, 0, 60, 90, 1]\nStep 3: [31, 36, 18, 0, 60, 90, 0]\nStep 4: [31, 36, 30, 0, 60, 90, 0]\nStep 5: [46, 30, 30, 0, 60, 90, 0]\nStep 6: [46, 30, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|cube|>": ["<|22-20|>", 18]}]
[{"<|lime|><|triangular prism|>": ["<|16-17|>", 17]}]
LOCATE OBJECTS: Target Object: <|green|><|cube|> found at <|22-20|> with height 18 Target Placement Location: <|lime|><|triangular prism|> at <|16-17|> with height 17 PLAN ACTIONS: Step 1: Move above <|green|><|cube|> at <|22-20|> with height 30 Step 2: Lower to <|green|><|cube|> at <|22-20|> with height 18 Step 3: Close gripper on <|green|><|cube|> at <|22-20|> with height 18 Step 4: Lift <|green|><|cube|> at <|22-20|> to height 30 Step 5: Move to <|lime|><|triangular prism|> location at <|16-17|> with height 30 Step 6: Stack on top of <|lime|><|triangular prism|> location at <|16-17|> with height 17 + 4 and open gripper
[{"red-cylinder": [34, 74, 18]}, {"magenta-cylinder": [64, 59, 17]}, {"maroon-triangular prism": [79, 82, 17]}, {"green-cube": [80, 90, 18]}, {"lime-triangular prism": [68, 64, 17]}, {"black-moon": [88, 25, 18]}, {"green-cylinder": [72, 30, 18]}]
Stack the green cube on top of the lime triangular prism
[ [ 80, 90, 30, 0, 60, 90, 1 ], [ 80, 90, 18, 0, 60, 90, 1 ], [ 80, 90, 18, 0, 60, 90, 0 ], [ 80, 90, 30, 0, 60, 90, 0 ], [ 68, 64, 30, 0, 60, 90, 0 ], [ 68, 64, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|cylinder|>\": 18, \"<|magenta|><|cylinder|>\": 17, \"<|maroon|><|triangular prism|>\": 17, \"<|green|><|cube|>\": 18, \"<|lime|><|triangular prism|>\": 17, \"<|black|><|moon|>\": 18, \"<|green|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the green cube on top of the lime triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|black|><|moon|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|green|><|cylinder|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|magenta|><|cylinder|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|lime|><|triangular prism|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|red|><|cylinder|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|maroon|><|triangular prism|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|green|><|cube|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|cube|> found at <|22-20|> with height 18\nTarget Placement Location: <|lime|><|triangular prism|> at <|16-17|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cube|> at <|22-20|> with height 30\nStep 2: Lower to <|green|><|cube|> at <|22-20|> with height 18\nStep 3: Close gripper on <|green|><|cube|> at <|22-20|> with height 18\nStep 4: Lift <|green|><|cube|> at <|22-20|> to height 30\nStep 5: Move to <|lime|><|triangular prism|> location at <|16-17|> with height 30\nStep 6: Stack on top of <|lime|><|triangular prism|> location at <|16-17|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [80, 90, 30, 0, 60, 90, 1]\nStep 2: [80, 90, 18, 0, 60, 90, 1]\nStep 3: [80, 90, 18, 0, 60, 90, 0]\nStep 4: [80, 90, 30, 0, 60, 90, 0]\nStep 5: [68, 64, 30, 0, 60, 90, 0]\nStep 6: [68, 64, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|cube|>": ["<|9-19|>", 18]}]
[{"<|black|><|container|>": ["<|14-20|>", 19]}]
LOCATE OBJECTS: Target Object: <|green|><|cube|> found at <|9-19|> with height 18 Target Placement Location: <|black|><|container|> at <|14-20|> with height 19 PLAN ACTIONS: Step 1: Move above <|green|><|cube|> at <|9-19|> with height 30 Step 2: Lower to <|green|><|cube|> at <|9-19|> with height 18 Step 3: Close gripper on <|green|><|cube|> at <|9-19|> with height 18 Step 4: Lift <|green|><|cube|> at <|9-19|> to height 30 Step 5: Move to <|black|><|container|> location at <|14-20|> with height 30 Step 6: Place inside <|black|><|container|> location at <|14-20|> with height 19 and open gripper
[{"purple-moon": [25, 64, 17]}, {"green-cube": [77, 38, 18]}, {"red-moon": [36, 62, 18]}, {"gray-triangular prism": [84, 51, 17]}, {"black-container": [81, 57, 19]}]
Pick up the green cube and place it into the black container
[ [ 77, 38, 30, 0, 60, 90, 1 ], [ 77, 38, 18, 0, 60, 90, 1 ], [ 77, 38, 18, 0, 60, 90, 0 ], [ 77, 38, 30, 0, 60, 90, 0 ], [ 81, 57, 30, 0, 60, 90, 0 ], [ 81, 57, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|purple|><|moon|>\": 17, \"<|green|><|cube|>\": 18, \"<|red|><|moon|>\": 18, \"<|gray|><|triangular prism|>\": 17, \"<|black|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the green cube and place it into the black container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|green|><|cube|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|gray|><|triangular prism|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|black|><|container|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|red|><|moon|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|purple|><|moon|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|cube|> found at <|9-19|> with height 18\nTarget Placement Location: <|black|><|container|> at <|14-20|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cube|> at <|9-19|> with height 30\nStep 2: Lower to <|green|><|cube|> at <|9-19|> with height 18\nStep 3: Close gripper on <|green|><|cube|> at <|9-19|> with height 18\nStep 4: Lift <|green|><|cube|> at <|9-19|> to height 30\nStep 5: Move to <|black|><|container|> location at <|14-20|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|14-20|> with height 19 and open gripper\n\n</think>\n\nStep 1: [77, 38, 30, 0, 60, 90, 1]\nStep 2: [77, 38, 18, 0, 60, 90, 1]\nStep 3: [77, 38, 18, 0, 60, 90, 0]\nStep 4: [77, 38, 30, 0, 60, 90, 0]\nStep 5: [81, 57, 30, 0, 60, 90, 0]\nStep 6: [81, 57, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|moon|>": ["<|10-18|>", 17]}]
[{"<|purple|><|cylinder|>": ["<|14-3|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|moon|> found at <|10-18|> with height 17 Target Placement Location: <|purple|><|cylinder|> at <|14-3|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|moon|> at <|10-18|> with height 30 Step 2: Lower to <|yellow|><|moon|> at <|10-18|> with height 17 Step 3: Close gripper on <|yellow|><|moon|> at <|10-18|> with height 17 Step 4: Lift <|yellow|><|moon|> at <|10-18|> to height 30 Step 5: Move to <|purple|><|cylinder|> location at <|14-3|> with height 30 Step 6: Stack on top of <|purple|><|cylinder|> location at <|14-3|> with height 17 + 4 and open gripper
[{"white-star": [86, 41, 17]}, {"azure-cube": [64, 41, 18]}, {"violet-star": [81, 85, 17]}, {"yellow-moon": [75, 41, 17]}, {"purple-cylinder": [14, 58, 17]}, {"red-star": [56, 47, 17]}]
Stack the yellow moon on top of the purple cylinder
[ [ 75, 41, 30, 0, 60, 90, 1 ], [ 75, 41, 17, 0, 60, 90, 1 ], [ 75, 41, 17, 0, 60, 90, 0 ], [ 75, 41, 30, 0, 60, 90, 0 ], [ 14, 58, 30, 0, 60, 90, 0 ], [ 14, 58, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|white|><|star|>\": 17, \"<|azure|><|cube|>\": 18, \"<|violet|><|star|>\": 17, \"<|yellow|><|moon|>\": 17, \"<|purple|><|cylinder|>\": 17, \"<|red|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow moon on top of the purple cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|azure|><|cube|><|10-17|><|empty|><|10-18|><|yellow|><|moon|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|white|><|star|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|red|><|star|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|purple|><|cylinder|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|violet|><|star|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|moon|> found at <|10-18|> with height 17\nTarget Placement Location: <|purple|><|cylinder|> at <|14-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|moon|> at <|10-18|> with height 30\nStep 2: Lower to <|yellow|><|moon|> at <|10-18|> with height 17\nStep 3: Close gripper on <|yellow|><|moon|> at <|10-18|> with height 17\nStep 4: Lift <|yellow|><|moon|> at <|10-18|> to height 30\nStep 5: Move to <|purple|><|cylinder|> location at <|14-3|> with height 30\nStep 6: Stack on top of <|purple|><|cylinder|> location at <|14-3|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [75, 41, 30, 0, 60, 90, 1]\nStep 2: [75, 41, 17, 0, 60, 90, 1]\nStep 3: [75, 41, 17, 0, 60, 90, 0]\nStep 4: [75, 41, 30, 0, 60, 90, 0]\nStep 5: [14, 58, 30, 0, 60, 90, 0]\nStep 6: [14, 58, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|moon|>": ["<|8-5|>", 18]}]
[{"<|green|><|container|>": ["<|20-18|>", 18]}]
LOCATE OBJECTS: Target Object: <|black|><|moon|> found at <|8-5|> with height 18 Target Placement Location: <|green|><|container|> at <|20-18|> with height 18 PLAN ACTIONS: Step 1: Move above <|black|><|moon|> at <|8-5|> with height 30 Step 2: Lower to <|black|><|moon|> at <|8-5|> with height 18 Step 3: Close gripper on <|black|><|moon|> at <|8-5|> with height 18 Step 4: Lift <|black|><|moon|> at <|8-5|> to height 30 Step 5: Move to <|green|><|container|> location at <|20-18|> with height 30 Step 6: Place inside <|green|><|container|> location at <|20-18|> with height 18 and open gripper
[{"white-star": [49, 51, 17]}, {"white-cylinder": [43, 20, 18]}, {"teal-star": [58, 54, 18]}, {"black-moon": [23, 33, 18]}, {"green-container": [72, 81, 18]}, {"magenta-cube": [31, 28, 18]}, {"cyan-cube": [28, 44, 18]}]
Pick up the black moon and place it into the green container
[ [ 23, 33, 30, 0, 60, 90, 1 ], [ 23, 33, 18, 0, 60, 90, 1 ], [ 23, 33, 18, 0, 60, 90, 0 ], [ 23, 33, 30, 0, 60, 90, 0 ], [ 72, 81, 30, 0, 60, 90, 0 ], [ 72, 81, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|white|><|star|>\": 17, \"<|white|><|cylinder|>\": 18, \"<|teal|><|star|>\": 18, \"<|black|><|moon|>\": 18, \"<|green|><|container|>\": 18, \"<|magenta|><|cube|>\": 18, \"<|cyan|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the black moon and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|white|><|cylinder|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|magenta|><|cube|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|black|><|moon|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|cyan|><|cube|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|white|><|star|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|teal|><|star|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|green|><|container|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|moon|> found at <|8-5|> with height 18\nTarget Placement Location: <|green|><|container|> at <|20-18|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|black|><|moon|> at <|8-5|> with height 30\nStep 2: Lower to <|black|><|moon|> at <|8-5|> with height 18\nStep 3: Close gripper on <|black|><|moon|> at <|8-5|> with height 18\nStep 4: Lift <|black|><|moon|> at <|8-5|> to height 30\nStep 5: Move to <|green|><|container|> location at <|20-18|> with height 30\nStep 6: Place inside <|green|><|container|> location at <|20-18|> with height 18 and open gripper\n\n</think>\n\nStep 1: [23, 33, 30, 0, 60, 90, 1]\nStep 2: [23, 33, 18, 0, 60, 90, 1]\nStep 3: [23, 33, 18, 0, 60, 90, 0]\nStep 4: [23, 33, 30, 0, 60, 90, 0]\nStep 5: [72, 81, 30, 0, 60, 90, 0]\nStep 6: [72, 81, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|10-21|>", 18]}]
[{"<|gray|><|container|>": ["<|13-10|>", 18]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|10-21|> with height 18 Target Placement Location: <|gray|><|container|> at <|13-10|> with height 18 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|10-21|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|10-21|> with height 18 Step 3: Close gripper on <|yellow|><|cube|> at <|10-21|> with height 18 Step 4: Lift <|yellow|><|cube|> at <|10-21|> to height 30 Step 5: Move to <|gray|><|container|> location at <|13-10|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|13-10|> with height 18 and open gripper
[{"magenta-moon": [84, 49, 17]}, {"yellow-cube": [86, 40, 18]}, {"teal-cube": [32, 65, 17]}, {"gray-container": [40, 54, 18]}, {"white-triangular prism": [22, 83, 18]}, {"purple-star": [74, 29, 18]}]
Pick up the yellow cube and place it into the gray container
[ [ 86, 40, 30, 0, 60, 90, 1 ], [ 86, 40, 18, 0, 60, 90, 1 ], [ 86, 40, 18, 0, 60, 90, 0 ], [ 86, 40, 30, 0, 60, 90, 0 ], [ 40, 54, 30, 0, 60, 90, 0 ], [ 40, 54, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|magenta|><|moon|>\": 17, \"<|yellow|><|cube|>\": 18, \"<|teal|><|cube|>\": 17, \"<|gray|><|container|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|purple|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow cube and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|purple|><|star|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|yellow|><|cube|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|magenta|><|moon|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|gray|><|container|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|teal|><|cube|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|white|><|triangular prism|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|10-21|> with height 18\nTarget Placement Location: <|gray|><|container|> at <|13-10|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|10-21|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|10-21|> with height 18\nStep 3: Close gripper on <|yellow|><|cube|> at <|10-21|> with height 18\nStep 4: Lift <|yellow|><|cube|> at <|10-21|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|13-10|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|13-10|> with height 18 and open gripper\n\n</think>\n\nStep 1: [86, 40, 30, 0, 60, 90, 1]\nStep 2: [86, 40, 18, 0, 60, 90, 1]\nStep 3: [86, 40, 18, 0, 60, 90, 0]\nStep 4: [86, 40, 30, 0, 60, 90, 0]\nStep 5: [40, 54, 30, 0, 60, 90, 0]\nStep 6: [40, 54, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|moon|>": ["<|18-5|>", 17]}]
[{"<|red|><|container|>": ["<|5-18|>", 17]}]
LOCATE OBJECTS: Target Object: <|rose|><|moon|> found at <|18-5|> with height 17 Target Placement Location: <|red|><|container|> at <|5-18|> with height 17 PLAN ACTIONS: Step 1: Move above <|rose|><|moon|> at <|18-5|> with height 30 Step 2: Lower to <|rose|><|moon|> at <|18-5|> with height 17 Step 3: Close gripper on <|rose|><|moon|> at <|18-5|> with height 17 Step 4: Lift <|rose|><|moon|> at <|18-5|> to height 30 Step 5: Move to <|red|><|container|> location at <|5-18|> with height 30 Step 6: Place inside <|red|><|container|> location at <|5-18|> with height 17 and open gripper
[{"red-container": [75, 21, 17]}, {"rose-moon": [21, 73, 17]}, {"silver-moon": [87, 77, 17]}, {"gray-triangular prism": [50, 61, 18]}, {"red-cube": [27, 85, 18]}]
Pick up the rose moon and place it into the red container
[ [ 21, 73, 30, 0, 60, 90, 1 ], [ 21, 73, 17, 0, 60, 90, 1 ], [ 21, 73, 17, 0, 60, 90, 0 ], [ 21, 73, 30, 0, 60, 90, 0 ], [ 75, 21, 30, 0, 60, 90, 0 ], [ 75, 21, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|container|>\": 17, \"<|rose|><|moon|>\": 17, \"<|silver|><|moon|>\": 17, \"<|gray|><|triangular prism|>\": 18, \"<|red|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the rose moon and place it into the red container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|red|><|container|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|gray|><|triangular prism|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|rose|><|moon|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|silver|><|moon|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|red|><|cube|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|moon|> found at <|18-5|> with height 17\nTarget Placement Location: <|red|><|container|> at <|5-18|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|18-5|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|18-5|> with height 17\nStep 3: Close gripper on <|rose|><|moon|> at <|18-5|> with height 17\nStep 4: Lift <|rose|><|moon|> at <|18-5|> to height 30\nStep 5: Move to <|red|><|container|> location at <|5-18|> with height 30\nStep 6: Place inside <|red|><|container|> location at <|5-18|> with height 17 and open gripper\n\n</think>\n\nStep 1: [21, 73, 30, 0, 60, 90, 1]\nStep 2: [21, 73, 17, 0, 60, 90, 1]\nStep 3: [21, 73, 17, 0, 60, 90, 0]\nStep 4: [21, 73, 30, 0, 60, 90, 0]\nStep 5: [75, 21, 30, 0, 60, 90, 0]\nStep 6: [75, 21, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|triangular prism|>": ["<|11-12|>", 17]}]
[{"<|green|><|triangular prism|>": ["<|18-14|>", 19]}]
LOCATE OBJECTS: Target Object: <|teal|><|triangular prism|> found at <|11-12|> with height 17 Target Placement Location: <|green|><|triangular prism|> at <|18-14|> with height 19 PLAN ACTIONS: Step 1: Move above <|teal|><|triangular prism|> at <|11-12|> with height 30 Step 2: Lower to <|teal|><|triangular prism|> at <|11-12|> with height 17 Step 3: Close gripper on <|teal|><|triangular prism|> at <|11-12|> with height 17 Step 4: Lift <|teal|><|triangular prism|> at <|11-12|> to height 30 Step 5: Move to <|green|><|triangular prism|> location at <|18-14|> with height 30 Step 6: Stack on top of <|green|><|triangular prism|> location at <|18-14|> with height 19 + 4 and open gripper
[{"violet-moon": [26, 66, 18]}, {"gray-cube": [70, 45, 17]}, {"teal-triangular prism": [51, 45, 17]}, {"magenta-triangular prism": [73, 24, 18]}, {"magenta-cylinder": [35, 78, 18]}, {"green-triangular prism": [58, 73, 19]}]
Stack the teal triangular prism on top of the green triangular prism
[ [ 51, 45, 30, 0, 60, 90, 1 ], [ 51, 45, 17, 0, 60, 90, 1 ], [ 51, 45, 17, 0, 60, 90, 0 ], [ 51, 45, 30, 0, 60, 90, 0 ], [ 58, 73, 30, 0, 60, 90, 0 ], [ 58, 73, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|violet|><|moon|>\": 18, \"<|gray|><|cube|>\": 17, \"<|teal|><|triangular prism|>\": 17, \"<|magenta|><|triangular prism|>\": 18, \"<|magenta|><|cylinder|>\": 18, \"<|green|><|triangular prism|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal triangular prism on top of the green triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|magenta|><|triangular prism|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|teal|><|triangular prism|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|gray|><|cube|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|violet|><|moon|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|green|><|triangular prism|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|magenta|><|cylinder|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|triangular prism|> found at <|11-12|> with height 17\nTarget Placement Location: <|green|><|triangular prism|> at <|18-14|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|triangular prism|> at <|11-12|> with height 30\nStep 2: Lower to <|teal|><|triangular prism|> at <|11-12|> with height 17\nStep 3: Close gripper on <|teal|><|triangular prism|> at <|11-12|> with height 17\nStep 4: Lift <|teal|><|triangular prism|> at <|11-12|> to height 30\nStep 5: Move to <|green|><|triangular prism|> location at <|18-14|> with height 30\nStep 6: Stack on top of <|green|><|triangular prism|> location at <|18-14|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [51, 45, 30, 0, 60, 90, 1]\nStep 2: [51, 45, 17, 0, 60, 90, 1]\nStep 3: [51, 45, 17, 0, 60, 90, 0]\nStep 4: [51, 45, 30, 0, 60, 90, 0]\nStep 5: [58, 73, 30, 0, 60, 90, 0]\nStep 6: [58, 73, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|cube|>": ["<|17-15|>", 17]}]
[{"<|black|><|triangular prism|>": ["<|8-2|>", 17]}]
LOCATE OBJECTS: Target Object: <|red|><|cube|> found at <|17-15|> with height 17 Target Placement Location: <|black|><|triangular prism|> at <|8-2|> with height 17 PLAN ACTIONS: Step 1: Move above <|red|><|cube|> at <|17-15|> with height 30 Step 2: Lower to <|red|><|cube|> at <|17-15|> with height 17 Step 3: Close gripper on <|red|><|cube|> at <|17-15|> with height 17 Step 4: Lift <|red|><|cube|> at <|17-15|> to height 30 Step 5: Move to <|black|><|triangular prism|> location at <|8-2|> with height 30 Step 6: Stack on top of <|black|><|triangular prism|> location at <|8-2|> with height 17 + 4 and open gripper
[{"red-cube": [62, 70, 17]}, {"maroon-cube": [28, 60, 17]}, {"magenta-cylinder": [77, 47, 18]}, {"black-triangular prism": [10, 34, 17]}, {"lime-cube": [76, 87, 18]}, {"green-cube": [78, 23, 17]}, {"teal-triangular prism": [85, 50, 17]}]
Stack the red cube on top of the black triangular prism
[ [ 62, 70, 30, 0, 60, 90, 1 ], [ 62, 70, 17, 0, 60, 90, 1 ], [ 62, 70, 17, 0, 60, 90, 0 ], [ 62, 70, 30, 0, 60, 90, 0 ], [ 10, 34, 30, 0, 60, 90, 0 ], [ 10, 34, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|cube|>\": 17, \"<|maroon|><|cube|>\": 17, \"<|magenta|><|cylinder|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|lime|><|cube|>\": 18, \"<|green|><|cube|>\": 17, \"<|teal|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the red cube on top of the black triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|green|><|cube|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|black|><|triangular prism|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|magenta|><|cylinder|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|teal|><|triangular prism|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|maroon|><|cube|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|red|><|cube|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|lime|><|cube|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|red|><|cube|> found at <|17-15|> with height 17\nTarget Placement Location: <|black|><|triangular prism|> at <|8-2|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cube|> at <|17-15|> with height 30\nStep 2: Lower to <|red|><|cube|> at <|17-15|> with height 17\nStep 3: Close gripper on <|red|><|cube|> at <|17-15|> with height 17\nStep 4: Lift <|red|><|cube|> at <|17-15|> to height 30\nStep 5: Move to <|black|><|triangular prism|> location at <|8-2|> with height 30\nStep 6: Stack on top of <|black|><|triangular prism|> location at <|8-2|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [62, 70, 30, 0, 60, 90, 1]\nStep 2: [62, 70, 17, 0, 60, 90, 1]\nStep 3: [62, 70, 17, 0, 60, 90, 0]\nStep 4: [62, 70, 30, 0, 60, 90, 0]\nStep 5: [10, 34, 30, 0, 60, 90, 0]\nStep 6: [10, 34, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|cylinder|>": ["<|6-16|>", 17]}]
[{"<|maroon|><|triangular prism|>": ["<|5-19|>", 19]}]
LOCATE OBJECTS: Target Object: <|violet|><|cylinder|> found at <|6-16|> with height 17 Target Placement Location: <|maroon|><|triangular prism|> at <|5-19|> with height 19 PLAN ACTIONS: Step 1: Move above <|violet|><|cylinder|> at <|6-16|> with height 30 Step 2: Lower to <|violet|><|cylinder|> at <|6-16|> with height 17 Step 3: Close gripper on <|violet|><|cylinder|> at <|6-16|> with height 17 Step 4: Lift <|violet|><|cylinder|> at <|6-16|> to height 30 Step 5: Move to <|maroon|><|triangular prism|> location at <|5-19|> with height 30 Step 6: Stack on top of <|maroon|><|triangular prism|> location at <|5-19|> with height 19 + 4 and open gripper
[{"violet-cylinder": [66, 24, 17]}, {"green-star": [37, 40, 17]}, {"yellow-triangular prism": [90, 39, 17]}, {"rose-moon": [24, 60, 18]}, {"maroon-triangular prism": [79, 23, 19]}, {"teal-triangular prism": [26, 20, 17]}]
Stack the violet cylinder on top of the maroon triangular prism
[ [ 66, 24, 30, 0, 60, 90, 1 ], [ 66, 24, 17, 0, 60, 90, 1 ], [ 66, 24, 17, 0, 60, 90, 0 ], [ 66, 24, 30, 0, 60, 90, 0 ], [ 79, 23, 30, 0, 60, 90, 0 ], [ 79, 23, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|violet|><|cylinder|>\": 17, \"<|green|><|star|>\": 17, \"<|yellow|><|triangular prism|>\": 17, \"<|rose|><|moon|>\": 18, \"<|maroon|><|triangular prism|>\": 19, \"<|teal|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the violet cylinder on top of the maroon triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|teal|><|triangular prism|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|maroon|><|triangular prism|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|violet|><|cylinder|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|yellow|><|triangular prism|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|green|><|star|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|rose|><|moon|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cylinder|> found at <|6-16|> with height 17\nTarget Placement Location: <|maroon|><|triangular prism|> at <|5-19|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cylinder|> at <|6-16|> with height 30\nStep 2: Lower to <|violet|><|cylinder|> at <|6-16|> with height 17\nStep 3: Close gripper on <|violet|><|cylinder|> at <|6-16|> with height 17\nStep 4: Lift <|violet|><|cylinder|> at <|6-16|> to height 30\nStep 5: Move to <|maroon|><|triangular prism|> location at <|5-19|> with height 30\nStep 6: Stack on top of <|maroon|><|triangular prism|> location at <|5-19|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [66, 24, 30, 0, 60, 90, 1]\nStep 2: [66, 24, 17, 0, 60, 90, 1]\nStep 3: [66, 24, 17, 0, 60, 90, 0]\nStep 4: [66, 24, 30, 0, 60, 90, 0]\nStep 5: [79, 23, 30, 0, 60, 90, 0]\nStep 6: [79, 23, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|star|>": ["<|14-11|>", 17]}]
[{"<|white|><|triangular prism|>": ["<|13-9|>", 17]}]
LOCATE OBJECTS: Target Object: <|purple|><|star|> found at <|14-11|> with height 17 Target Placement Location: <|white|><|triangular prism|> at <|13-9|> with height 17 PLAN ACTIONS: Step 1: Move above <|purple|><|star|> at <|14-11|> with height 30 Step 2: Lower to <|purple|><|star|> at <|14-11|> with height 17 Step 3: Close gripper on <|purple|><|star|> at <|14-11|> with height 17 Step 4: Lift <|purple|><|star|> at <|14-11|> to height 30 Step 5: Move to <|white|><|triangular prism|> location at <|13-9|> with height 30 Step 6: Stack on top of <|white|><|triangular prism|> location at <|13-9|> with height 17 + 4 and open gripper
[{"purple-star": [45, 56, 17]}, {"red-cylinder": [57, 61, 17]}, {"black-moon": [59, 70, 17]}, {"azure-cylinder": [35, 61, 18]}, {"white-triangular prism": [38, 54, 17]}, {"black-cylinder": [88, 78, 18]}]
Stack the purple star on top of the white triangular prism
[ [ 45, 56, 30, 0, 60, 90, 1 ], [ 45, 56, 17, 0, 60, 90, 1 ], [ 45, 56, 17, 0, 60, 90, 0 ], [ 45, 56, 30, 0, 60, 90, 0 ], [ 38, 54, 30, 0, 60, 90, 0 ], [ 38, 54, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|purple|><|star|>\": 17, \"<|red|><|cylinder|>\": 17, \"<|black|><|moon|>\": 17, \"<|azure|><|cylinder|>\": 18, \"<|white|><|triangular prism|>\": 17, \"<|black|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the purple star on top of the white triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|white|><|triangular prism|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|purple|><|star|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|azure|><|cylinder|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|red|><|cylinder|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|black|><|moon|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|black|><|cylinder|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|star|> found at <|14-11|> with height 17\nTarget Placement Location: <|white|><|triangular prism|> at <|13-9|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|star|> at <|14-11|> with height 30\nStep 2: Lower to <|purple|><|star|> at <|14-11|> with height 17\nStep 3: Close gripper on <|purple|><|star|> at <|14-11|> with height 17\nStep 4: Lift <|purple|><|star|> at <|14-11|> to height 30\nStep 5: Move to <|white|><|triangular prism|> location at <|13-9|> with height 30\nStep 6: Stack on top of <|white|><|triangular prism|> location at <|13-9|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [45, 56, 30, 0, 60, 90, 1]\nStep 2: [45, 56, 17, 0, 60, 90, 1]\nStep 3: [45, 56, 17, 0, 60, 90, 0]\nStep 4: [45, 56, 30, 0, 60, 90, 0]\nStep 5: [38, 54, 30, 0, 60, 90, 0]\nStep 6: [38, 54, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|star|>": ["<|20-18|>", 18]}]
[{"<|purple|><|container|>": ["<|4-4|>", 19]}]
LOCATE OBJECTS: Target Object: <|white|><|star|> found at <|20-18|> with height 18 Target Placement Location: <|purple|><|container|> at <|4-4|> with height 19 PLAN ACTIONS: Step 1: Move above <|white|><|star|> at <|20-18|> with height 30 Step 2: Lower to <|white|><|star|> at <|20-18|> with height 18 Step 3: Close gripper on <|white|><|star|> at <|20-18|> with height 18 Step 4: Lift <|white|><|star|> at <|20-18|> to height 30 Step 5: Move to <|purple|><|container|> location at <|4-4|> with height 30 Step 6: Place inside <|purple|><|container|> location at <|4-4|> with height 19 and open gripper
[{"green-moon": [29, 22, 17]}, {"maroon-cylinder": [25, 72, 17]}, {"white-star": [74, 82, 18]}, {"purple-container": [16, 18, 19]}, {"navy-moon": [51, 64, 17]}, {"rose-triangular prism": [67, 85, 18]}, {"white-moon": [65, 36, 18]}]
Pick up the white star and place it into the purple container
[ [ 74, 82, 30, 0, 60, 90, 1 ], [ 74, 82, 18, 0, 60, 90, 1 ], [ 74, 82, 18, 0, 60, 90, 0 ], [ 74, 82, 30, 0, 60, 90, 0 ], [ 16, 18, 30, 0, 60, 90, 0 ], [ 16, 18, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|moon|>\": 17, \"<|maroon|><|cylinder|>\": 17, \"<|white|><|star|>\": 18, \"<|purple|><|container|>\": 19, \"<|navy|><|moon|>\": 17, \"<|rose|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the white star and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|purple|><|container|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|green|><|moon|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|white|><|moon|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|navy|><|moon|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|maroon|><|cylinder|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|white|><|star|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|rose|><|triangular prism|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|star|> found at <|20-18|> with height 18\nTarget Placement Location: <|purple|><|container|> at <|4-4|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|star|> at <|20-18|> with height 30\nStep 2: Lower to <|white|><|star|> at <|20-18|> with height 18\nStep 3: Close gripper on <|white|><|star|> at <|20-18|> with height 18\nStep 4: Lift <|white|><|star|> at <|20-18|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|4-4|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|4-4|> with height 19 and open gripper\n\n</think>\n\nStep 1: [74, 82, 30, 0, 60, 90, 1]\nStep 2: [74, 82, 18, 0, 60, 90, 1]\nStep 3: [74, 82, 18, 0, 60, 90, 0]\nStep 4: [74, 82, 30, 0, 60, 90, 0]\nStep 5: [16, 18, 30, 0, 60, 90, 0]\nStep 6: [16, 18, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|star|>": ["<|18-13|>", 17]}]
[{"<|gray|><|container|>": ["<|20-10|>", 17]}]
LOCATE OBJECTS: Target Object: <|olive|><|star|> found at <|18-13|> with height 17 Target Placement Location: <|gray|><|container|> at <|20-10|> with height 17 PLAN ACTIONS: Step 1: Move above <|olive|><|star|> at <|18-13|> with height 30 Step 2: Lower to <|olive|><|star|> at <|18-13|> with height 17 Step 3: Close gripper on <|olive|><|star|> at <|18-13|> with height 17 Step 4: Lift <|olive|><|star|> at <|18-13|> to height 30 Step 5: Move to <|gray|><|container|> location at <|20-10|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|20-10|> with height 17 and open gripper
[{"maroon-triangular prism": [53, 58, 18]}, {"gray-container": [43, 80, 17]}, {"teal-moon": [49, 34, 17]}, {"magenta-cylinder": [45, 20, 18]}, {"azure-cylinder": [85, 86, 18]}, {"olive-star": [55, 75, 17]}]
Pick up the olive star and place it into the gray container
[ [ 55, 75, 30, 0, 60, 90, 1 ], [ 55, 75, 17, 0, 60, 90, 1 ], [ 55, 75, 17, 0, 60, 90, 0 ], [ 55, 75, 30, 0, 60, 90, 0 ], [ 43, 80, 30, 0, 60, 90, 0 ], [ 43, 80, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|triangular prism|>\": 18, \"<|gray|><|container|>\": 17, \"<|teal|><|moon|>\": 17, \"<|magenta|><|cylinder|>\": 18, \"<|azure|><|cylinder|>\": 18, \"<|olive|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive star and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|magenta|><|cylinder|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|teal|><|moon|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|maroon|><|triangular prism|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|olive|><|star|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|gray|><|container|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|azure|><|cylinder|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|star|> found at <|18-13|> with height 17\nTarget Placement Location: <|gray|><|container|> at <|20-10|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|18-13|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|18-13|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|18-13|> with height 17\nStep 4: Lift <|olive|><|star|> at <|18-13|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|20-10|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|20-10|> with height 17 and open gripper\n\n</think>\n\nStep 1: [55, 75, 30, 0, 60, 90, 1]\nStep 2: [55, 75, 17, 0, 60, 90, 1]\nStep 3: [55, 75, 17, 0, 60, 90, 0]\nStep 4: [55, 75, 30, 0, 60, 90, 0]\nStep 5: [43, 80, 30, 0, 60, 90, 0]\nStep 6: [43, 80, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|moon|>": ["<|10-5|>", 17]}]
[{"<|olive|><|container|>": ["<|17-5|>", 19]}]
LOCATE OBJECTS: Target Object: <|violet|><|moon|> found at <|10-5|> with height 17 Target Placement Location: <|olive|><|container|> at <|17-5|> with height 19 PLAN ACTIONS: Step 1: Move above <|violet|><|moon|> at <|10-5|> with height 30 Step 2: Lower to <|violet|><|moon|> at <|10-5|> with height 17 Step 3: Close gripper on <|violet|><|moon|> at <|10-5|> with height 17 Step 4: Lift <|violet|><|moon|> at <|10-5|> to height 30 Step 5: Move to <|olive|><|container|> location at <|17-5|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|17-5|> with height 19 and open gripper
[{"olive-container": [22, 68, 19]}, {"violet-star": [55, 34, 17]}, {"violet-moon": [23, 41, 17]}, {"silver-star": [58, 54, 17]}, {"silver-cylinder": [53, 62, 17]}, {"olive-triangular prism": [84, 88, 17]}]
Pick up the violet moon and place it into the olive container
[ [ 23, 41, 30, 0, 60, 90, 1 ], [ 23, 41, 17, 0, 60, 90, 1 ], [ 23, 41, 17, 0, 60, 90, 0 ], [ 23, 41, 30, 0, 60, 90, 0 ], [ 22, 68, 30, 0, 60, 90, 0 ], [ 22, 68, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|olive|><|container|>\": 19, \"<|violet|><|star|>\": 17, \"<|violet|><|moon|>\": 17, \"<|silver|><|star|>\": 17, \"<|silver|><|cylinder|>\": 17, \"<|olive|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the violet moon and place it into the olive container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|violet|><|star|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|violet|><|moon|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|silver|><|star|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|silver|><|cylinder|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|olive|><|container|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|olive|><|triangular prism|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|moon|> found at <|10-5|> with height 17\nTarget Placement Location: <|olive|><|container|> at <|17-5|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|moon|> at <|10-5|> with height 30\nStep 2: Lower to <|violet|><|moon|> at <|10-5|> with height 17\nStep 3: Close gripper on <|violet|><|moon|> at <|10-5|> with height 17\nStep 4: Lift <|violet|><|moon|> at <|10-5|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|17-5|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|17-5|> with height 19 and open gripper\n\n</think>\n\nStep 1: [23, 41, 30, 0, 60, 90, 1]\nStep 2: [23, 41, 17, 0, 60, 90, 1]\nStep 3: [23, 41, 17, 0, 60, 90, 0]\nStep 4: [23, 41, 30, 0, 60, 90, 0]\nStep 5: [22, 68, 30, 0, 60, 90, 0]\nStep 6: [22, 68, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|cylinder|>": ["<|12-14|>", 18]}]
[{"<|green|><|cube|>": ["<|8-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|magenta|><|cylinder|> found at <|12-14|> with height 18 Target Placement Location: <|green|><|cube|> at <|8-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|magenta|><|cylinder|> at <|12-14|> with height 30 Step 2: Lower to <|magenta|><|cylinder|> at <|12-14|> with height 18 Step 3: Close gripper on <|magenta|><|cylinder|> at <|12-14|> with height 18 Step 4: Lift <|magenta|><|cylinder|> at <|12-14|> to height 30 Step 5: Move to <|green|><|cube|> location at <|8-16|> with height 30 Step 6: Stack on top of <|green|><|cube|> location at <|8-16|> with height 18 + 4 and open gripper
[{"green-cube": [65, 35, 18]}, {"azure-moon": [42, 66, 17]}, {"navy-moon": [60, 38, 18]}, {"cyan-cube": [63, 71, 17]}, {"yellow-triangular prism": [45, 22, 17]}, {"magenta-cylinder": [58, 48, 18]}]
Stack the magenta cylinder on top of the green cube
[ [ 58, 48, 30, 0, 60, 90, 1 ], [ 58, 48, 18, 0, 60, 90, 1 ], [ 58, 48, 18, 0, 60, 90, 0 ], [ 58, 48, 30, 0, 60, 90, 0 ], [ 65, 35, 30, 0, 60, 90, 0 ], [ 65, 35, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|cube|>\": 18, \"<|azure|><|moon|>\": 17, \"<|navy|><|moon|>\": 18, \"<|cyan|><|cube|>\": 17, \"<|yellow|><|triangular prism|>\": 17, \"<|magenta|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the magenta cylinder on top of the green cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|yellow|><|triangular prism|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|green|><|cube|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|navy|><|moon|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|magenta|><|cylinder|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|azure|><|moon|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|cyan|><|cube|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|cylinder|> found at <|12-14|> with height 18\nTarget Placement Location: <|green|><|cube|> at <|8-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|cylinder|> at <|12-14|> with height 30\nStep 2: Lower to <|magenta|><|cylinder|> at <|12-14|> with height 18\nStep 3: Close gripper on <|magenta|><|cylinder|> at <|12-14|> with height 18\nStep 4: Lift <|magenta|><|cylinder|> at <|12-14|> to height 30\nStep 5: Move to <|green|><|cube|> location at <|8-16|> with height 30\nStep 6: Stack on top of <|green|><|cube|> location at <|8-16|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [58, 48, 30, 0, 60, 90, 1]\nStep 2: [58, 48, 18, 0, 60, 90, 1]\nStep 3: [58, 48, 18, 0, 60, 90, 0]\nStep 4: [58, 48, 30, 0, 60, 90, 0]\nStep 5: [65, 35, 30, 0, 60, 90, 0]\nStep 6: [65, 35, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|5-7|>", 18]}]
[{"<|black|><|container|>": ["<|7-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|5-7|> with height 18 Target Placement Location: <|black|><|container|> at <|7-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|5-7|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|5-7|> with height 18 Step 3: Close gripper on <|gray|><|cylinder|> at <|5-7|> with height 18 Step 4: Lift <|gray|><|cylinder|> at <|5-7|> to height 30 Step 5: Move to <|black|><|container|> location at <|7-16|> with height 30 Step 6: Place inside <|black|><|container|> location at <|7-16|> with height 18 and open gripper
[{"gray-cylinder": [30, 21, 18]}, {"red-moon": [61, 83, 17]}, {"green-cylinder": [84, 75, 17]}, {"black-container": [64, 30, 18]}, {"yellow-moon": [25, 38, 17]}, {"maroon-cube": [70, 76, 17]}]
Pick up the gray cylinder and place it into the black container
[ [ 30, 21, 30, 0, 60, 90, 1 ], [ 30, 21, 18, 0, 60, 90, 1 ], [ 30, 21, 18, 0, 60, 90, 0 ], [ 30, 21, 30, 0, 60, 90, 0 ], [ 64, 30, 30, 0, 60, 90, 0 ], [ 64, 30, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|gray|><|cylinder|>\": 18, \"<|red|><|moon|>\": 17, \"<|green|><|cylinder|>\": 17, \"<|black|><|container|>\": 18, \"<|yellow|><|moon|>\": 17, \"<|maroon|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the gray cylinder and place it into the black container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|gray|><|cylinder|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|black|><|container|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|yellow|><|moon|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|green|><|cylinder|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|maroon|><|cube|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|red|><|moon|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cylinder|> found at <|5-7|> with height 18\nTarget Placement Location: <|black|><|container|> at <|7-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|5-7|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|5-7|> with height 18\nStep 3: Close gripper on <|gray|><|cylinder|> at <|5-7|> with height 18\nStep 4: Lift <|gray|><|cylinder|> at <|5-7|> to height 30\nStep 5: Move to <|black|><|container|> location at <|7-16|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|7-16|> with height 18 and open gripper\n\n</think>\n\nStep 1: [30, 21, 30, 0, 60, 90, 1]\nStep 2: [30, 21, 18, 0, 60, 90, 1]\nStep 3: [30, 21, 18, 0, 60, 90, 0]\nStep 4: [30, 21, 30, 0, 60, 90, 0]\nStep 5: [64, 30, 30, 0, 60, 90, 0]\nStep 6: [64, 30, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|moon|>": ["<|16-6|>", 17]}]
[{"<|teal|><|cube|>": ["<|9-18|>", 18]}]
LOCATE OBJECTS: Target Object: <|gray|><|moon|> found at <|16-6|> with height 17 Target Placement Location: <|teal|><|cube|> at <|9-18|> with height 18 PLAN ACTIONS: Step 1: Move above <|gray|><|moon|> at <|16-6|> with height 30 Step 2: Lower to <|gray|><|moon|> at <|16-6|> with height 17 Step 3: Close gripper on <|gray|><|moon|> at <|16-6|> with height 17 Step 4: Lift <|gray|><|moon|> at <|16-6|> to height 30 Step 5: Move to <|teal|><|cube|> location at <|9-18|> with height 30 Step 6: Stack on top of <|teal|><|cube|> location at <|9-18|> with height 18 + 4 and open gripper
[{"blue-cube": [62, 79, 18]}, {"black-moon": [35, 32, 17]}, {"teal-cube": [75, 37, 18]}, {"gray-moon": [26, 67, 17]}, {"black-cube": [37, 68, 18]}]
Stack the gray moon on top of the teal cube
[ [ 26, 67, 30, 0, 60, 90, 1 ], [ 26, 67, 17, 0, 60, 90, 1 ], [ 26, 67, 17, 0, 60, 90, 0 ], [ 26, 67, 30, 0, 60, 90, 0 ], [ 75, 37, 30, 0, 60, 90, 0 ], [ 75, 37, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|blue|><|cube|>\": 18, \"<|black|><|moon|>\": 17, \"<|teal|><|cube|>\": 18, \"<|gray|><|moon|>\": 17, \"<|black|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the gray moon on top of the teal cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|black|><|moon|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|teal|><|cube|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|gray|><|moon|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|black|><|cube|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|blue|><|cube|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|moon|> found at <|16-6|> with height 17\nTarget Placement Location: <|teal|><|cube|> at <|9-18|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|moon|> at <|16-6|> with height 30\nStep 2: Lower to <|gray|><|moon|> at <|16-6|> with height 17\nStep 3: Close gripper on <|gray|><|moon|> at <|16-6|> with height 17\nStep 4: Lift <|gray|><|moon|> at <|16-6|> to height 30\nStep 5: Move to <|teal|><|cube|> location at <|9-18|> with height 30\nStep 6: Stack on top of <|teal|><|cube|> location at <|9-18|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [26, 67, 30, 0, 60, 90, 1]\nStep 2: [26, 67, 17, 0, 60, 90, 1]\nStep 3: [26, 67, 17, 0, 60, 90, 0]\nStep 4: [26, 67, 30, 0, 60, 90, 0]\nStep 5: [75, 37, 30, 0, 60, 90, 0]\nStep 6: [75, 37, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cylinder|>": ["<|5-20|>", 17]}]
[{"<|white|><|container|>": ["<|19-15|>", 18]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cylinder|> found at <|5-20|> with height 17 Target Placement Location: <|white|><|container|> at <|19-15|> with height 18 PLAN ACTIONS: Step 1: Move above <|yellow|><|cylinder|> at <|5-20|> with height 30 Step 2: Lower to <|yellow|><|cylinder|> at <|5-20|> with height 17 Step 3: Close gripper on <|yellow|><|cylinder|> at <|5-20|> with height 17 Step 4: Lift <|yellow|><|cylinder|> at <|5-20|> to height 30 Step 5: Move to <|white|><|container|> location at <|19-15|> with height 30 Step 6: Place inside <|white|><|container|> location at <|19-15|> with height 18 and open gripper
[{"purple-moon": [20, 73, 17]}, {"azure-moon": [51, 80, 17]}, {"white-triangular prism": [63, 78, 17]}, {"white-container": [61, 76, 18]}, {"gray-moon": [67, 87, 18]}, {"yellow-cylinder": [83, 23, 17]}, {"azure-star": [69, 88, 18]}]
Pick up the yellow cylinder and place it into the white container
[ [ 83, 23, 30, 0, 60, 90, 1 ], [ 83, 23, 17, 0, 60, 90, 1 ], [ 83, 23, 17, 0, 60, 90, 0 ], [ 83, 23, 30, 0, 60, 90, 0 ], [ 61, 76, 30, 0, 60, 90, 0 ], [ 61, 76, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|purple|><|moon|>\": 17, \"<|azure|><|moon|>\": 17, \"<|white|><|triangular prism|>\": 17, \"<|white|><|container|>\": 18, \"<|gray|><|moon|>\": 18, \"<|yellow|><|cylinder|>\": 17, \"<|azure|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow cylinder and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|yellow|><|cylinder|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|purple|><|moon|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|white|><|container|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|azure|><|moon|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|gray|><|moon|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|azure|><|star|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cylinder|> found at <|5-20|> with height 17\nTarget Placement Location: <|white|><|container|> at <|19-15|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cylinder|> at <|5-20|> with height 30\nStep 2: Lower to <|yellow|><|cylinder|> at <|5-20|> with height 17\nStep 3: Close gripper on <|yellow|><|cylinder|> at <|5-20|> with height 17\nStep 4: Lift <|yellow|><|cylinder|> at <|5-20|> to height 30\nStep 5: Move to <|white|><|container|> location at <|19-15|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|19-15|> with height 18 and open gripper\n\n</think>\n\nStep 1: [83, 23, 30, 0, 60, 90, 1]\nStep 2: [83, 23, 17, 0, 60, 90, 1]\nStep 3: [83, 23, 17, 0, 60, 90, 0]\nStep 4: [83, 23, 30, 0, 60, 90, 0]\nStep 5: [61, 76, 30, 0, 60, 90, 0]\nStep 6: [61, 76, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|triangular prism|>": ["<|5-21|>", 17]}]
[{"<|azure|><|container|>": ["<|18-21|>", 18]}]
LOCATE OBJECTS: Target Object: <|cyan|><|triangular prism|> found at <|5-21|> with height 17 Target Placement Location: <|azure|><|container|> at <|18-21|> with height 18 PLAN ACTIONS: Step 1: Move above <|cyan|><|triangular prism|> at <|5-21|> with height 30 Step 2: Lower to <|cyan|><|triangular prism|> at <|5-21|> with height 17 Step 3: Close gripper on <|cyan|><|triangular prism|> at <|5-21|> with height 17 Step 4: Lift <|cyan|><|triangular prism|> at <|5-21|> to height 30 Step 5: Move to <|azure|><|container|> location at <|18-21|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|18-21|> with height 18 and open gripper
[{"silver-moon": [65, 40, 18]}, {"silver-cube": [32, 36, 18]}, {"azure-container": [85, 75, 18]}, {"olive-cube": [75, 36, 18]}, {"cyan-triangular prism": [87, 21, 17]}]
Pick up the cyan triangular prism and place it into the azure container
[ [ 87, 21, 30, 0, 60, 90, 1 ], [ 87, 21, 17, 0, 60, 90, 1 ], [ 87, 21, 17, 0, 60, 90, 0 ], [ 87, 21, 30, 0, 60, 90, 0 ], [ 85, 75, 30, 0, 60, 90, 0 ], [ 85, 75, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|silver|><|moon|>\": 18, \"<|silver|><|cube|>\": 18, \"<|azure|><|container|>\": 18, \"<|olive|><|cube|>\": 18, \"<|cyan|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the cyan triangular prism and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|cyan|><|triangular prism|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|silver|><|cube|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|olive|><|cube|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|silver|><|moon|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|azure|><|container|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|cyan|><|triangular prism|> found at <|5-21|> with height 17\nTarget Placement Location: <|azure|><|container|> at <|18-21|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|triangular prism|> at <|5-21|> with height 30\nStep 2: Lower to <|cyan|><|triangular prism|> at <|5-21|> with height 17\nStep 3: Close gripper on <|cyan|><|triangular prism|> at <|5-21|> with height 17\nStep 4: Lift <|cyan|><|triangular prism|> at <|5-21|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|18-21|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|18-21|> with height 18 and open gripper\n\n</think>\n\nStep 1: [87, 21, 30, 0, 60, 90, 1]\nStep 2: [87, 21, 17, 0, 60, 90, 1]\nStep 3: [87, 21, 17, 0, 60, 90, 0]\nStep 4: [87, 21, 30, 0, 60, 90, 0]\nStep 5: [85, 75, 30, 0, 60, 90, 0]\nStep 6: [85, 75, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|star|>": ["<|9-20|>", 18]}]
[{"<|azure|><|moon|>": ["<|17-9|>", 17]}]
LOCATE OBJECTS: Target Object: <|teal|><|star|> found at <|9-20|> with height 18 Target Placement Location: <|azure|><|moon|> at <|17-9|> with height 17 PLAN ACTIONS: Step 1: Move above <|teal|><|star|> at <|9-20|> with height 30 Step 2: Lower to <|teal|><|star|> at <|9-20|> with height 18 Step 3: Close gripper on <|teal|><|star|> at <|9-20|> with height 18 Step 4: Lift <|teal|><|star|> at <|9-20|> to height 30 Step 5: Move to <|azure|><|moon|> location at <|17-9|> with height 30 Step 6: Stack on top of <|azure|><|moon|> location at <|17-9|> with height 17 + 4 and open gripper
[{"red-cube": [44, 57, 17]}, {"cyan-cube": [41, 83, 18]}, {"navy-star": [62, 45, 18]}, {"yellow-cylinder": [49, 47, 17]}, {"azure-moon": [37, 71, 17]}, {"teal-star": [81, 39, 18]}, {"yellow-moon": [53, 84, 17]}]
Stack the teal star on top of the azure moon
[ [ 81, 39, 30, 0, 60, 90, 1 ], [ 81, 39, 18, 0, 60, 90, 1 ], [ 81, 39, 18, 0, 60, 90, 0 ], [ 81, 39, 30, 0, 60, 90, 0 ], [ 37, 71, 30, 0, 60, 90, 0 ], [ 37, 71, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|cube|>\": 17, \"<|cyan|><|cube|>\": 18, \"<|navy|><|star|>\": 18, \"<|yellow|><|cylinder|>\": 17, \"<|azure|><|moon|>\": 17, \"<|teal|><|star|>\": 18, \"<|yellow|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal star on top of the azure moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|teal|><|star|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|yellow|><|cylinder|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|navy|><|star|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|red|><|cube|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|azure|><|moon|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|cyan|><|cube|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|yellow|><|moon|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|star|> found at <|9-20|> with height 18\nTarget Placement Location: <|azure|><|moon|> at <|17-9|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|star|> at <|9-20|> with height 30\nStep 2: Lower to <|teal|><|star|> at <|9-20|> with height 18\nStep 3: Close gripper on <|teal|><|star|> at <|9-20|> with height 18\nStep 4: Lift <|teal|><|star|> at <|9-20|> to height 30\nStep 5: Move to <|azure|><|moon|> location at <|17-9|> with height 30\nStep 6: Stack on top of <|azure|><|moon|> location at <|17-9|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [81, 39, 30, 0, 60, 90, 1]\nStep 2: [81, 39, 18, 0, 60, 90, 1]\nStep 3: [81, 39, 18, 0, 60, 90, 0]\nStep 4: [81, 39, 30, 0, 60, 90, 0]\nStep 5: [37, 71, 30, 0, 60, 90, 0]\nStep 6: [37, 71, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|triangular prism|>": ["<|12-21|>", 17]}]
[{"<|azure|><|container|>": ["<|6-6|>", 18]}]
LOCATE OBJECTS: Target Object: <|teal|><|triangular prism|> found at <|12-21|> with height 17 Target Placement Location: <|azure|><|container|> at <|6-6|> with height 18 PLAN ACTIONS: Step 1: Move above <|teal|><|triangular prism|> at <|12-21|> with height 30 Step 2: Lower to <|teal|><|triangular prism|> at <|12-21|> with height 17 Step 3: Close gripper on <|teal|><|triangular prism|> at <|12-21|> with height 17 Step 4: Lift <|teal|><|triangular prism|> at <|12-21|> to height 30 Step 5: Move to <|azure|><|container|> location at <|6-6|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|6-6|> with height 18 and open gripper
[{"olive-star": [56, 31, 18]}, {"magenta-cylinder": [89, 87, 17]}, {"yellow-moon": [51, 27, 17]}, {"azure-container": [25, 26, 18]}, {"olive-cylinder": [48, 52, 17]}, {"teal-triangular prism": [87, 50, 17]}]
Pick up the teal triangular prism and place it into the azure container
[ [ 87, 50, 30, 0, 60, 90, 1 ], [ 87, 50, 17, 0, 60, 90, 1 ], [ 87, 50, 17, 0, 60, 90, 0 ], [ 87, 50, 30, 0, 60, 90, 0 ], [ 25, 26, 30, 0, 60, 90, 0 ], [ 25, 26, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|olive|><|star|>\": 18, \"<|magenta|><|cylinder|>\": 17, \"<|yellow|><|moon|>\": 17, \"<|azure|><|container|>\": 18, \"<|olive|><|cylinder|>\": 17, \"<|teal|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the teal triangular prism and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|azure|><|container|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|yellow|><|moon|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|olive|><|star|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|teal|><|triangular prism|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|olive|><|cylinder|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|magenta|><|cylinder|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|triangular prism|> found at <|12-21|> with height 17\nTarget Placement Location: <|azure|><|container|> at <|6-6|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|triangular prism|> at <|12-21|> with height 30\nStep 2: Lower to <|teal|><|triangular prism|> at <|12-21|> with height 17\nStep 3: Close gripper on <|teal|><|triangular prism|> at <|12-21|> with height 17\nStep 4: Lift <|teal|><|triangular prism|> at <|12-21|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|6-6|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|6-6|> with height 18 and open gripper\n\n</think>\n\nStep 1: [87, 50, 30, 0, 60, 90, 1]\nStep 2: [87, 50, 17, 0, 60, 90, 1]\nStep 3: [87, 50, 17, 0, 60, 90, 0]\nStep 4: [87, 50, 30, 0, 60, 90, 0]\nStep 5: [25, 26, 30, 0, 60, 90, 0]\nStep 6: [25, 26, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|moon|>": ["<|10-13|>", 18]}]
[{"<|gray|><|triangular prism|>": ["<|16-10|>", 19]}]
LOCATE OBJECTS: Target Object: <|rose|><|moon|> found at <|10-13|> with height 18 Target Placement Location: <|gray|><|triangular prism|> at <|16-10|> with height 19 PLAN ACTIONS: Step 1: Move above <|rose|><|moon|> at <|10-13|> with height 30 Step 2: Lower to <|rose|><|moon|> at <|10-13|> with height 18 Step 3: Close gripper on <|rose|><|moon|> at <|10-13|> with height 18 Step 4: Lift <|rose|><|moon|> at <|10-13|> to height 30 Step 5: Move to <|gray|><|triangular prism|> location at <|16-10|> with height 30 Step 6: Stack on top of <|gray|><|triangular prism|> location at <|16-10|> with height 19 + 4 and open gripper
[{"rose-moon": [55, 40, 18]}, {"olive-moon": [25, 54, 17]}, {"gray-triangular prism": [42, 65, 19]}, {"azure-star": [55, 74, 17]}, {"lime-cube": [74, 21, 17]}, {"black-triangular prism": [38, 45, 18]}, {"silver-cube": [28, 56, 18]}]
Stack the rose moon on top of the gray triangular prism
[ [ 55, 40, 30, 0, 60, 90, 1 ], [ 55, 40, 18, 0, 60, 90, 1 ], [ 55, 40, 18, 0, 60, 90, 0 ], [ 55, 40, 30, 0, 60, 90, 0 ], [ 42, 65, 30, 0, 60, 90, 0 ], [ 42, 65, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|rose|><|moon|>\": 18, \"<|olive|><|moon|>\": 17, \"<|gray|><|triangular prism|>\": 19, \"<|azure|><|star|>\": 17, \"<|lime|><|cube|>\": 17, \"<|black|><|triangular prism|>\": 18, \"<|silver|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the rose moon on top of the gray triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|lime|><|cube|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|rose|><|moon|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|black|><|triangular prism|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|olive|><|moon|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|silver|><|cube|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|gray|><|triangular prism|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|azure|><|star|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|moon|> found at <|10-13|> with height 18\nTarget Placement Location: <|gray|><|triangular prism|> at <|16-10|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|10-13|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|10-13|> with height 18\nStep 3: Close gripper on <|rose|><|moon|> at <|10-13|> with height 18\nStep 4: Lift <|rose|><|moon|> at <|10-13|> to height 30\nStep 5: Move to <|gray|><|triangular prism|> location at <|16-10|> with height 30\nStep 6: Stack on top of <|gray|><|triangular prism|> location at <|16-10|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [55, 40, 30, 0, 60, 90, 1]\nStep 2: [55, 40, 18, 0, 60, 90, 1]\nStep 3: [55, 40, 18, 0, 60, 90, 0]\nStep 4: [55, 40, 30, 0, 60, 90, 0]\nStep 5: [42, 65, 30, 0, 60, 90, 0]\nStep 6: [42, 65, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|cube|>": ["<|7-14|>", 18]}]
[{"<|rose|><|container|>": ["<|16-15|>", 19]}]
LOCATE OBJECTS: Target Object: <|navy|><|cube|> found at <|7-14|> with height 18 Target Placement Location: <|rose|><|container|> at <|16-15|> with height 19 PLAN ACTIONS: Step 1: Move above <|navy|><|cube|> at <|7-14|> with height 30 Step 2: Lower to <|navy|><|cube|> at <|7-14|> with height 18 Step 3: Close gripper on <|navy|><|cube|> at <|7-14|> with height 18 Step 4: Lift <|navy|><|cube|> at <|7-14|> to height 30 Step 5: Move to <|rose|><|container|> location at <|16-15|> with height 30 Step 6: Place inside <|rose|><|container|> location at <|16-15|> with height 19 and open gripper
[{"navy-cube": [58, 28, 18]}, {"rose-container": [60, 67, 19]}, {"white-cylinder": [79, 55, 17]}, {"purple-moon": [44, 30, 18]}, {"green-triangular prism": [49, 83, 18]}, {"red-moon": [43, 81, 18]}]
Pick up the navy cube and place it into the rose container
[ [ 58, 28, 30, 0, 60, 90, 1 ], [ 58, 28, 18, 0, 60, 90, 1 ], [ 58, 28, 18, 0, 60, 90, 0 ], [ 58, 28, 30, 0, 60, 90, 0 ], [ 60, 67, 30, 0, 60, 90, 0 ], [ 60, 67, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|cube|>\": 18, \"<|rose|><|container|>\": 19, \"<|white|><|cylinder|>\": 17, \"<|purple|><|moon|>\": 18, \"<|green|><|triangular prism|>\": 18, \"<|red|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy cube and place it into the rose container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|purple|><|moon|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|navy|><|cube|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|white|><|cylinder|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|rose|><|container|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|red|><|moon|><|20-11|><|empty|><|20-12|><|green|><|triangular prism|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cube|> found at <|7-14|> with height 18\nTarget Placement Location: <|rose|><|container|> at <|16-15|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cube|> at <|7-14|> with height 30\nStep 2: Lower to <|navy|><|cube|> at <|7-14|> with height 18\nStep 3: Close gripper on <|navy|><|cube|> at <|7-14|> with height 18\nStep 4: Lift <|navy|><|cube|> at <|7-14|> to height 30\nStep 5: Move to <|rose|><|container|> location at <|16-15|> with height 30\nStep 6: Place inside <|rose|><|container|> location at <|16-15|> with height 19 and open gripper\n\n</think>\n\nStep 1: [58, 28, 30, 0, 60, 90, 1]\nStep 2: [58, 28, 18, 0, 60, 90, 1]\nStep 3: [58, 28, 18, 0, 60, 90, 0]\nStep 4: [58, 28, 30, 0, 60, 90, 0]\nStep 5: [60, 67, 30, 0, 60, 90, 0]\nStep 6: [60, 67, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|triangular prism|>": ["<|8-18|>", 17]}]
[{"<|maroon|><|container|>": ["<|21-9|>", 17]}]
LOCATE OBJECTS: Target Object: <|purple|><|triangular prism|> found at <|8-18|> with height 17 Target Placement Location: <|maroon|><|container|> at <|21-9|> with height 17 PLAN ACTIONS: Step 1: Move above <|purple|><|triangular prism|> at <|8-18|> with height 30 Step 2: Lower to <|purple|><|triangular prism|> at <|8-18|> with height 17 Step 3: Close gripper on <|purple|><|triangular prism|> at <|8-18|> with height 17 Step 4: Lift <|purple|><|triangular prism|> at <|8-18|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|21-9|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|21-9|> with height 17 and open gripper
[{"azure-cylinder": [49, 62, 17]}, {"silver-cube": [70, 35, 18]}, {"white-cube": [67, 57, 17]}, {"maroon-container": [37, 85, 17]}, {"maroon-star": [85, 35, 17]}, {"purple-triangular prism": [74, 34, 17]}]
Pick up the purple triangular prism and place it into the maroon container
[ [ 74, 34, 30, 0, 60, 90, 1 ], [ 74, 34, 17, 0, 60, 90, 1 ], [ 74, 34, 17, 0, 60, 90, 0 ], [ 74, 34, 30, 0, 60, 90, 0 ], [ 37, 85, 30, 0, 60, 90, 0 ], [ 37, 85, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|azure|><|cylinder|>\": 17, \"<|silver|><|cube|>\": 18, \"<|white|><|cube|>\": 17, \"<|maroon|><|container|>\": 17, \"<|maroon|><|star|>\": 17, \"<|purple|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the purple triangular prism and place it into the maroon container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|silver|><|cube|><|8-18|><|purple|><|triangular prism|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|maroon|><|star|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|white|><|cube|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|azure|><|cylinder|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|maroon|><|container|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|triangular prism|> found at <|8-18|> with height 17\nTarget Placement Location: <|maroon|><|container|> at <|21-9|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|triangular prism|> at <|8-18|> with height 30\nStep 2: Lower to <|purple|><|triangular prism|> at <|8-18|> with height 17\nStep 3: Close gripper on <|purple|><|triangular prism|> at <|8-18|> with height 17\nStep 4: Lift <|purple|><|triangular prism|> at <|8-18|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|21-9|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|21-9|> with height 17 and open gripper\n\n</think>\n\nStep 1: [74, 34, 30, 0, 60, 90, 1]\nStep 2: [74, 34, 17, 0, 60, 90, 1]\nStep 3: [74, 34, 17, 0, 60, 90, 0]\nStep 4: [74, 34, 30, 0, 60, 90, 0]\nStep 5: [37, 85, 30, 0, 60, 90, 0]\nStep 6: [37, 85, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|star|>": ["<|7-7|>", 18]}]
[{"<|olive|><|moon|>": ["<|17-15|>", 18]}]
LOCATE OBJECTS: Target Object: <|maroon|><|star|> found at <|7-7|> with height 18 Target Placement Location: <|olive|><|moon|> at <|17-15|> with height 18 PLAN ACTIONS: Step 1: Move above <|maroon|><|star|> at <|7-7|> with height 30 Step 2: Lower to <|maroon|><|star|> at <|7-7|> with height 18 Step 3: Close gripper on <|maroon|><|star|> at <|7-7|> with height 18 Step 4: Lift <|maroon|><|star|> at <|7-7|> to height 30 Step 5: Move to <|olive|><|moon|> location at <|17-15|> with height 30 Step 6: Stack on top of <|olive|><|moon|> location at <|17-15|> with height 18 + 4 and open gripper
[{"blue-triangular prism": [41, 77, 18]}, {"azure-cylinder": [52, 74, 18]}, {"teal-cube": [85, 44, 17]}, {"maroon-star": [30, 31, 18]}, {"white-moon": [44, 36, 17]}, {"olive-moon": [60, 69, 18]}]
Stack the maroon star on top of the olive moon
[ [ 30, 31, 30, 0, 60, 90, 1 ], [ 30, 31, 18, 0, 60, 90, 1 ], [ 30, 31, 18, 0, 60, 90, 0 ], [ 30, 31, 30, 0, 60, 90, 0 ], [ 60, 69, 30, 0, 60, 90, 0 ], [ 60, 69, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|blue|><|triangular prism|>\": 18, \"<|azure|><|cylinder|>\": 18, \"<|teal|><|cube|>\": 17, \"<|maroon|><|star|>\": 18, \"<|white|><|moon|>\": 17, \"<|olive|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon star on top of the olive moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|maroon|><|star|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|white|><|moon|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|teal|><|cube|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|olive|><|moon|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|azure|><|cylinder|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|blue|><|triangular prism|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|star|> found at <|7-7|> with height 18\nTarget Placement Location: <|olive|><|moon|> at <|17-15|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|star|> at <|7-7|> with height 30\nStep 2: Lower to <|maroon|><|star|> at <|7-7|> with height 18\nStep 3: Close gripper on <|maroon|><|star|> at <|7-7|> with height 18\nStep 4: Lift <|maroon|><|star|> at <|7-7|> to height 30\nStep 5: Move to <|olive|><|moon|> location at <|17-15|> with height 30\nStep 6: Stack on top of <|olive|><|moon|> location at <|17-15|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [30, 31, 30, 0, 60, 90, 1]\nStep 2: [30, 31, 18, 0, 60, 90, 1]\nStep 3: [30, 31, 18, 0, 60, 90, 0]\nStep 4: [30, 31, 30, 0, 60, 90, 0]\nStep 5: [60, 69, 30, 0, 60, 90, 0]\nStep 6: [60, 69, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|azure|><|star|>": ["<|11-20|>", 18]}]
[{"<|rose|><|cube|>": ["<|3-3|>", 17]}]
LOCATE OBJECTS: Target Object: <|azure|><|star|> found at <|11-20|> with height 18 Target Placement Location: <|rose|><|cube|> at <|3-3|> with height 17 PLAN ACTIONS: Step 1: Move above <|azure|><|star|> at <|11-20|> with height 30 Step 2: Lower to <|azure|><|star|> at <|11-20|> with height 18 Step 3: Close gripper on <|azure|><|star|> at <|11-20|> with height 18 Step 4: Lift <|azure|><|star|> at <|11-20|> to height 30 Step 5: Move to <|rose|><|cube|> location at <|3-3|> with height 30 Step 6: Stack on top of <|rose|><|cube|> location at <|3-3|> with height 17 + 4 and open gripper
[{"red-cylinder": [85, 26, 17]}, {"silver-triangular prism": [85, 69, 17]}, {"green-moon": [90, 90, 17]}, {"green-triangular prism": [60, 88, 18]}, {"black-triangular prism": [39, 53, 17]}, {"rose-cube": [15, 13, 17]}, {"azure-star": [82, 46, 18]}]
Stack the azure star on top of the rose cube
[ [ 82, 46, 30, 0, 60, 90, 1 ], [ 82, 46, 18, 0, 60, 90, 1 ], [ 82, 46, 18, 0, 60, 90, 0 ], [ 82, 46, 30, 0, 60, 90, 0 ], [ 15, 13, 30, 0, 60, 90, 0 ], [ 15, 13, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|cylinder|>\": 17, \"<|silver|><|triangular prism|>\": 17, \"<|green|><|moon|>\": 17, \"<|green|><|triangular prism|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|rose|><|cube|>\": 17, \"<|azure|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the azure star on top of the rose cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|rose|><|cube|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|red|><|cylinder|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|azure|><|star|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|black|><|triangular prism|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|silver|><|triangular prism|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|green|><|triangular prism|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|green|><|moon|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|azure|><|star|> found at <|11-20|> with height 18\nTarget Placement Location: <|rose|><|cube|> at <|3-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|star|> at <|11-20|> with height 30\nStep 2: Lower to <|azure|><|star|> at <|11-20|> with height 18\nStep 3: Close gripper on <|azure|><|star|> at <|11-20|> with height 18\nStep 4: Lift <|azure|><|star|> at <|11-20|> to height 30\nStep 5: Move to <|rose|><|cube|> location at <|3-3|> with height 30\nStep 6: Stack on top of <|rose|><|cube|> location at <|3-3|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [82, 46, 30, 0, 60, 90, 1]\nStep 2: [82, 46, 18, 0, 60, 90, 1]\nStep 3: [82, 46, 18, 0, 60, 90, 0]\nStep 4: [82, 46, 30, 0, 60, 90, 0]\nStep 5: [15, 13, 30, 0, 60, 90, 0]\nStep 6: [15, 13, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|cube|>": ["<|18-21|>", 17]}]
[{"<|magenta|><|triangular prism|>": ["<|21-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|white|><|cube|> found at <|18-21|> with height 17 Target Placement Location: <|magenta|><|triangular prism|> at <|21-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|white|><|cube|> at <|18-21|> with height 30 Step 2: Lower to <|white|><|cube|> at <|18-21|> with height 17 Step 3: Close gripper on <|white|><|cube|> at <|18-21|> with height 17 Step 4: Lift <|white|><|cube|> at <|18-21|> to height 30 Step 5: Move to <|magenta|><|triangular prism|> location at <|21-16|> with height 30 Step 6: Stack on top of <|magenta|><|triangular prism|> location at <|21-16|> with height 18 + 4 and open gripper
[{"teal-cube": [32, 89, 17]}, {"white-cube": [87, 74, 17]}, {"white-star": [53, 87, 18]}, {"olive-cylinder": [42, 84, 18]}, {"green-cube": [25, 73, 18]}, {"azure-triangular prism": [28, 28, 18]}, {"magenta-triangular prism": [67, 85, 18]}]
Stack the white cube on top of the magenta triangular prism
[ [ 87, 74, 30, 0, 60, 90, 1 ], [ 87, 74, 17, 0, 60, 90, 1 ], [ 87, 74, 17, 0, 60, 90, 0 ], [ 87, 74, 30, 0, 60, 90, 0 ], [ 67, 85, 30, 0, 60, 90, 0 ], [ 67, 85, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|teal|><|cube|>\": 17, \"<|white|><|cube|>\": 17, \"<|white|><|star|>\": 18, \"<|olive|><|cylinder|>\": 18, \"<|green|><|cube|>\": 18, \"<|azure|><|triangular prism|>\": 18, \"<|magenta|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the white cube on top of the magenta triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|azure|><|triangular prism|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|green|><|cube|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|white|><|cube|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|olive|><|cylinder|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|white|><|star|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|magenta|><|triangular prism|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|teal|><|cube|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|cube|> found at <|18-21|> with height 17\nTarget Placement Location: <|magenta|><|triangular prism|> at <|21-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cube|> at <|18-21|> with height 30\nStep 2: Lower to <|white|><|cube|> at <|18-21|> with height 17\nStep 3: Close gripper on <|white|><|cube|> at <|18-21|> with height 17\nStep 4: Lift <|white|><|cube|> at <|18-21|> to height 30\nStep 5: Move to <|magenta|><|triangular prism|> location at <|21-16|> with height 30\nStep 6: Stack on top of <|magenta|><|triangular prism|> location at <|21-16|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [87, 74, 30, 0, 60, 90, 1]\nStep 2: [87, 74, 17, 0, 60, 90, 1]\nStep 3: [87, 74, 17, 0, 60, 90, 0]\nStep 4: [87, 74, 30, 0, 60, 90, 0]\nStep 5: [67, 85, 30, 0, 60, 90, 0]\nStep 6: [67, 85, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|cube|>": ["<|22-6|>", 18]}]
[{"<|black|><|container|>": ["<|9-15|>", 18]}]
LOCATE OBJECTS: Target Object: <|teal|><|cube|> found at <|22-6|> with height 18 Target Placement Location: <|black|><|container|> at <|9-15|> with height 18 PLAN ACTIONS: Step 1: Move above <|teal|><|cube|> at <|22-6|> with height 30 Step 2: Lower to <|teal|><|cube|> at <|22-6|> with height 18 Step 3: Close gripper on <|teal|><|cube|> at <|22-6|> with height 18 Step 4: Lift <|teal|><|cube|> at <|22-6|> to height 30 Step 5: Move to <|black|><|container|> location at <|9-15|> with height 30 Step 6: Place inside <|black|><|container|> location at <|9-15|> with height 18 and open gripper
[{"black-container": [62, 38, 18]}, {"teal-cube": [25, 88, 18]}, {"blue-cube": [74, 45, 18]}, {"blue-cylinder": [90, 34, 17]}, {"blue-star": [35, 85, 17]}, {"magenta-triangular prism": [53, 25, 18]}]
Pick up the teal cube and place it into the black container
[ [ 25, 88, 30, 0, 60, 90, 1 ], [ 25, 88, 18, 0, 60, 90, 1 ], [ 25, 88, 18, 0, 60, 90, 0 ], [ 25, 88, 30, 0, 60, 90, 0 ], [ 62, 38, 30, 0, 60, 90, 0 ], [ 62, 38, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|black|><|container|>\": 18, \"<|teal|><|cube|>\": 18, \"<|blue|><|cube|>\": 18, \"<|blue|><|cylinder|>\": 17, \"<|blue|><|star|>\": 17, \"<|magenta|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the teal cube and place it into the black container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|magenta|><|triangular prism|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|blue|><|cylinder|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|black|><|container|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|blue|><|cube|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|blue|><|star|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|teal|><|cube|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|cube|> found at <|22-6|> with height 18\nTarget Placement Location: <|black|><|container|> at <|9-15|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cube|> at <|22-6|> with height 30\nStep 2: Lower to <|teal|><|cube|> at <|22-6|> with height 18\nStep 3: Close gripper on <|teal|><|cube|> at <|22-6|> with height 18\nStep 4: Lift <|teal|><|cube|> at <|22-6|> to height 30\nStep 5: Move to <|black|><|container|> location at <|9-15|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|9-15|> with height 18 and open gripper\n\n</think>\n\nStep 1: [25, 88, 30, 0, 60, 90, 1]\nStep 2: [25, 88, 18, 0, 60, 90, 1]\nStep 3: [25, 88, 18, 0, 60, 90, 0]\nStep 4: [25, 88, 30, 0, 60, 90, 0]\nStep 5: [62, 38, 30, 0, 60, 90, 0]\nStep 6: [62, 38, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|star|>": ["<|16-21|>", 17]}]
[{"<|olive|><|cube|>": ["<|7-17|>", 19]}]
LOCATE OBJECTS: Target Object: <|maroon|><|star|> found at <|16-21|> with height 17 Target Placement Location: <|olive|><|cube|> at <|7-17|> with height 19 PLAN ACTIONS: Step 1: Move above <|maroon|><|star|> at <|16-21|> with height 30 Step 2: Lower to <|maroon|><|star|> at <|16-21|> with height 17 Step 3: Close gripper on <|maroon|><|star|> at <|16-21|> with height 17 Step 4: Lift <|maroon|><|star|> at <|16-21|> to height 30 Step 5: Move to <|olive|><|cube|> location at <|7-17|> with height 30 Step 6: Stack on top of <|olive|><|cube|> location at <|7-17|> with height 19 + 4 and open gripper
[{"rose-triangular prism": [62, 78, 18]}, {"white-cylinder": [88, 60, 18]}, {"maroon-triangular prism": [57, 20, 17]}, {"navy-moon": [22, 68, 18]}, {"maroon-star": [84, 67, 17]}, {"olive-cube": [68, 29, 19]}]
Stack the maroon star on top of the olive cube
[ [ 84, 67, 30, 0, 60, 90, 1 ], [ 84, 67, 17, 0, 60, 90, 1 ], [ 84, 67, 17, 0, 60, 90, 0 ], [ 84, 67, 30, 0, 60, 90, 0 ], [ 68, 29, 30, 0, 60, 90, 0 ], [ 68, 29, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|rose|><|triangular prism|>\": 18, \"<|white|><|cylinder|>\": 18, \"<|maroon|><|triangular prism|>\": 17, \"<|navy|><|moon|>\": 18, \"<|maroon|><|star|>\": 17, \"<|olive|><|cube|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon star on top of the olive cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|maroon|><|triangular prism|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|olive|><|cube|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|white|><|cylinder|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|maroon|><|star|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|navy|><|moon|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|rose|><|triangular prism|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|star|> found at <|16-21|> with height 17\nTarget Placement Location: <|olive|><|cube|> at <|7-17|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|star|> at <|16-21|> with height 30\nStep 2: Lower to <|maroon|><|star|> at <|16-21|> with height 17\nStep 3: Close gripper on <|maroon|><|star|> at <|16-21|> with height 17\nStep 4: Lift <|maroon|><|star|> at <|16-21|> to height 30\nStep 5: Move to <|olive|><|cube|> location at <|7-17|> with height 30\nStep 6: Stack on top of <|olive|><|cube|> location at <|7-17|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [84, 67, 30, 0, 60, 90, 1]\nStep 2: [84, 67, 17, 0, 60, 90, 1]\nStep 3: [84, 67, 17, 0, 60, 90, 0]\nStep 4: [84, 67, 30, 0, 60, 90, 0]\nStep 5: [68, 29, 30, 0, 60, 90, 0]\nStep 6: [68, 29, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|star|>": ["<|16-21|>", 17]}]
[{"<|navy|><|moon|>": ["<|22-20|>", 18]}]
LOCATE OBJECTS: Target Object: <|green|><|star|> found at <|16-21|> with height 17 Target Placement Location: <|navy|><|moon|> at <|22-20|> with height 18 PLAN ACTIONS: Step 1: Move above <|green|><|star|> at <|16-21|> with height 30 Step 2: Lower to <|green|><|star|> at <|16-21|> with height 17 Step 3: Close gripper on <|green|><|star|> at <|16-21|> with height 17 Step 4: Lift <|green|><|star|> at <|16-21|> to height 30 Step 5: Move to <|navy|><|moon|> location at <|22-20|> with height 30 Step 6: Stack on top of <|navy|><|moon|> location at <|22-20|> with height 18 + 4 and open gripper
[{"navy-moon": [80, 88, 18]}, {"red-moon": [53, 79, 18]}, {"green-star": [86, 67, 17]}, {"green-cube": [20, 24, 17]}, {"purple-cube": [75, 46, 17]}]
Stack the green star on top of the navy moon
[ [ 86, 67, 30, 0, 60, 90, 1 ], [ 86, 67, 17, 0, 60, 90, 1 ], [ 86, 67, 17, 0, 60, 90, 0 ], [ 86, 67, 30, 0, 60, 90, 0 ], [ 80, 88, 30, 0, 60, 90, 0 ], [ 80, 88, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|moon|>\": 18, \"<|red|><|moon|>\": 18, \"<|green|><|star|>\": 17, \"<|green|><|cube|>\": 17, \"<|purple|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the green star on top of the navy moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|green|><|cube|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|purple|><|cube|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|green|><|star|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|red|><|moon|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|navy|><|moon|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|star|> found at <|16-21|> with height 17\nTarget Placement Location: <|navy|><|moon|> at <|22-20|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|green|><|star|> at <|16-21|> with height 30\nStep 2: Lower to <|green|><|star|> at <|16-21|> with height 17\nStep 3: Close gripper on <|green|><|star|> at <|16-21|> with height 17\nStep 4: Lift <|green|><|star|> at <|16-21|> to height 30\nStep 5: Move to <|navy|><|moon|> location at <|22-20|> with height 30\nStep 6: Stack on top of <|navy|><|moon|> location at <|22-20|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [86, 67, 30, 0, 60, 90, 1]\nStep 2: [86, 67, 17, 0, 60, 90, 1]\nStep 3: [86, 67, 17, 0, 60, 90, 0]\nStep 4: [86, 67, 30, 0, 60, 90, 0]\nStep 5: [80, 88, 30, 0, 60, 90, 0]\nStep 6: [80, 88, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|8-13|>", 18]}]
[{"<|lime|><|star|>": ["<|7-4|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|8-13|> with height 18 Target Placement Location: <|lime|><|star|> at <|7-4|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|8-13|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|8-13|> with height 18 Step 3: Close gripper on <|yellow|><|cube|> at <|8-13|> with height 18 Step 4: Lift <|yellow|><|cube|> at <|8-13|> to height 30 Step 5: Move to <|lime|><|star|> location at <|7-4|> with height 30 Step 6: Stack on top of <|lime|><|star|> location at <|7-4|> with height 17 + 4 and open gripper
[{"purple-cube": [82, 88, 17]}, {"teal-cylinder": [87, 52, 18]}, {"cyan-cylinder": [78, 57, 18]}, {"rose-moon": [61, 53, 17]}, {"yellow-cube": [54, 32, 18]}, {"lime-star": [18, 29, 17]}]
Stack the yellow cube on top of the lime star
[ [ 54, 32, 30, 0, 60, 90, 1 ], [ 54, 32, 18, 0, 60, 90, 1 ], [ 54, 32, 18, 0, 60, 90, 0 ], [ 54, 32, 30, 0, 60, 90, 0 ], [ 18, 29, 30, 0, 60, 90, 0 ], [ 18, 29, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|purple|><|cube|>\": 17, \"<|teal|><|cylinder|>\": 18, \"<|cyan|><|cylinder|>\": 18, \"<|rose|><|moon|>\": 17, \"<|yellow|><|cube|>\": 18, \"<|lime|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow cube on top of the lime star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|lime|><|star|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|yellow|><|cube|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|rose|><|moon|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|teal|><|cylinder|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|cyan|><|cylinder|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|purple|><|cube|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|8-13|> with height 18\nTarget Placement Location: <|lime|><|star|> at <|7-4|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|8-13|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|8-13|> with height 18\nStep 3: Close gripper on <|yellow|><|cube|> at <|8-13|> with height 18\nStep 4: Lift <|yellow|><|cube|> at <|8-13|> to height 30\nStep 5: Move to <|lime|><|star|> location at <|7-4|> with height 30\nStep 6: Stack on top of <|lime|><|star|> location at <|7-4|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [54, 32, 30, 0, 60, 90, 1]\nStep 2: [54, 32, 18, 0, 60, 90, 1]\nStep 3: [54, 32, 18, 0, 60, 90, 0]\nStep 4: [54, 32, 30, 0, 60, 90, 0]\nStep 5: [18, 29, 30, 0, 60, 90, 0]\nStep 6: [18, 29, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|moon|>": ["<|19-10|>", 17]}]
[{"<|silver|><|container|>": ["<|15-21|>", 17]}]
LOCATE OBJECTS: Target Object: <|black|><|moon|> found at <|19-10|> with height 17 Target Placement Location: <|silver|><|container|> at <|15-21|> with height 17 PLAN ACTIONS: Step 1: Move above <|black|><|moon|> at <|19-10|> with height 30 Step 2: Lower to <|black|><|moon|> at <|19-10|> with height 17 Step 3: Close gripper on <|black|><|moon|> at <|19-10|> with height 17 Step 4: Lift <|black|><|moon|> at <|19-10|> to height 30 Step 5: Move to <|silver|><|container|> location at <|15-21|> with height 30 Step 6: Place inside <|silver|><|container|> location at <|15-21|> with height 17 and open gripper
[{"gray-cylinder": [71, 38, 17]}, {"olive-cube": [21, 66, 18]}, {"lime-cylinder": [49, 89, 18]}, {"azure-cube": [81, 59, 18]}, {"red-cylinder": [48, 31, 18]}, {"silver-container": [84, 61, 17]}, {"black-moon": [42, 77, 17]}]
Pick up the black moon and place it into the silver container
[ [ 42, 77, 30, 0, 60, 90, 1 ], [ 42, 77, 17, 0, 60, 90, 1 ], [ 42, 77, 17, 0, 60, 90, 0 ], [ 42, 77, 30, 0, 60, 90, 0 ], [ 84, 61, 30, 0, 60, 90, 0 ], [ 84, 61, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|gray|><|cylinder|>\": 17, \"<|olive|><|cube|>\": 18, \"<|lime|><|cylinder|>\": 18, \"<|azure|><|cube|>\": 18, \"<|red|><|cylinder|>\": 18, \"<|silver|><|container|>\": 17, \"<|black|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the black moon and place it into the silver container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|red|><|cylinder|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|gray|><|cylinder|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|azure|><|cube|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|silver|><|container|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|olive|><|cube|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|black|><|moon|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|lime|><|cylinder|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|moon|> found at <|19-10|> with height 17\nTarget Placement Location: <|silver|><|container|> at <|15-21|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|black|><|moon|> at <|19-10|> with height 30\nStep 2: Lower to <|black|><|moon|> at <|19-10|> with height 17\nStep 3: Close gripper on <|black|><|moon|> at <|19-10|> with height 17\nStep 4: Lift <|black|><|moon|> at <|19-10|> to height 30\nStep 5: Move to <|silver|><|container|> location at <|15-21|> with height 30\nStep 6: Place inside <|silver|><|container|> location at <|15-21|> with height 17 and open gripper\n\n</think>\n\nStep 1: [42, 77, 30, 0, 60, 90, 1]\nStep 2: [42, 77, 17, 0, 60, 90, 1]\nStep 3: [42, 77, 17, 0, 60, 90, 0]\nStep 4: [42, 77, 30, 0, 60, 90, 0]\nStep 5: [84, 61, 30, 0, 60, 90, 0]\nStep 6: [84, 61, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|moon|>": ["<|15-12|>", 17]}]
[{"<|green|><|container|>": ["<|10-19|>", 17]}]
LOCATE OBJECTS: Target Object: <|white|><|moon|> found at <|15-12|> with height 17 Target Placement Location: <|green|><|container|> at <|10-19|> with height 17 PLAN ACTIONS: Step 1: Move above <|white|><|moon|> at <|15-12|> with height 30 Step 2: Lower to <|white|><|moon|> at <|15-12|> with height 17 Step 3: Close gripper on <|white|><|moon|> at <|15-12|> with height 17 Step 4: Lift <|white|><|moon|> at <|15-12|> to height 30 Step 5: Move to <|green|><|container|> location at <|10-19|> with height 30 Step 6: Place inside <|green|><|container|> location at <|10-19|> with height 17 and open gripper
[{"navy-cylinder": [33, 29, 18]}, {"green-container": [79, 43, 17]}, {"red-cylinder": [60, 29, 17]}, {"green-cylinder": [65, 73, 17]}, {"white-triangular prism": [24, 65, 18]}, {"white-moon": [50, 62, 17]}, {"cyan-moon": [20, 31, 17]}]
Pick up the white moon and place it into the green container
[ [ 50, 62, 30, 0, 60, 90, 1 ], [ 50, 62, 17, 0, 60, 90, 1 ], [ 50, 62, 17, 0, 60, 90, 0 ], [ 50, 62, 30, 0, 60, 90, 0 ], [ 79, 43, 30, 0, 60, 90, 0 ], [ 79, 43, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|cylinder|>\": 18, \"<|green|><|container|>\": 17, \"<|red|><|cylinder|>\": 17, \"<|green|><|cylinder|>\": 17, \"<|white|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 17, \"<|cyan|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the white moon and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|cyan|><|moon|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|navy|><|cylinder|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|red|><|cylinder|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|green|><|container|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|white|><|moon|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|white|><|triangular prism|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|green|><|cylinder|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|moon|> found at <|15-12|> with height 17\nTarget Placement Location: <|green|><|container|> at <|10-19|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|white|><|moon|> at <|15-12|> with height 30\nStep 2: Lower to <|white|><|moon|> at <|15-12|> with height 17\nStep 3: Close gripper on <|white|><|moon|> at <|15-12|> with height 17\nStep 4: Lift <|white|><|moon|> at <|15-12|> to height 30\nStep 5: Move to <|green|><|container|> location at <|10-19|> with height 30\nStep 6: Place inside <|green|><|container|> location at <|10-19|> with height 17 and open gripper\n\n</think>\n\nStep 1: [50, 62, 30, 0, 60, 90, 1]\nStep 2: [50, 62, 17, 0, 60, 90, 1]\nStep 3: [50, 62, 17, 0, 60, 90, 0]\nStep 4: [50, 62, 30, 0, 60, 90, 0]\nStep 5: [79, 43, 30, 0, 60, 90, 0]\nStep 6: [79, 43, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|triangular prism|>": ["<|16-14|>", 17]}]
[{"<|violet|><|moon|>": ["<|19-19|>", 19]}]
LOCATE OBJECTS: Target Object: <|black|><|triangular prism|> found at <|16-14|> with height 17 Target Placement Location: <|violet|><|moon|> at <|19-19|> with height 19 PLAN ACTIONS: Step 1: Move above <|black|><|triangular prism|> at <|16-14|> with height 30 Step 2: Lower to <|black|><|triangular prism|> at <|16-14|> with height 17 Step 3: Close gripper on <|black|><|triangular prism|> at <|16-14|> with height 17 Step 4: Lift <|black|><|triangular prism|> at <|16-14|> to height 30 Step 5: Move to <|violet|><|moon|> location at <|19-19|> with height 30 Step 6: Stack on top of <|violet|><|moon|> location at <|19-19|> with height 19 + 4 and open gripper
[{"violet-moon": [76, 77, 19]}, {"magenta-star": [78, 21, 17]}, {"teal-triangular prism": [20, 70, 18]}, {"black-triangular prism": [56, 66, 17]}, {"rose-cube": [65, 43, 17]}, {"red-cube": [42, 82, 17]}, {"lime-star": [67, 59, 17]}]
Stack the black triangular prism on top of the violet moon
[ [ 56, 66, 30, 0, 60, 90, 1 ], [ 56, 66, 17, 0, 60, 90, 1 ], [ 56, 66, 17, 0, 60, 90, 0 ], [ 56, 66, 30, 0, 60, 90, 0 ], [ 76, 77, 30, 0, 60, 90, 0 ], [ 76, 77, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|violet|><|moon|>\": 19, \"<|magenta|><|star|>\": 17, \"<|teal|><|triangular prism|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|rose|><|cube|>\": 17, \"<|red|><|cube|>\": 17, \"<|lime|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black triangular prism on top of the violet moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|magenta|><|star|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|rose|><|cube|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|lime|><|star|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|black|><|triangular prism|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|teal|><|triangular prism|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|violet|><|moon|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|red|><|cube|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|triangular prism|> found at <|16-14|> with height 17\nTarget Placement Location: <|violet|><|moon|> at <|19-19|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|triangular prism|> at <|16-14|> with height 30\nStep 2: Lower to <|black|><|triangular prism|> at <|16-14|> with height 17\nStep 3: Close gripper on <|black|><|triangular prism|> at <|16-14|> with height 17\nStep 4: Lift <|black|><|triangular prism|> at <|16-14|> to height 30\nStep 5: Move to <|violet|><|moon|> location at <|19-19|> with height 30\nStep 6: Stack on top of <|violet|><|moon|> location at <|19-19|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [56, 66, 30, 0, 60, 90, 1]\nStep 2: [56, 66, 17, 0, 60, 90, 1]\nStep 3: [56, 66, 17, 0, 60, 90, 0]\nStep 4: [56, 66, 30, 0, 60, 90, 0]\nStep 5: [76, 77, 30, 0, 60, 90, 0]\nStep 6: [76, 77, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|star|>": ["<|6-16|>", 17]}]
[{"<|white|><|star|>": ["<|22-6|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|star|> found at <|6-16|> with height 17 Target Placement Location: <|white|><|star|> at <|22-6|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|star|> at <|6-16|> with height 30 Step 2: Lower to <|yellow|><|star|> at <|6-16|> with height 17 Step 3: Close gripper on <|yellow|><|star|> at <|6-16|> with height 17 Step 4: Lift <|yellow|><|star|> at <|6-16|> to height 30 Step 5: Move to <|white|><|star|> location at <|22-6|> with height 30 Step 6: Stack on top of <|white|><|star|> location at <|22-6|> with height 17 + 4 and open gripper
[{"white-star": [25, 89, 17]}, {"teal-cube": [32, 77, 17]}, {"yellow-star": [66, 26, 17]}, {"green-cube": [22, 20, 18]}, {"lime-star": [26, 37, 18]}, {"blue-cylinder": [69, 78, 18]}, {"gray-triangular prism": [41, 68, 17]}]
Stack the yellow star on top of the white star
[ [ 66, 26, 30, 0, 60, 90, 1 ], [ 66, 26, 17, 0, 60, 90, 1 ], [ 66, 26, 17, 0, 60, 90, 0 ], [ 66, 26, 30, 0, 60, 90, 0 ], [ 25, 89, 30, 0, 60, 90, 0 ], [ 25, 89, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|white|><|star|>\": 17, \"<|teal|><|cube|>\": 17, \"<|yellow|><|star|>\": 17, \"<|green|><|cube|>\": 18, \"<|lime|><|star|>\": 18, \"<|blue|><|cylinder|>\": 18, \"<|gray|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow star on top of the white star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|green|><|cube|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|yellow|><|star|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|lime|><|star|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|gray|><|triangular prism|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|teal|><|cube|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|blue|><|cylinder|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|white|><|star|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|star|> found at <|6-16|> with height 17\nTarget Placement Location: <|white|><|star|> at <|22-6|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|star|> at <|6-16|> with height 30\nStep 2: Lower to <|yellow|><|star|> at <|6-16|> with height 17\nStep 3: Close gripper on <|yellow|><|star|> at <|6-16|> with height 17\nStep 4: Lift <|yellow|><|star|> at <|6-16|> to height 30\nStep 5: Move to <|white|><|star|> location at <|22-6|> with height 30\nStep 6: Stack on top of <|white|><|star|> location at <|22-6|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [66, 26, 30, 0, 60, 90, 1]\nStep 2: [66, 26, 17, 0, 60, 90, 1]\nStep 3: [66, 26, 17, 0, 60, 90, 0]\nStep 4: [66, 26, 30, 0, 60, 90, 0]\nStep 5: [25, 89, 30, 0, 60, 90, 0]\nStep 6: [25, 89, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|triangular prism|>": ["<|20-10|>", 18]}]
[{"<|black|><|star|>": ["<|2-15|>", 17]}]
LOCATE OBJECTS: Target Object: <|black|><|triangular prism|> found at <|20-10|> with height 18 Target Placement Location: <|black|><|star|> at <|2-15|> with height 17 PLAN ACTIONS: Step 1: Move above <|black|><|triangular prism|> at <|20-10|> with height 30 Step 2: Lower to <|black|><|triangular prism|> at <|20-10|> with height 18 Step 3: Close gripper on <|black|><|triangular prism|> at <|20-10|> with height 18 Step 4: Lift <|black|><|triangular prism|> at <|20-10|> to height 30 Step 5: Move to <|black|><|star|> location at <|2-15|> with height 30 Step 6: Stack on top of <|black|><|star|> location at <|2-15|> with height 17 + 4 and open gripper
[{"olive-cylinder": [74, 73, 17]}, {"navy-cube": [36, 83, 18]}, {"black-star": [61, 11, 17]}, {"cyan-cylinder": [80, 40, 18]}, {"black-triangular prism": [43, 81, 18]}, {"black-cube": [89, 43, 18]}]
Stack the black triangular prism on top of the black star
[ [ 43, 81, 30, 0, 60, 90, 1 ], [ 43, 81, 18, 0, 60, 90, 1 ], [ 43, 81, 18, 0, 60, 90, 0 ], [ 43, 81, 30, 0, 60, 90, 0 ], [ 61, 11, 30, 0, 60, 90, 0 ], [ 61, 11, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|olive|><|cylinder|>\": 17, \"<|navy|><|cube|>\": 18, \"<|black|><|star|>\": 17, \"<|cyan|><|cylinder|>\": 18, \"<|black|><|triangular prism|>\": 18, \"<|black|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black triangular prism on top of the black star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|black|><|star|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|cyan|><|cylinder|><|10-21|><|empty|><|10-22|><|black|><|cube|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|olive|><|cylinder|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|navy|><|cube|><|20-10|><|black|><|triangular prism|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|triangular prism|> found at <|20-10|> with height 18\nTarget Placement Location: <|black|><|star|> at <|2-15|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|black|><|triangular prism|> at <|20-10|> with height 30\nStep 2: Lower to <|black|><|triangular prism|> at <|20-10|> with height 18\nStep 3: Close gripper on <|black|><|triangular prism|> at <|20-10|> with height 18\nStep 4: Lift <|black|><|triangular prism|> at <|20-10|> to height 30\nStep 5: Move to <|black|><|star|> location at <|2-15|> with height 30\nStep 6: Stack on top of <|black|><|star|> location at <|2-15|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [43, 81, 30, 0, 60, 90, 1]\nStep 2: [43, 81, 18, 0, 60, 90, 1]\nStep 3: [43, 81, 18, 0, 60, 90, 0]\nStep 4: [43, 81, 30, 0, 60, 90, 0]\nStep 5: [61, 11, 30, 0, 60, 90, 0]\nStep 6: [61, 11, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|moon|>": ["<|15-6|>", 18]}]
[{"<|lime|><|triangular prism|>": ["<|6-12|>", 17]}]
LOCATE OBJECTS: Target Object: <|maroon|><|moon|> found at <|15-6|> with height 18 Target Placement Location: <|lime|><|triangular prism|> at <|6-12|> with height 17 PLAN ACTIONS: Step 1: Move above <|maroon|><|moon|> at <|15-6|> with height 30 Step 2: Lower to <|maroon|><|moon|> at <|15-6|> with height 18 Step 3: Close gripper on <|maroon|><|moon|> at <|15-6|> with height 18 Step 4: Lift <|maroon|><|moon|> at <|15-6|> to height 30 Step 5: Move to <|lime|><|triangular prism|> location at <|6-12|> with height 30 Step 6: Stack on top of <|lime|><|triangular prism|> location at <|6-12|> with height 17 + 4 and open gripper
[{"lime-triangular prism": [49, 24, 17]}, {"maroon-moon": [24, 63, 18]}, {"yellow-cylinder": [40, 54, 17]}, {"maroon-star": [67, 28, 18]}, {"magenta-triangular prism": [43, 67, 18]}, {"gray-moon": [80, 20, 17]}, {"yellow-star": [70, 41, 17]}]
Stack the maroon moon on top of the lime triangular prism
[ [ 24, 63, 30, 0, 60, 90, 1 ], [ 24, 63, 18, 0, 60, 90, 1 ], [ 24, 63, 18, 0, 60, 90, 0 ], [ 24, 63, 30, 0, 60, 90, 0 ], [ 49, 24, 30, 0, 60, 90, 0 ], [ 49, 24, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|lime|><|triangular prism|>\": 17, \"<|maroon|><|moon|>\": 18, \"<|yellow|><|cylinder|>\": 17, \"<|maroon|><|star|>\": 18, \"<|magenta|><|triangular prism|>\": 18, \"<|gray|><|moon|>\": 17, \"<|yellow|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon moon on top of the lime triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|gray|><|moon|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|lime|><|triangular prism|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|maroon|><|star|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|yellow|><|star|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|yellow|><|cylinder|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|maroon|><|moon|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|magenta|><|triangular prism|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|moon|> found at <|15-6|> with height 18\nTarget Placement Location: <|lime|><|triangular prism|> at <|6-12|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|15-6|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|15-6|> with height 18\nStep 3: Close gripper on <|maroon|><|moon|> at <|15-6|> with height 18\nStep 4: Lift <|maroon|><|moon|> at <|15-6|> to height 30\nStep 5: Move to <|lime|><|triangular prism|> location at <|6-12|> with height 30\nStep 6: Stack on top of <|lime|><|triangular prism|> location at <|6-12|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [24, 63, 30, 0, 60, 90, 1]\nStep 2: [24, 63, 18, 0, 60, 90, 1]\nStep 3: [24, 63, 18, 0, 60, 90, 0]\nStep 4: [24, 63, 30, 0, 60, 90, 0]\nStep 5: [49, 24, 30, 0, 60, 90, 0]\nStep 6: [49, 24, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|star|>": ["<|19-18|>", 17]}]
[{"<|yellow|><|moon|>": ["<|20-13|>", 17]}]
LOCATE OBJECTS: Target Object: <|red|><|star|> found at <|19-18|> with height 17 Target Placement Location: <|yellow|><|moon|> at <|20-13|> with height 17 PLAN ACTIONS: Step 1: Move above <|red|><|star|> at <|19-18|> with height 30 Step 2: Lower to <|red|><|star|> at <|19-18|> with height 17 Step 3: Close gripper on <|red|><|star|> at <|19-18|> with height 17 Step 4: Lift <|red|><|star|> at <|19-18|> to height 30 Step 5: Move to <|yellow|><|moon|> location at <|20-13|> with height 30 Step 6: Stack on top of <|yellow|><|moon|> location at <|20-13|> with height 17 + 4 and open gripper
[{"maroon-cube": [90, 67, 17]}, {"red-star": [75, 78, 17]}, {"red-moon": [31, 83, 17]}, {"white-cube": [90, 40, 18]}, {"red-cube": [74, 76, 17]}, {"cyan-cylinder": [66, 73, 17]}, {"yellow-moon": [55, 83, 17]}]
Stack the red star on top of the yellow moon
[ [ 75, 78, 30, 0, 60, 90, 1 ], [ 75, 78, 17, 0, 60, 90, 1 ], [ 75, 78, 17, 0, 60, 90, 0 ], [ 75, 78, 30, 0, 60, 90, 0 ], [ 55, 83, 30, 0, 60, 90, 0 ], [ 55, 83, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|cube|>\": 17, \"<|red|><|star|>\": 17, \"<|red|><|moon|>\": 17, \"<|white|><|cube|>\": 18, \"<|red|><|cube|>\": 17, \"<|cyan|><|cylinder|>\": 17, \"<|yellow|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the red star on top of the yellow moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|white|><|cube|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|maroon|><|cube|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|cyan|><|cylinder|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|red|><|cube|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|red|><|moon|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|yellow|><|moon|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|red|><|star|> found at <|19-18|> with height 17\nTarget Placement Location: <|yellow|><|moon|> at <|20-13|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|star|> at <|19-18|> with height 30\nStep 2: Lower to <|red|><|star|> at <|19-18|> with height 17\nStep 3: Close gripper on <|red|><|star|> at <|19-18|> with height 17\nStep 4: Lift <|red|><|star|> at <|19-18|> to height 30\nStep 5: Move to <|yellow|><|moon|> location at <|20-13|> with height 30\nStep 6: Stack on top of <|yellow|><|moon|> location at <|20-13|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [75, 78, 30, 0, 60, 90, 1]\nStep 2: [75, 78, 17, 0, 60, 90, 1]\nStep 3: [75, 78, 17, 0, 60, 90, 0]\nStep 4: [75, 78, 30, 0, 60, 90, 0]\nStep 5: [55, 83, 30, 0, 60, 90, 0]\nStep 6: [55, 83, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|moon|>": ["<|16-13|>", 18]}]
[{"<|maroon|><|container|>": ["<|5-3|>", 19]}]
LOCATE OBJECTS: Target Object: <|magenta|><|moon|> found at <|16-13|> with height 18 Target Placement Location: <|maroon|><|container|> at <|5-3|> with height 19 PLAN ACTIONS: Step 1: Move above <|magenta|><|moon|> at <|16-13|> with height 30 Step 2: Lower to <|magenta|><|moon|> at <|16-13|> with height 18 Step 3: Close gripper on <|magenta|><|moon|> at <|16-13|> with height 18 Step 4: Lift <|magenta|><|moon|> at <|16-13|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|5-3|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|5-3|> with height 19 and open gripper
[{"maroon-star": [50, 35, 18]}, {"maroon-container": [13, 20, 19]}, {"gray-star": [71, 40, 17]}, {"olive-star": [68, 26, 18]}, {"magenta-moon": [54, 64, 18]}, {"silver-cylinder": [86, 73, 17]}, {"rose-cube": [22, 86, 18]}]
Pick up the magenta moon and place it into the maroon container
[ [ 54, 64, 30, 0, 60, 90, 1 ], [ 54, 64, 18, 0, 60, 90, 1 ], [ 54, 64, 18, 0, 60, 90, 0 ], [ 54, 64, 30, 0, 60, 90, 0 ], [ 13, 20, 30, 0, 60, 90, 0 ], [ 13, 20, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|star|>\": 18, \"<|maroon|><|container|>\": 19, \"<|gray|><|star|>\": 17, \"<|olive|><|star|>\": 18, \"<|magenta|><|moon|>\": 18, \"<|silver|><|cylinder|>\": 17, \"<|rose|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the magenta moon and place it into the maroon container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|maroon|><|container|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|olive|><|star|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|maroon|><|star|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|gray|><|star|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|magenta|><|moon|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|silver|><|cylinder|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|rose|><|cube|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|moon|> found at <|16-13|> with height 18\nTarget Placement Location: <|maroon|><|container|> at <|5-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|moon|> at <|16-13|> with height 30\nStep 2: Lower to <|magenta|><|moon|> at <|16-13|> with height 18\nStep 3: Close gripper on <|magenta|><|moon|> at <|16-13|> with height 18\nStep 4: Lift <|magenta|><|moon|> at <|16-13|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|5-3|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|5-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [54, 64, 30, 0, 60, 90, 1]\nStep 2: [54, 64, 18, 0, 60, 90, 1]\nStep 3: [54, 64, 18, 0, 60, 90, 0]\nStep 4: [54, 64, 30, 0, 60, 90, 0]\nStep 5: [13, 20, 30, 0, 60, 90, 0]\nStep 6: [13, 20, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|cube|>": ["<|21-16|>", 18]}]
[{"<|purple|><|container|>": ["<|19-8|>", 19]}]
LOCATE OBJECTS: Target Object: <|navy|><|cube|> found at <|21-16|> with height 18 Target Placement Location: <|purple|><|container|> at <|19-8|> with height 19 PLAN ACTIONS: Step 1: Move above <|navy|><|cube|> at <|21-16|> with height 30 Step 2: Lower to <|navy|><|cube|> at <|21-16|> with height 18 Step 3: Close gripper on <|navy|><|cube|> at <|21-16|> with height 18 Step 4: Lift <|navy|><|cube|> at <|21-16|> to height 30 Step 5: Move to <|purple|><|container|> location at <|19-8|> with height 30 Step 6: Place inside <|purple|><|container|> location at <|19-8|> with height 19 and open gripper
[{"blue-star": [62, 81, 18]}, {"lime-moon": [52, 65, 17]}, {"purple-container": [32, 77, 19]}, {"green-star": [46, 41, 17]}, {"navy-cube": [64, 87, 18]}]
Pick up the navy cube and place it into the purple container
[ [ 64, 87, 30, 0, 60, 90, 1 ], [ 64, 87, 18, 0, 60, 90, 1 ], [ 64, 87, 18, 0, 60, 90, 0 ], [ 64, 87, 30, 0, 60, 90, 0 ], [ 32, 77, 30, 0, 60, 90, 0 ], [ 32, 77, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|blue|><|star|>\": 18, \"<|lime|><|moon|>\": 17, \"<|purple|><|container|>\": 19, \"<|green|><|star|>\": 17, \"<|navy|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy cube and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|green|><|star|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|lime|><|moon|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|purple|><|container|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|blue|><|star|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|navy|><|cube|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cube|> found at <|21-16|> with height 18\nTarget Placement Location: <|purple|><|container|> at <|19-8|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cube|> at <|21-16|> with height 30\nStep 2: Lower to <|navy|><|cube|> at <|21-16|> with height 18\nStep 3: Close gripper on <|navy|><|cube|> at <|21-16|> with height 18\nStep 4: Lift <|navy|><|cube|> at <|21-16|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|19-8|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|19-8|> with height 19 and open gripper\n\n</think>\n\nStep 1: [64, 87, 30, 0, 60, 90, 1]\nStep 2: [64, 87, 18, 0, 60, 90, 1]\nStep 3: [64, 87, 18, 0, 60, 90, 0]\nStep 4: [64, 87, 30, 0, 60, 90, 0]\nStep 5: [32, 77, 30, 0, 60, 90, 0]\nStep 6: [32, 77, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|cylinder|>": ["<|8-22|>", 17]}]
[{"<|white|><|container|>": ["<|3-3|>", 18]}]
LOCATE OBJECTS: Target Object: <|navy|><|cylinder|> found at <|8-22|> with height 17 Target Placement Location: <|white|><|container|> at <|3-3|> with height 18 PLAN ACTIONS: Step 1: Move above <|navy|><|cylinder|> at <|8-22|> with height 30 Step 2: Lower to <|navy|><|cylinder|> at <|8-22|> with height 17 Step 3: Close gripper on <|navy|><|cylinder|> at <|8-22|> with height 17 Step 4: Lift <|navy|><|cylinder|> at <|8-22|> to height 30 Step 5: Move to <|white|><|container|> location at <|3-3|> with height 30 Step 6: Place inside <|white|><|container|> location at <|3-3|> with height 18 and open gripper
[{"green-cylinder": [89, 34, 18]}, {"white-container": [15, 13, 18]}, {"navy-cylinder": [90, 32, 17]}, {"gray-cylinder": [70, 54, 17]}, {"yellow-star": [84, 22, 18]}]
Pick up the navy cylinder and place it into the white container
[ [ 90, 32, 30, 0, 60, 90, 1 ], [ 90, 32, 17, 0, 60, 90, 1 ], [ 90, 32, 17, 0, 60, 90, 0 ], [ 90, 32, 30, 0, 60, 90, 0 ], [ 15, 13, 30, 0, 60, 90, 0 ], [ 15, 13, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|cylinder|>\": 18, \"<|white|><|container|>\": 18, \"<|navy|><|cylinder|>\": 17, \"<|gray|><|cylinder|>\": 17, \"<|yellow|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy cylinder and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|white|><|container|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|yellow|><|star|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|navy|><|cylinder|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|gray|><|cylinder|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cylinder|> found at <|8-22|> with height 17\nTarget Placement Location: <|white|><|container|> at <|3-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cylinder|> at <|8-22|> with height 30\nStep 2: Lower to <|navy|><|cylinder|> at <|8-22|> with height 17\nStep 3: Close gripper on <|navy|><|cylinder|> at <|8-22|> with height 17\nStep 4: Lift <|navy|><|cylinder|> at <|8-22|> to height 30\nStep 5: Move to <|white|><|container|> location at <|3-3|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|3-3|> with height 18 and open gripper\n\n</think>\n\nStep 1: [90, 32, 30, 0, 60, 90, 1]\nStep 2: [90, 32, 17, 0, 60, 90, 1]\nStep 3: [90, 32, 17, 0, 60, 90, 0]\nStep 4: [90, 32, 30, 0, 60, 90, 0]\nStep 5: [15, 13, 30, 0, 60, 90, 0]\nStep 6: [15, 13, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|20-8|>", 17]}]
[{"<|azure|><|triangular prism|>": ["<|22-20|>", 18]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|20-8|> with height 17 Target Placement Location: <|azure|><|triangular prism|> at <|22-20|> with height 18 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|20-8|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|20-8|> with height 17 Step 3: Close gripper on <|gray|><|cylinder|> at <|20-8|> with height 17 Step 4: Lift <|gray|><|cylinder|> at <|20-8|> to height 30 Step 5: Move to <|azure|><|triangular prism|> location at <|22-20|> with height 30 Step 6: Stack on top of <|azure|><|triangular prism|> location at <|22-20|> with height 18 + 4 and open gripper
[{"rose-star": [86, 45, 17]}, {"maroon-cylinder": [33, 46, 17]}, {"gray-moon": [51, 87, 17]}, {"green-cylinder": [64, 72, 17]}, {"gray-star": [55, 39, 17]}, {"azure-triangular prism": [80, 90, 18]}, {"gray-cylinder": [35, 81, 17]}]
Stack the gray cylinder on top of the azure triangular prism
[ [ 35, 81, 30, 0, 60, 90, 1 ], [ 35, 81, 17, 0, 60, 90, 1 ], [ 35, 81, 17, 0, 60, 90, 0 ], [ 35, 81, 30, 0, 60, 90, 0 ], [ 80, 90, 30, 0, 60, 90, 0 ], [ 80, 90, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|rose|><|star|>\": 17, \"<|maroon|><|cylinder|>\": 17, \"<|gray|><|moon|>\": 17, \"<|green|><|cylinder|>\": 17, \"<|gray|><|star|>\": 17, \"<|azure|><|triangular prism|>\": 18, \"<|gray|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the gray cylinder on top of the azure triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|gray|><|star|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|maroon|><|cylinder|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|rose|><|star|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|green|><|cylinder|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|gray|><|cylinder|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|gray|><|moon|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|azure|><|triangular prism|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cylinder|> found at <|20-8|> with height 17\nTarget Placement Location: <|azure|><|triangular prism|> at <|22-20|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|20-8|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|20-8|> with height 17\nStep 3: Close gripper on <|gray|><|cylinder|> at <|20-8|> with height 17\nStep 4: Lift <|gray|><|cylinder|> at <|20-8|> to height 30\nStep 5: Move to <|azure|><|triangular prism|> location at <|22-20|> with height 30\nStep 6: Stack on top of <|azure|><|triangular prism|> location at <|22-20|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [35, 81, 30, 0, 60, 90, 1]\nStep 2: [35, 81, 17, 0, 60, 90, 1]\nStep 3: [35, 81, 17, 0, 60, 90, 0]\nStep 4: [35, 81, 30, 0, 60, 90, 0]\nStep 5: [80, 90, 30, 0, 60, 90, 0]\nStep 6: [80, 90, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|cube|>": ["<|22-13|>", 18]}]
[{"<|silver|><|container|>": ["<|4-18|>", 18]}]
LOCATE OBJECTS: Target Object: <|olive|><|cube|> found at <|22-13|> with height 18 Target Placement Location: <|silver|><|container|> at <|4-18|> with height 18 PLAN ACTIONS: Step 1: Move above <|olive|><|cube|> at <|22-13|> with height 30 Step 2: Lower to <|olive|><|cube|> at <|22-13|> with height 18 Step 3: Close gripper on <|olive|><|cube|> at <|22-13|> with height 18 Step 4: Lift <|olive|><|cube|> at <|22-13|> to height 30 Step 5: Move to <|silver|><|container|> location at <|4-18|> with height 30 Step 6: Place inside <|silver|><|container|> location at <|4-18|> with height 18 and open gripper
[{"blue-cylinder": [35, 59, 17]}, {"olive-cube": [52, 90, 18]}, {"cyan-triangular prism": [20, 35, 18]}, {"silver-container": [73, 16, 18]}, {"white-triangular prism": [81, 41, 18]}]
Pick up the olive cube and place it into the silver container
[ [ 52, 90, 30, 0, 60, 90, 1 ], [ 52, 90, 18, 0, 60, 90, 1 ], [ 52, 90, 18, 0, 60, 90, 0 ], [ 52, 90, 30, 0, 60, 90, 0 ], [ 73, 16, 30, 0, 60, 90, 0 ], [ 73, 16, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|blue|><|cylinder|>\": 17, \"<|olive|><|cube|>\": 18, \"<|cyan|><|triangular prism|>\": 18, \"<|silver|><|container|>\": 18, \"<|white|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive cube and place it into the silver container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|silver|><|container|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|cyan|><|triangular prism|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|white|><|triangular prism|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|blue|><|cylinder|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|olive|><|cube|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|cube|> found at <|22-13|> with height 18\nTarget Placement Location: <|silver|><|container|> at <|4-18|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cube|> at <|22-13|> with height 30\nStep 2: Lower to <|olive|><|cube|> at <|22-13|> with height 18\nStep 3: Close gripper on <|olive|><|cube|> at <|22-13|> with height 18\nStep 4: Lift <|olive|><|cube|> at <|22-13|> to height 30\nStep 5: Move to <|silver|><|container|> location at <|4-18|> with height 30\nStep 6: Place inside <|silver|><|container|> location at <|4-18|> with height 18 and open gripper\n\n</think>\n\nStep 1: [52, 90, 30, 0, 60, 90, 1]\nStep 2: [52, 90, 18, 0, 60, 90, 1]\nStep 3: [52, 90, 18, 0, 60, 90, 0]\nStep 4: [52, 90, 30, 0, 60, 90, 0]\nStep 5: [73, 16, 30, 0, 60, 90, 0]\nStep 6: [73, 16, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|moon|>": ["<|12-7|>", 17]}]
[{"<|green|><|cube|>": ["<|12-18|>", 17]}]
LOCATE OBJECTS: Target Object: <|magenta|><|moon|> found at <|12-7|> with height 17 Target Placement Location: <|green|><|cube|> at <|12-18|> with height 17 PLAN ACTIONS: Step 1: Move above <|magenta|><|moon|> at <|12-7|> with height 30 Step 2: Lower to <|magenta|><|moon|> at <|12-7|> with height 17 Step 3: Close gripper on <|magenta|><|moon|> at <|12-7|> with height 17 Step 4: Lift <|magenta|><|moon|> at <|12-7|> to height 30 Step 5: Move to <|green|><|cube|> location at <|12-18|> with height 30 Step 6: Stack on top of <|green|><|cube|> location at <|12-18|> with height 17 + 4 and open gripper
[{"red-star": [44, 38, 18]}, {"green-cube": [74, 48, 17]}, {"green-moon": [53, 45, 17]}, {"red-triangular prism": [59, 57, 17]}, {"violet-star": [76, 56, 17]}, {"teal-cube": [33, 50, 17]}, {"magenta-moon": [30, 50, 17]}]
Stack the magenta moon on top of the green cube
[ [ 30, 50, 30, 0, 60, 90, 1 ], [ 30, 50, 17, 0, 60, 90, 1 ], [ 30, 50, 17, 0, 60, 90, 0 ], [ 30, 50, 30, 0, 60, 90, 0 ], [ 74, 48, 30, 0, 60, 90, 0 ], [ 74, 48, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|star|>\": 18, \"<|green|><|cube|>\": 17, \"<|green|><|moon|>\": 17, \"<|red|><|triangular prism|>\": 17, \"<|violet|><|star|>\": 17, \"<|teal|><|cube|>\": 17, \"<|magenta|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the magenta moon on top of the green cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|red|><|star|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|green|><|moon|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|magenta|><|moon|><|12-8|><|teal|><|cube|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|green|><|cube|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|red|><|triangular prism|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|violet|><|star|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|moon|> found at <|12-7|> with height 17\nTarget Placement Location: <|green|><|cube|> at <|12-18|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|moon|> at <|12-7|> with height 30\nStep 2: Lower to <|magenta|><|moon|> at <|12-7|> with height 17\nStep 3: Close gripper on <|magenta|><|moon|> at <|12-7|> with height 17\nStep 4: Lift <|magenta|><|moon|> at <|12-7|> to height 30\nStep 5: Move to <|green|><|cube|> location at <|12-18|> with height 30\nStep 6: Stack on top of <|green|><|cube|> location at <|12-18|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [30, 50, 30, 0, 60, 90, 1]\nStep 2: [30, 50, 17, 0, 60, 90, 1]\nStep 3: [30, 50, 17, 0, 60, 90, 0]\nStep 4: [30, 50, 30, 0, 60, 90, 0]\nStep 5: [74, 48, 30, 0, 60, 90, 0]\nStep 6: [74, 48, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|silver|><|star|>": ["<|10-9|>", 17]}]
[{"<|violet|><|container|>": ["<|21-14|>", 17]}]
LOCATE OBJECTS: Target Object: <|silver|><|star|> found at <|10-9|> with height 17 Target Placement Location: <|violet|><|container|> at <|21-14|> with height 17 PLAN ACTIONS: Step 1: Move above <|silver|><|star|> at <|10-9|> with height 30 Step 2: Lower to <|silver|><|star|> at <|10-9|> with height 17 Step 3: Close gripper on <|silver|><|star|> at <|10-9|> with height 17 Step 4: Lift <|silver|><|star|> at <|10-9|> to height 30 Step 5: Move to <|violet|><|container|> location at <|21-14|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|21-14|> with height 17 and open gripper
[{"blue-star": [89, 22, 17]}, {"yellow-star": [28, 68, 17]}, {"violet-container": [59, 87, 17]}, {"silver-cube": [41, 74, 18]}, {"azure-triangular prism": [56, 40, 18]}, {"green-cylinder": [72, 38, 17]}, {"silver-star": [37, 42, 17]}]
Pick up the silver star and place it into the violet container
[ [ 37, 42, 30, 0, 60, 90, 1 ], [ 37, 42, 17, 0, 60, 90, 1 ], [ 37, 42, 17, 0, 60, 90, 0 ], [ 37, 42, 30, 0, 60, 90, 0 ], [ 59, 87, 30, 0, 60, 90, 0 ], [ 59, 87, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|blue|><|star|>\": 17, \"<|yellow|><|star|>\": 17, \"<|violet|><|container|>\": 17, \"<|silver|><|cube|>\": 18, \"<|azure|><|triangular prism|>\": 18, \"<|green|><|cylinder|>\": 17, \"<|silver|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the silver star and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|blue|><|star|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|green|><|cylinder|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|silver|><|star|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|azure|><|triangular prism|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|yellow|><|star|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|silver|><|cube|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|violet|><|container|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|silver|><|star|> found at <|10-9|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|21-14|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|silver|><|star|> at <|10-9|> with height 30\nStep 2: Lower to <|silver|><|star|> at <|10-9|> with height 17\nStep 3: Close gripper on <|silver|><|star|> at <|10-9|> with height 17\nStep 4: Lift <|silver|><|star|> at <|10-9|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|21-14|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|21-14|> with height 17 and open gripper\n\n</think>\n\nStep 1: [37, 42, 30, 0, 60, 90, 1]\nStep 2: [37, 42, 17, 0, 60, 90, 1]\nStep 3: [37, 42, 17, 0, 60, 90, 0]\nStep 4: [37, 42, 30, 0, 60, 90, 0]\nStep 5: [59, 87, 30, 0, 60, 90, 0]\nStep 6: [59, 87, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|blue|><|cylinder|>": ["<|8-10|>", 18]}]
[{"<|azure|><|cylinder|>": ["<|9-20|>", 17]}]
LOCATE OBJECTS: Target Object: <|blue|><|cylinder|> found at <|8-10|> with height 18 Target Placement Location: <|azure|><|cylinder|> at <|9-20|> with height 17 PLAN ACTIONS: Step 1: Move above <|blue|><|cylinder|> at <|8-10|> with height 30 Step 2: Lower to <|blue|><|cylinder|> at <|8-10|> with height 18 Step 3: Close gripper on <|blue|><|cylinder|> at <|8-10|> with height 18 Step 4: Lift <|blue|><|cylinder|> at <|8-10|> to height 30 Step 5: Move to <|azure|><|cylinder|> location at <|9-20|> with height 30 Step 6: Stack on top of <|azure|><|cylinder|> location at <|9-20|> with height 17 + 4 and open gripper
[{"azure-cylinder": [81, 37, 17]}, {"green-moon": [87, 74, 17]}, {"blue-cylinder": [40, 33, 18]}, {"lime-star": [26, 76, 17]}, {"cyan-triangular prism": [78, 67, 17]}, {"azure-star": [58, 28, 17]}]
Stack the blue cylinder on top of the azure cylinder
[ [ 40, 33, 30, 0, 60, 90, 1 ], [ 40, 33, 18, 0, 60, 90, 1 ], [ 40, 33, 18, 0, 60, 90, 0 ], [ 40, 33, 30, 0, 60, 90, 0 ], [ 81, 37, 30, 0, 60, 90, 0 ], [ 81, 37, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|azure|><|cylinder|>\": 17, \"<|green|><|moon|>\": 17, \"<|blue|><|cylinder|>\": 18, \"<|lime|><|star|>\": 17, \"<|cyan|><|triangular prism|>\": 17, \"<|azure|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the blue cylinder on top of the azure cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|azure|><|star|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|blue|><|cylinder|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|azure|><|cylinder|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|cyan|><|triangular prism|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|green|><|moon|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|lime|><|star|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|blue|><|cylinder|> found at <|8-10|> with height 18\nTarget Placement Location: <|azure|><|cylinder|> at <|9-20|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cylinder|> at <|8-10|> with height 30\nStep 2: Lower to <|blue|><|cylinder|> at <|8-10|> with height 18\nStep 3: Close gripper on <|blue|><|cylinder|> at <|8-10|> with height 18\nStep 4: Lift <|blue|><|cylinder|> at <|8-10|> to height 30\nStep 5: Move to <|azure|><|cylinder|> location at <|9-20|> with height 30\nStep 6: Stack on top of <|azure|><|cylinder|> location at <|9-20|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [40, 33, 30, 0, 60, 90, 1]\nStep 2: [40, 33, 18, 0, 60, 90, 1]\nStep 3: [40, 33, 18, 0, 60, 90, 0]\nStep 4: [40, 33, 30, 0, 60, 90, 0]\nStep 5: [81, 37, 30, 0, 60, 90, 0]\nStep 6: [81, 37, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|5-20|>", 18]}]
[{"<|yellow|><|moon|>": ["<|2-18|>", 19]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|5-20|> with height 18 Target Placement Location: <|yellow|><|moon|> at <|2-18|> with height 19 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|5-20|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|5-20|> with height 18 Step 3: Close gripper on <|gray|><|cylinder|> at <|5-20|> with height 18 Step 4: Lift <|gray|><|cylinder|> at <|5-20|> to height 30 Step 5: Move to <|yellow|><|moon|> location at <|2-18|> with height 30 Step 6: Stack on top of <|yellow|><|moon|> location at <|2-18|> with height 19 + 4 and open gripper
[{"yellow-moon": [75, 11, 19]}, {"navy-cylinder": [69, 84, 18]}, {"teal-triangular prism": [67, 90, 18]}, {"white-cylinder": [34, 82, 18]}, {"lime-moon": [47, 67, 18]}, {"gray-cylinder": [82, 23, 18]}]
Stack the gray cylinder on top of the yellow moon
[ [ 82, 23, 30, 0, 60, 90, 1 ], [ 82, 23, 18, 0, 60, 90, 1 ], [ 82, 23, 18, 0, 60, 90, 0 ], [ 82, 23, 30, 0, 60, 90, 0 ], [ 75, 11, 30, 0, 60, 90, 0 ], [ 75, 11, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|yellow|><|moon|>\": 19, \"<|navy|><|cylinder|>\": 18, \"<|teal|><|triangular prism|>\": 18, \"<|white|><|cylinder|>\": 18, \"<|lime|><|moon|>\": 18, \"<|gray|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the gray cylinder on top of the yellow moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|yellow|><|moon|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|gray|><|cylinder|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|lime|><|moon|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|white|><|cylinder|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|navy|><|cylinder|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|teal|><|triangular prism|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cylinder|> found at <|5-20|> with height 18\nTarget Placement Location: <|yellow|><|moon|> at <|2-18|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|5-20|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|5-20|> with height 18\nStep 3: Close gripper on <|gray|><|cylinder|> at <|5-20|> with height 18\nStep 4: Lift <|gray|><|cylinder|> at <|5-20|> to height 30\nStep 5: Move to <|yellow|><|moon|> location at <|2-18|> with height 30\nStep 6: Stack on top of <|yellow|><|moon|> location at <|2-18|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [82, 23, 30, 0, 60, 90, 1]\nStep 2: [82, 23, 18, 0, 60, 90, 1]\nStep 3: [82, 23, 18, 0, 60, 90, 0]\nStep 4: [82, 23, 30, 0, 60, 90, 0]\nStep 5: [75, 11, 30, 0, 60, 90, 0]\nStep 6: [75, 11, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|star|>": ["<|5-20|>", 18]}]
[{"<|azure|><|container|>": ["<|21-6|>", 18]}]
LOCATE OBJECTS: Target Object: <|violet|><|star|> found at <|5-20|> with height 18 Target Placement Location: <|azure|><|container|> at <|21-6|> with height 18 PLAN ACTIONS: Step 1: Move above <|violet|><|star|> at <|5-20|> with height 30 Step 2: Lower to <|violet|><|star|> at <|5-20|> with height 18 Step 3: Close gripper on <|violet|><|star|> at <|5-20|> with height 18 Step 4: Lift <|violet|><|star|> at <|5-20|> to height 30 Step 5: Move to <|azure|><|container|> location at <|21-6|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|21-6|> with height 18 and open gripper
[{"green-moon": [28, 20, 17]}, {"silver-triangular prism": [20, 73, 17]}, {"teal-cube": [60, 31, 18]}, {"white-triangular prism": [66, 27, 18]}, {"azure-container": [26, 84, 18]}, {"violet-star": [81, 20, 18]}]
Pick up the violet star and place it into the azure container
[ [ 81, 20, 30, 0, 60, 90, 1 ], [ 81, 20, 18, 0, 60, 90, 1 ], [ 81, 20, 18, 0, 60, 90, 0 ], [ 81, 20, 30, 0, 60, 90, 0 ], [ 26, 84, 30, 0, 60, 90, 0 ], [ 26, 84, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|moon|>\": 17, \"<|silver|><|triangular prism|>\": 17, \"<|teal|><|cube|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|azure|><|container|>\": 18, \"<|violet|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the violet star and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|green|><|moon|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|violet|><|star|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|white|><|triangular prism|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|teal|><|cube|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|silver|><|triangular prism|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|azure|><|container|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|star|> found at <|5-20|> with height 18\nTarget Placement Location: <|azure|><|container|> at <|21-6|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|star|> at <|5-20|> with height 30\nStep 2: Lower to <|violet|><|star|> at <|5-20|> with height 18\nStep 3: Close gripper on <|violet|><|star|> at <|5-20|> with height 18\nStep 4: Lift <|violet|><|star|> at <|5-20|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|21-6|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|21-6|> with height 18 and open gripper\n\n</think>\n\nStep 1: [81, 20, 30, 0, 60, 90, 1]\nStep 2: [81, 20, 18, 0, 60, 90, 1]\nStep 3: [81, 20, 18, 0, 60, 90, 0]\nStep 4: [81, 20, 30, 0, 60, 90, 0]\nStep 5: [26, 84, 30, 0, 60, 90, 0]\nStep 6: [26, 84, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|star|>": ["<|9-8|>", 17]}]
[{"<|black|><|cylinder|>": ["<|16-5|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|star|> found at <|9-8|> with height 17 Target Placement Location: <|black|><|cylinder|> at <|16-5|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|star|> at <|9-8|> with height 30 Step 2: Lower to <|yellow|><|star|> at <|9-8|> with height 17 Step 3: Close gripper on <|yellow|><|star|> at <|9-8|> with height 17 Step 4: Lift <|yellow|><|star|> at <|9-8|> to height 30 Step 5: Move to <|black|><|cylinder|> location at <|16-5|> with height 30 Step 6: Stack on top of <|black|><|cylinder|> location at <|16-5|> with height 17 + 4 and open gripper
[{"black-cylinder": [21, 67, 17]}, {"yellow-star": [33, 38, 17]}, {"rose-cylinder": [55, 57, 17]}, {"gray-cylinder": [37, 65, 17]}, {"rose-star": [51, 53, 17]}]
Stack the yellow star on top of the black cylinder
[ [ 33, 38, 30, 0, 60, 90, 1 ], [ 33, 38, 17, 0, 60, 90, 1 ], [ 33, 38, 17, 0, 60, 90, 0 ], [ 33, 38, 30, 0, 60, 90, 0 ], [ 21, 67, 30, 0, 60, 90, 0 ], [ 21, 67, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|black|><|cylinder|>\": 17, \"<|yellow|><|star|>\": 17, \"<|rose|><|cylinder|>\": 17, \"<|gray|><|cylinder|>\": 17, \"<|rose|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow star on top of the black cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|yellow|><|star|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|rose|><|star|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|rose|><|cylinder|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|black|><|cylinder|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|gray|><|cylinder|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|star|> found at <|9-8|> with height 17\nTarget Placement Location: <|black|><|cylinder|> at <|16-5|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|star|> at <|9-8|> with height 30\nStep 2: Lower to <|yellow|><|star|> at <|9-8|> with height 17\nStep 3: Close gripper on <|yellow|><|star|> at <|9-8|> with height 17\nStep 4: Lift <|yellow|><|star|> at <|9-8|> to height 30\nStep 5: Move to <|black|><|cylinder|> location at <|16-5|> with height 30\nStep 6: Stack on top of <|black|><|cylinder|> location at <|16-5|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [33, 38, 30, 0, 60, 90, 1]\nStep 2: [33, 38, 17, 0, 60, 90, 1]\nStep 3: [33, 38, 17, 0, 60, 90, 0]\nStep 4: [33, 38, 30, 0, 60, 90, 0]\nStep 5: [21, 67, 30, 0, 60, 90, 0]\nStep 6: [21, 67, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|blue|><|triangular prism|>": ["<|13-6|>", 17]}]
[{"<|maroon|><|star|>": ["<|10-19|>", 19]}]
LOCATE OBJECTS: Target Object: <|blue|><|triangular prism|> found at <|13-6|> with height 17 Target Placement Location: <|maroon|><|star|> at <|10-19|> with height 19 PLAN ACTIONS: Step 1: Move above <|blue|><|triangular prism|> at <|13-6|> with height 30 Step 2: Lower to <|blue|><|triangular prism|> at <|13-6|> with height 17 Step 3: Close gripper on <|blue|><|triangular prism|> at <|13-6|> with height 17 Step 4: Lift <|blue|><|triangular prism|> at <|13-6|> to height 30 Step 5: Move to <|maroon|><|star|> location at <|10-19|> with height 30 Step 6: Stack on top of <|maroon|><|star|> location at <|10-19|> with height 19 + 4 and open gripper
[{"maroon-star": [76, 42, 19]}, {"violet-moon": [26, 76, 17]}, {"cyan-moon": [30, 35, 17]}, {"blue-triangular prism": [27, 54, 17]}, {"lime-star": [61, 38, 17]}, {"rose-moon": [69, 30, 18]}, {"blue-moon": [36, 47, 18]}]
Stack the blue triangular prism on top of the maroon star
[ [ 27, 54, 30, 0, 60, 90, 1 ], [ 27, 54, 17, 0, 60, 90, 1 ], [ 27, 54, 17, 0, 60, 90, 0 ], [ 27, 54, 30, 0, 60, 90, 0 ], [ 76, 42, 30, 0, 60, 90, 0 ], [ 76, 42, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|star|>\": 19, \"<|violet|><|moon|>\": 17, \"<|cyan|><|moon|>\": 17, \"<|blue|><|triangular prism|>\": 17, \"<|lime|><|star|>\": 17, \"<|rose|><|moon|>\": 18, \"<|blue|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the blue triangular prism on top of the maroon star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|rose|><|moon|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|cyan|><|moon|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|lime|><|star|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|maroon|><|star|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|blue|><|moon|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|blue|><|triangular prism|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|violet|><|moon|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|blue|><|triangular prism|> found at <|13-6|> with height 17\nTarget Placement Location: <|maroon|><|star|> at <|10-19|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|triangular prism|> at <|13-6|> with height 30\nStep 2: Lower to <|blue|><|triangular prism|> at <|13-6|> with height 17\nStep 3: Close gripper on <|blue|><|triangular prism|> at <|13-6|> with height 17\nStep 4: Lift <|blue|><|triangular prism|> at <|13-6|> to height 30\nStep 5: Move to <|maroon|><|star|> location at <|10-19|> with height 30\nStep 6: Stack on top of <|maroon|><|star|> location at <|10-19|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [27, 54, 30, 0, 60, 90, 1]\nStep 2: [27, 54, 17, 0, 60, 90, 1]\nStep 3: [27, 54, 17, 0, 60, 90, 0]\nStep 4: [27, 54, 30, 0, 60, 90, 0]\nStep 5: [76, 42, 30, 0, 60, 90, 0]\nStep 6: [76, 42, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|star|>": ["<|7-18|>", 18]}]
[{"<|violet|><|triangular prism|>": ["<|10-9|>", 18]}]
LOCATE OBJECTS: Target Object: <|maroon|><|star|> found at <|7-18|> with height 18 Target Placement Location: <|violet|><|triangular prism|> at <|10-9|> with height 18 PLAN ACTIONS: Step 1: Move above <|maroon|><|star|> at <|7-18|> with height 30 Step 2: Lower to <|maroon|><|star|> at <|7-18|> with height 18 Step 3: Close gripper on <|maroon|><|star|> at <|7-18|> with height 18 Step 4: Lift <|maroon|><|star|> at <|7-18|> to height 30 Step 5: Move to <|violet|><|triangular prism|> location at <|10-9|> with height 30 Step 6: Stack on top of <|violet|><|triangular prism|> location at <|10-9|> with height 18 + 4 and open gripper
[{"white-cube": [84, 80, 17]}, {"white-cylinder": [82, 20, 17]}, {"maroon-star": [73, 31, 18]}, {"rose-moon": [55, 73, 17]}, {"rose-cube": [59, 46, 18]}, {"violet-triangular prism": [37, 41, 18]}, {"black-cylinder": [82, 36, 17]}]
Stack the maroon star on top of the violet triangular prism
[ [ 73, 31, 30, 0, 60, 90, 1 ], [ 73, 31, 18, 0, 60, 90, 1 ], [ 73, 31, 18, 0, 60, 90, 0 ], [ 73, 31, 30, 0, 60, 90, 0 ], [ 37, 41, 30, 0, 60, 90, 0 ], [ 37, 41, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|white|><|cube|>\": 17, \"<|white|><|cylinder|>\": 17, \"<|maroon|><|star|>\": 18, \"<|rose|><|moon|>\": 17, \"<|rose|><|cube|>\": 18, \"<|violet|><|triangular prism|>\": 18, \"<|black|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon star on top of the violet triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|white|><|cylinder|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|maroon|><|star|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|black|><|cylinder|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|violet|><|triangular prism|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|rose|><|cube|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|rose|><|moon|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|white|><|cube|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|star|> found at <|7-18|> with height 18\nTarget Placement Location: <|violet|><|triangular prism|> at <|10-9|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|star|> at <|7-18|> with height 30\nStep 2: Lower to <|maroon|><|star|> at <|7-18|> with height 18\nStep 3: Close gripper on <|maroon|><|star|> at <|7-18|> with height 18\nStep 4: Lift <|maroon|><|star|> at <|7-18|> to height 30\nStep 5: Move to <|violet|><|triangular prism|> location at <|10-9|> with height 30\nStep 6: Stack on top of <|violet|><|triangular prism|> location at <|10-9|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [73, 31, 30, 0, 60, 90, 1]\nStep 2: [73, 31, 18, 0, 60, 90, 1]\nStep 3: [73, 31, 18, 0, 60, 90, 0]\nStep 4: [73, 31, 30, 0, 60, 90, 0]\nStep 5: [37, 41, 30, 0, 60, 90, 0]\nStep 6: [37, 41, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|triangular prism|>": ["<|11-8|>", 18]}]
[{"<|navy|><|triangular prism|>": ["<|12-10|>", 18]}]
LOCATE OBJECTS: Target Object: <|red|><|triangular prism|> found at <|11-8|> with height 18 Target Placement Location: <|navy|><|triangular prism|> at <|12-10|> with height 18 PLAN ACTIONS: Step 1: Move above <|red|><|triangular prism|> at <|11-8|> with height 30 Step 2: Lower to <|red|><|triangular prism|> at <|11-8|> with height 18 Step 3: Close gripper on <|red|><|triangular prism|> at <|11-8|> with height 18 Step 4: Lift <|red|><|triangular prism|> at <|11-8|> to height 30 Step 5: Move to <|navy|><|triangular prism|> location at <|12-10|> with height 30 Step 6: Stack on top of <|navy|><|triangular prism|> location at <|12-10|> with height 18 + 4 and open gripper
[{"red-triangular prism": [32, 45, 18]}, {"navy-triangular prism": [40, 51, 18]}, {"blue-cylinder": [84, 40, 18]}, {"cyan-cube": [79, 78, 17]}, {"cyan-star": [66, 67, 18]}]
Stack the red triangular prism on top of the navy triangular prism
[ [ 32, 45, 30, 0, 60, 90, 1 ], [ 32, 45, 18, 0, 60, 90, 1 ], [ 32, 45, 18, 0, 60, 90, 0 ], [ 32, 45, 30, 0, 60, 90, 0 ], [ 40, 51, 30, 0, 60, 90, 0 ], [ 40, 51, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|triangular prism|>\": 18, \"<|navy|><|triangular prism|>\": 18, \"<|blue|><|cylinder|>\": 18, \"<|cyan|><|cube|>\": 17, \"<|cyan|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the red triangular prism on top of the navy triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|blue|><|cylinder|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|red|><|triangular prism|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|navy|><|triangular prism|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|cyan|><|star|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|cyan|><|cube|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|red|><|triangular prism|> found at <|11-8|> with height 18\nTarget Placement Location: <|navy|><|triangular prism|> at <|12-10|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|triangular prism|> at <|11-8|> with height 30\nStep 2: Lower to <|red|><|triangular prism|> at <|11-8|> with height 18\nStep 3: Close gripper on <|red|><|triangular prism|> at <|11-8|> with height 18\nStep 4: Lift <|red|><|triangular prism|> at <|11-8|> to height 30\nStep 5: Move to <|navy|><|triangular prism|> location at <|12-10|> with height 30\nStep 6: Stack on top of <|navy|><|triangular prism|> location at <|12-10|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [32, 45, 30, 0, 60, 90, 1]\nStep 2: [32, 45, 18, 0, 60, 90, 1]\nStep 3: [32, 45, 18, 0, 60, 90, 0]\nStep 4: [32, 45, 30, 0, 60, 90, 0]\nStep 5: [40, 51, 30, 0, 60, 90, 0]\nStep 6: [40, 51, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|cylinder|>": ["<|17-21|>", 18]}]
[{"<|maroon|><|container|>": ["<|12-6|>", 17]}]
LOCATE OBJECTS: Target Object: <|green|><|cylinder|> found at <|17-21|> with height 18 Target Placement Location: <|maroon|><|container|> at <|12-6|> with height 17 PLAN ACTIONS: Step 1: Move above <|green|><|cylinder|> at <|17-21|> with height 30 Step 2: Lower to <|green|><|cylinder|> at <|17-21|> with height 18 Step 3: Close gripper on <|green|><|cylinder|> at <|17-21|> with height 18 Step 4: Lift <|green|><|cylinder|> at <|17-21|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|12-6|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|12-6|> with height 17 and open gripper
[{"red-triangular prism": [73, 22, 17]}, {"maroon-container": [24, 48, 17]}, {"cyan-cube": [65, 41, 18]}, {"green-cylinder": [85, 70, 18]}, {"violet-star": [55, 85, 17]}, {"white-moon": [21, 52, 18]}, {"navy-triangular prism": [39, 90, 17]}]
Pick up the green cylinder and place it into the maroon container
[ [ 85, 70, 30, 0, 60, 90, 1 ], [ 85, 70, 18, 0, 60, 90, 1 ], [ 85, 70, 18, 0, 60, 90, 0 ], [ 85, 70, 30, 0, 60, 90, 0 ], [ 24, 48, 30, 0, 60, 90, 0 ], [ 24, 48, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|triangular prism|>\": 17, \"<|maroon|><|container|>\": 17, \"<|cyan|><|cube|>\": 18, \"<|green|><|cylinder|>\": 18, \"<|violet|><|star|>\": 17, \"<|white|><|moon|>\": 18, \"<|navy|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the green cylinder and place it into the maroon container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|red|><|triangular prism|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|cyan|><|cube|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|maroon|><|container|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|white|><|moon|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|green|><|cylinder|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|violet|><|star|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|navy|><|triangular prism|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|cylinder|> found at <|17-21|> with height 18\nTarget Placement Location: <|maroon|><|container|> at <|12-6|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cylinder|> at <|17-21|> with height 30\nStep 2: Lower to <|green|><|cylinder|> at <|17-21|> with height 18\nStep 3: Close gripper on <|green|><|cylinder|> at <|17-21|> with height 18\nStep 4: Lift <|green|><|cylinder|> at <|17-21|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|12-6|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|12-6|> with height 17 and open gripper\n\n</think>\n\nStep 1: [85, 70, 30, 0, 60, 90, 1]\nStep 2: [85, 70, 18, 0, 60, 90, 1]\nStep 3: [85, 70, 18, 0, 60, 90, 0]\nStep 4: [85, 70, 30, 0, 60, 90, 0]\nStep 5: [24, 48, 30, 0, 60, 90, 0]\nStep 6: [24, 48, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|triangular prism|>": ["<|7-20|>", 18]}]
[{"<|red|><|star|>": ["<|9-7|>", 18]}]
LOCATE OBJECTS: Target Object: <|green|><|triangular prism|> found at <|7-20|> with height 18 Target Placement Location: <|red|><|star|> at <|9-7|> with height 18 PLAN ACTIONS: Step 1: Move above <|green|><|triangular prism|> at <|7-20|> with height 30 Step 2: Lower to <|green|><|triangular prism|> at <|7-20|> with height 18 Step 3: Close gripper on <|green|><|triangular prism|> at <|7-20|> with height 18 Step 4: Lift <|green|><|triangular prism|> at <|7-20|> to height 30 Step 5: Move to <|red|><|star|> location at <|9-7|> with height 30 Step 6: Stack on top of <|red|><|star|> location at <|9-7|> with height 18 + 4 and open gripper
[{"green-triangular prism": [83, 31, 18]}, {"maroon-cube": [78, 43, 17]}, {"cyan-cube": [52, 63, 17]}, {"red-star": [29, 36, 18]}, {"white-star": [56, 33, 18]}]
Stack the green triangular prism on top of the red star
[ [ 83, 31, 30, 0, 60, 90, 1 ], [ 83, 31, 18, 0, 60, 90, 1 ], [ 83, 31, 18, 0, 60, 90, 0 ], [ 83, 31, 30, 0, 60, 90, 0 ], [ 29, 36, 30, 0, 60, 90, 0 ], [ 29, 36, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|green|><|triangular prism|>\": 18, \"<|maroon|><|cube|>\": 17, \"<|cyan|><|cube|>\": 17, \"<|red|><|star|>\": 18, \"<|white|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the green triangular prism on top of the red star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|green|><|triangular prism|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|white|><|star|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|red|><|star|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|maroon|><|cube|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|cyan|><|cube|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|triangular prism|> found at <|7-20|> with height 18\nTarget Placement Location: <|red|><|star|> at <|9-7|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|green|><|triangular prism|> at <|7-20|> with height 30\nStep 2: Lower to <|green|><|triangular prism|> at <|7-20|> with height 18\nStep 3: Close gripper on <|green|><|triangular prism|> at <|7-20|> with height 18\nStep 4: Lift <|green|><|triangular prism|> at <|7-20|> to height 30\nStep 5: Move to <|red|><|star|> location at <|9-7|> with height 30\nStep 6: Stack on top of <|red|><|star|> location at <|9-7|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [83, 31, 30, 0, 60, 90, 1]\nStep 2: [83, 31, 18, 0, 60, 90, 1]\nStep 3: [83, 31, 18, 0, 60, 90, 0]\nStep 4: [83, 31, 30, 0, 60, 90, 0]\nStep 5: [29, 36, 30, 0, 60, 90, 0]\nStep 6: [29, 36, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|azure|><|moon|>": ["<|18-9|>", 18]}]
[{"<|white|><|container|>": ["<|21-19|>", 17]}]
LOCATE OBJECTS: Target Object: <|azure|><|moon|> found at <|18-9|> with height 18 Target Placement Location: <|white|><|container|> at <|21-19|> with height 17 PLAN ACTIONS: Step 1: Move above <|azure|><|moon|> at <|18-9|> with height 30 Step 2: Lower to <|azure|><|moon|> at <|18-9|> with height 18 Step 3: Close gripper on <|azure|><|moon|> at <|18-9|> with height 18 Step 4: Lift <|azure|><|moon|> at <|18-9|> to height 30 Step 5: Move to <|white|><|container|> location at <|21-19|> with height 30 Step 6: Place inside <|white|><|container|> location at <|21-19|> with height 17 and open gripper
[{"gray-cylinder": [85, 73, 18]}, {"white-cylinder": [79, 56, 17]}, {"violet-moon": [43, 43, 18]}, {"white-container": [76, 86, 17]}, {"azure-moon": [36, 75, 18]}]
Pick up the azure moon and place it into the white container
[ [ 36, 75, 30, 0, 60, 90, 1 ], [ 36, 75, 18, 0, 60, 90, 1 ], [ 36, 75, 18, 0, 60, 90, 0 ], [ 36, 75, 30, 0, 60, 90, 0 ], [ 76, 86, 30, 0, 60, 90, 0 ], [ 76, 86, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|gray|><|cylinder|>\": 18, \"<|white|><|cylinder|>\": 17, \"<|violet|><|moon|>\": 18, \"<|white|><|container|>\": 17, \"<|azure|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the azure moon and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|violet|><|moon|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|white|><|cylinder|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|azure|><|moon|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|gray|><|cylinder|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|white|><|container|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|azure|><|moon|> found at <|18-9|> with height 18\nTarget Placement Location: <|white|><|container|> at <|21-19|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|moon|> at <|18-9|> with height 30\nStep 2: Lower to <|azure|><|moon|> at <|18-9|> with height 18\nStep 3: Close gripper on <|azure|><|moon|> at <|18-9|> with height 18\nStep 4: Lift <|azure|><|moon|> at <|18-9|> to height 30\nStep 5: Move to <|white|><|container|> location at <|21-19|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|21-19|> with height 17 and open gripper\n\n</think>\n\nStep 1: [36, 75, 30, 0, 60, 90, 1]\nStep 2: [36, 75, 18, 0, 60, 90, 1]\nStep 3: [36, 75, 18, 0, 60, 90, 0]\nStep 4: [36, 75, 30, 0, 60, 90, 0]\nStep 5: [76, 86, 30, 0, 60, 90, 0]\nStep 6: [76, 86, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|triangular prism|>": ["<|14-21|>", 18]}]
[{"<|violet|><|container|>": ["<|13-20|>", 18]}]
LOCATE OBJECTS: Target Object: <|lime|><|triangular prism|> found at <|14-21|> with height 18 Target Placement Location: <|violet|><|container|> at <|13-20|> with height 18 PLAN ACTIONS: Step 1: Move above <|lime|><|triangular prism|> at <|14-21|> with height 30 Step 2: Lower to <|lime|><|triangular prism|> at <|14-21|> with height 18 Step 3: Close gripper on <|lime|><|triangular prism|> at <|14-21|> with height 18 Step 4: Lift <|lime|><|triangular prism|> at <|14-21|> to height 30 Step 5: Move to <|violet|><|container|> location at <|13-20|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|13-20|> with height 18 and open gripper
[{"silver-cylinder": [49, 42, 18]}, {"rose-cube": [76, 22, 18]}, {"lime-triangular prism": [84, 57, 18]}, {"violet-star": [47, 73, 18]}, {"violet-container": [80, 55, 18]}, {"cyan-cylinder": [48, 37, 18]}, {"teal-moon": [73, 87, 18]}]
Pick up the lime triangular prism and place it into the violet container
[ [ 84, 57, 30, 0, 60, 90, 1 ], [ 84, 57, 18, 0, 60, 90, 1 ], [ 84, 57, 18, 0, 60, 90, 0 ], [ 84, 57, 30, 0, 60, 90, 0 ], [ 80, 55, 30, 0, 60, 90, 0 ], [ 80, 55, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|silver|><|cylinder|>\": 18, \"<|rose|><|cube|>\": 18, \"<|lime|><|triangular prism|>\": 18, \"<|violet|><|star|>\": 18, \"<|violet|><|container|>\": 18, \"<|cyan|><|cylinder|>\": 18, \"<|teal|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the lime triangular prism and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|rose|><|cube|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|cyan|><|cylinder|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|silver|><|cylinder|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|violet|><|container|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|lime|><|triangular prism|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|violet|><|star|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|teal|><|moon|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|triangular prism|> found at <|14-21|> with height 18\nTarget Placement Location: <|violet|><|container|> at <|13-20|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|triangular prism|> at <|14-21|> with height 30\nStep 2: Lower to <|lime|><|triangular prism|> at <|14-21|> with height 18\nStep 3: Close gripper on <|lime|><|triangular prism|> at <|14-21|> with height 18\nStep 4: Lift <|lime|><|triangular prism|> at <|14-21|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|13-20|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|13-20|> with height 18 and open gripper\n\n</think>\n\nStep 1: [84, 57, 30, 0, 60, 90, 1]\nStep 2: [84, 57, 18, 0, 60, 90, 1]\nStep 3: [84, 57, 18, 0, 60, 90, 0]\nStep 4: [84, 57, 30, 0, 60, 90, 0]\nStep 5: [80, 55, 30, 0, 60, 90, 0]\nStep 6: [80, 55, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|moon|>": ["<|19-12|>", 18]}]
[{"<|purple|><|cylinder|>": ["<|4-12|>", 19]}]
LOCATE OBJECTS: Target Object: <|olive|><|moon|> found at <|19-12|> with height 18 Target Placement Location: <|purple|><|cylinder|> at <|4-12|> with height 19 PLAN ACTIONS: Step 1: Move above <|olive|><|moon|> at <|19-12|> with height 30 Step 2: Lower to <|olive|><|moon|> at <|19-12|> with height 18 Step 3: Close gripper on <|olive|><|moon|> at <|19-12|> with height 18 Step 4: Lift <|olive|><|moon|> at <|19-12|> to height 30 Step 5: Move to <|purple|><|cylinder|> location at <|4-12|> with height 30 Step 6: Stack on top of <|purple|><|cylinder|> location at <|4-12|> with height 19 + 4 and open gripper
[{"red-triangular prism": [76, 76, 17]}, {"maroon-cube": [45, 55, 18]}, {"yellow-moon": [25, 49, 18]}, {"gray-cylinder": [51, 52, 17]}, {"olive-moon": [49, 77, 18]}, {"purple-cylinder": [50, 17, 19]}]
Stack the olive moon on top of the purple cylinder
[ [ 49, 77, 30, 0, 60, 90, 1 ], [ 49, 77, 18, 0, 60, 90, 1 ], [ 49, 77, 18, 0, 60, 90, 0 ], [ 49, 77, 30, 0, 60, 90, 0 ], [ 50, 17, 30, 0, 60, 90, 0 ], [ 50, 17, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|triangular prism|>\": 17, \"<|maroon|><|cube|>\": 18, \"<|yellow|><|moon|>\": 18, \"<|gray|><|cylinder|>\": 17, \"<|olive|><|moon|>\": 18, \"<|purple|><|cylinder|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the olive moon on top of the purple cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|purple|><|cylinder|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|yellow|><|moon|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|maroon|><|cube|><|13-12|><|gray|><|cylinder|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|olive|><|moon|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|red|><|triangular prism|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|moon|> found at <|19-12|> with height 18\nTarget Placement Location: <|purple|><|cylinder|> at <|4-12|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|moon|> at <|19-12|> with height 30\nStep 2: Lower to <|olive|><|moon|> at <|19-12|> with height 18\nStep 3: Close gripper on <|olive|><|moon|> at <|19-12|> with height 18\nStep 4: Lift <|olive|><|moon|> at <|19-12|> to height 30\nStep 5: Move to <|purple|><|cylinder|> location at <|4-12|> with height 30\nStep 6: Stack on top of <|purple|><|cylinder|> location at <|4-12|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [49, 77, 30, 0, 60, 90, 1]\nStep 2: [49, 77, 18, 0, 60, 90, 1]\nStep 3: [49, 77, 18, 0, 60, 90, 0]\nStep 4: [49, 77, 30, 0, 60, 90, 0]\nStep 5: [50, 17, 30, 0, 60, 90, 0]\nStep 6: [50, 17, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|triangular prism|>": ["<|14-11|>", 17]}]
[{"<|navy|><|container|>": ["<|19-17|>", 18]}]
LOCATE OBJECTS: Target Object: <|red|><|triangular prism|> found at <|14-11|> with height 17 Target Placement Location: <|navy|><|container|> at <|19-17|> with height 18 PLAN ACTIONS: Step 1: Move above <|red|><|triangular prism|> at <|14-11|> with height 30 Step 2: Lower to <|red|><|triangular prism|> at <|14-11|> with height 17 Step 3: Close gripper on <|red|><|triangular prism|> at <|14-11|> with height 17 Step 4: Lift <|red|><|triangular prism|> at <|14-11|> to height 30 Step 5: Move to <|navy|><|container|> location at <|19-17|> with height 30 Step 6: Place inside <|navy|><|container|> location at <|19-17|> with height 18 and open gripper
[{"red-triangular prism": [47, 59, 17]}, {"navy-container": [69, 79, 18]}, {"azure-cube": [24, 81, 17]}, {"cyan-star": [33, 87, 17]}, {"cyan-moon": [54, 61, 17]}]
Pick up the red triangular prism and place it into the navy container
[ [ 47, 59, 30, 0, 60, 90, 1 ], [ 47, 59, 17, 0, 60, 90, 1 ], [ 47, 59, 17, 0, 60, 90, 0 ], [ 47, 59, 30, 0, 60, 90, 0 ], [ 69, 79, 30, 0, 60, 90, 0 ], [ 69, 79, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|triangular prism|>\": 17, \"<|navy|><|container|>\": 18, \"<|azure|><|cube|>\": 17, \"<|cyan|><|star|>\": 17, \"<|cyan|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the red triangular prism and place it into the navy container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|red|><|triangular prism|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|cyan|><|moon|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|navy|><|container|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|azure|><|cube|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|cyan|><|star|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|red|><|triangular prism|> found at <|14-11|> with height 17\nTarget Placement Location: <|navy|><|container|> at <|19-17|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|triangular prism|> at <|14-11|> with height 30\nStep 2: Lower to <|red|><|triangular prism|> at <|14-11|> with height 17\nStep 3: Close gripper on <|red|><|triangular prism|> at <|14-11|> with height 17\nStep 4: Lift <|red|><|triangular prism|> at <|14-11|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|19-17|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|19-17|> with height 18 and open gripper\n\n</think>\n\nStep 1: [47, 59, 30, 0, 60, 90, 1]\nStep 2: [47, 59, 17, 0, 60, 90, 1]\nStep 3: [47, 59, 17, 0, 60, 90, 0]\nStep 4: [47, 59, 30, 0, 60, 90, 0]\nStep 5: [69, 79, 30, 0, 60, 90, 0]\nStep 6: [69, 79, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|triangular prism|>": ["<|14-8|>", 17]}]
[{"<|navy|><|cylinder|>": ["<|4-4|>", 18]}]
LOCATE OBJECTS: Target Object: <|maroon|><|triangular prism|> found at <|14-8|> with height 17 Target Placement Location: <|navy|><|cylinder|> at <|4-4|> with height 18 PLAN ACTIONS: Step 1: Move above <|maroon|><|triangular prism|> at <|14-8|> with height 30 Step 2: Lower to <|maroon|><|triangular prism|> at <|14-8|> with height 17 Step 3: Close gripper on <|maroon|><|triangular prism|> at <|14-8|> with height 17 Step 4: Lift <|maroon|><|triangular prism|> at <|14-8|> to height 30 Step 5: Move to <|navy|><|cylinder|> location at <|4-4|> with height 30 Step 6: Stack on top of <|navy|><|cylinder|> location at <|4-4|> with height 18 + 4 and open gripper
[{"navy-cylinder": [16, 19, 18]}, {"purple-star": [38, 55, 18]}, {"maroon-triangular prism": [34, 57, 17]}, {"gray-star": [45, 42, 17]}, {"maroon-star": [42, 65, 17]}]
Stack the maroon triangular prism on top of the navy cylinder
[ [ 34, 57, 30, 0, 60, 90, 1 ], [ 34, 57, 17, 0, 60, 90, 1 ], [ 34, 57, 17, 0, 60, 90, 0 ], [ 34, 57, 30, 0, 60, 90, 0 ], [ 16, 19, 30, 0, 60, 90, 0 ], [ 16, 19, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|navy|><|cylinder|>\": 18, \"<|purple|><|star|>\": 18, \"<|maroon|><|triangular prism|>\": 17, \"<|gray|><|star|>\": 17, \"<|maroon|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon triangular prism on top of the navy cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|navy|><|cylinder|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|gray|><|star|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|purple|><|star|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|maroon|><|triangular prism|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|maroon|><|star|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|triangular prism|> found at <|14-8|> with height 17\nTarget Placement Location: <|navy|><|cylinder|> at <|4-4|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|triangular prism|> at <|14-8|> with height 30\nStep 2: Lower to <|maroon|><|triangular prism|> at <|14-8|> with height 17\nStep 3: Close gripper on <|maroon|><|triangular prism|> at <|14-8|> with height 17\nStep 4: Lift <|maroon|><|triangular prism|> at <|14-8|> to height 30\nStep 5: Move to <|navy|><|cylinder|> location at <|4-4|> with height 30\nStep 6: Stack on top of <|navy|><|cylinder|> location at <|4-4|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [34, 57, 30, 0, 60, 90, 1]\nStep 2: [34, 57, 17, 0, 60, 90, 1]\nStep 3: [34, 57, 17, 0, 60, 90, 0]\nStep 4: [34, 57, 30, 0, 60, 90, 0]\nStep 5: [16, 19, 30, 0, 60, 90, 0]\nStep 6: [16, 19, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|moon|>": ["<|5-9|>", 18]}]
[{"<|magenta|><|container|>": ["<|22-11|>", 17]}]
LOCATE OBJECTS: Target Object: <|yellow|><|moon|> found at <|5-9|> with height 18 Target Placement Location: <|magenta|><|container|> at <|22-11|> with height 17 PLAN ACTIONS: Step 1: Move above <|yellow|><|moon|> at <|5-9|> with height 30 Step 2: Lower to <|yellow|><|moon|> at <|5-9|> with height 18 Step 3: Close gripper on <|yellow|><|moon|> at <|5-9|> with height 18 Step 4: Lift <|yellow|><|moon|> at <|5-9|> to height 30 Step 5: Move to <|magenta|><|container|> location at <|22-11|> with height 30 Step 6: Place inside <|magenta|><|container|> location at <|22-11|> with height 17 and open gripper
[{"red-moon": [35, 69, 18]}, {"magenta-container": [46, 88, 17]}, {"navy-star": [32, 45, 18]}, {"yellow-moon": [39, 22, 18]}, {"lime-star": [76, 81, 17]}, {"rose-star": [75, 71, 18]}, {"blue-cube": [42, 68, 17]}]
Pick up the yellow moon and place it into the magenta container
[ [ 39, 22, 30, 0, 60, 90, 1 ], [ 39, 22, 18, 0, 60, 90, 1 ], [ 39, 22, 18, 0, 60, 90, 0 ], [ 39, 22, 30, 0, 60, 90, 0 ], [ 46, 88, 30, 0, 60, 90, 0 ], [ 46, 88, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|red|><|moon|>\": 18, \"<|magenta|><|container|>\": 17, \"<|navy|><|star|>\": 18, \"<|yellow|><|moon|>\": 18, \"<|lime|><|star|>\": 17, \"<|rose|><|star|>\": 18, \"<|blue|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow moon and place it into the magenta container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|yellow|><|moon|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|navy|><|star|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|red|><|moon|><|17-9|><|empty|><|17-10|><|blue|><|cube|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|rose|><|star|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|lime|><|star|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|magenta|><|container|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|moon|> found at <|5-9|> with height 18\nTarget Placement Location: <|magenta|><|container|> at <|22-11|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|moon|> at <|5-9|> with height 30\nStep 2: Lower to <|yellow|><|moon|> at <|5-9|> with height 18\nStep 3: Close gripper on <|yellow|><|moon|> at <|5-9|> with height 18\nStep 4: Lift <|yellow|><|moon|> at <|5-9|> to height 30\nStep 5: Move to <|magenta|><|container|> location at <|22-11|> with height 30\nStep 6: Place inside <|magenta|><|container|> location at <|22-11|> with height 17 and open gripper\n\n</think>\n\nStep 1: [39, 22, 30, 0, 60, 90, 1]\nStep 2: [39, 22, 18, 0, 60, 90, 1]\nStep 3: [39, 22, 18, 0, 60, 90, 0]\nStep 4: [39, 22, 30, 0, 60, 90, 0]\nStep 5: [46, 88, 30, 0, 60, 90, 0]\nStep 6: [46, 88, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|cube|>": ["<|12-9|>", 18]}]
[{"<|azure|><|container|>": ["<|4-21|>", 17]}]
LOCATE OBJECTS: Target Object: <|violet|><|cube|> found at <|12-9|> with height 18 Target Placement Location: <|azure|><|container|> at <|4-21|> with height 17 PLAN ACTIONS: Step 1: Move above <|violet|><|cube|> at <|12-9|> with height 30 Step 2: Lower to <|violet|><|cube|> at <|12-9|> with height 18 Step 3: Close gripper on <|violet|><|cube|> at <|12-9|> with height 18 Step 4: Lift <|violet|><|cube|> at <|12-9|> to height 30 Step 5: Move to <|azure|><|container|> location at <|4-21|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|4-21|> with height 17 and open gripper
[{"purple-moon": [90, 28, 18]}, {"magenta-star": [58, 49, 17]}, {"teal-cylinder": [36, 81, 18]}, {"violet-cube": [39, 51, 18]}, {"navy-cube": [72, 80, 17]}, {"azure-container": [87, 16, 17]}]
Pick up the violet cube and place it into the azure container
[ [ 39, 51, 30, 0, 60, 90, 1 ], [ 39, 51, 18, 0, 60, 90, 1 ], [ 39, 51, 18, 0, 60, 90, 0 ], [ 39, 51, 30, 0, 60, 90, 0 ], [ 87, 16, 30, 0, 60, 90, 0 ], [ 87, 16, 17, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|purple|><|moon|>\": 18, \"<|magenta|><|star|>\": 17, \"<|teal|><|cylinder|>\": 18, \"<|violet|><|cube|>\": 18, \"<|navy|><|cube|>\": 17, \"<|azure|><|container|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the violet cube and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|azure|><|container|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|purple|><|moon|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|violet|><|cube|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|magenta|><|star|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|teal|><|cylinder|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|navy|><|cube|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cube|> found at <|12-9|> with height 18\nTarget Placement Location: <|azure|><|container|> at <|4-21|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cube|> at <|12-9|> with height 30\nStep 2: Lower to <|violet|><|cube|> at <|12-9|> with height 18\nStep 3: Close gripper on <|violet|><|cube|> at <|12-9|> with height 18\nStep 4: Lift <|violet|><|cube|> at <|12-9|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|4-21|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|4-21|> with height 17 and open gripper\n\n</think>\n\nStep 1: [39, 51, 30, 0, 60, 90, 1]\nStep 2: [39, 51, 18, 0, 60, 90, 1]\nStep 3: [39, 51, 18, 0, 60, 90, 0]\nStep 4: [39, 51, 30, 0, 60, 90, 0]\nStep 5: [87, 16, 30, 0, 60, 90, 0]\nStep 6: [87, 16, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|moon|>": ["<|21-14|>", 17]}]
[{"<|white|><|container|>": ["<|3-20|>", 18]}]
LOCATE OBJECTS: Target Object: <|navy|><|moon|> found at <|21-14|> with height 17 Target Placement Location: <|white|><|container|> at <|3-20|> with height 18 PLAN ACTIONS: Step 1: Move above <|navy|><|moon|> at <|21-14|> with height 30 Step 2: Lower to <|navy|><|moon|> at <|21-14|> with height 17 Step 3: Close gripper on <|navy|><|moon|> at <|21-14|> with height 17 Step 4: Lift <|navy|><|moon|> at <|21-14|> to height 30 Step 5: Move to <|white|><|container|> location at <|3-20|> with height 30 Step 6: Place inside <|white|><|container|> location at <|3-20|> with height 18 and open gripper
[{"black-cylinder": [88, 51, 17]}, {"yellow-star": [37, 71, 17]}, {"navy-moon": [58, 84, 17]}, {"white-container": [83, 13, 18]}, {"lime-moon": [83, 53, 18]}]
Pick up the navy moon and place it into the white container
[ [ 58, 84, 30, 0, 60, 90, 1 ], [ 58, 84, 17, 0, 60, 90, 1 ], [ 58, 84, 17, 0, 60, 90, 0 ], [ 58, 84, 30, 0, 60, 90, 0 ], [ 83, 13, 30, 0, 60, 90, 0 ], [ 83, 13, 18, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|black|><|cylinder|>\": 17, \"<|yellow|><|star|>\": 17, \"<|navy|><|moon|>\": 17, \"<|white|><|container|>\": 18, \"<|lime|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy moon and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|white|><|container|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|black|><|cylinder|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|lime|><|moon|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|yellow|><|star|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|navy|><|moon|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|moon|> found at <|21-14|> with height 17\nTarget Placement Location: <|white|><|container|> at <|3-20|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|moon|> at <|21-14|> with height 30\nStep 2: Lower to <|navy|><|moon|> at <|21-14|> with height 17\nStep 3: Close gripper on <|navy|><|moon|> at <|21-14|> with height 17\nStep 4: Lift <|navy|><|moon|> at <|21-14|> to height 30\nStep 5: Move to <|white|><|container|> location at <|3-20|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|3-20|> with height 18 and open gripper\n\n</think>\n\nStep 1: [58, 84, 30, 0, 60, 90, 1]\nStep 2: [58, 84, 17, 0, 60, 90, 1]\nStep 3: [58, 84, 17, 0, 60, 90, 0]\nStep 4: [58, 84, 30, 0, 60, 90, 0]\nStep 5: [83, 13, 30, 0, 60, 90, 0]\nStep 6: [83, 13, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|cylinder|>": ["<|7-22|>", 17]}]
[{"<|gray|><|container|>": ["<|12-2|>", 19]}]
LOCATE OBJECTS: Target Object: <|lime|><|cylinder|> found at <|7-22|> with height 17 Target Placement Location: <|gray|><|container|> at <|12-2|> with height 19 PLAN ACTIONS: Step 1: Move above <|lime|><|cylinder|> at <|7-22|> with height 30 Step 2: Lower to <|lime|><|cylinder|> at <|7-22|> with height 17 Step 3: Close gripper on <|lime|><|cylinder|> at <|7-22|> with height 17 Step 4: Lift <|lime|><|cylinder|> at <|7-22|> to height 30 Step 5: Move to <|gray|><|container|> location at <|12-2|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|12-2|> with height 19 and open gripper
[{"gray-triangular prism": [66, 30, 17]}, {"rose-cube": [35, 59, 17]}, {"gray-container": [10, 49, 19]}, {"maroon-star": [31, 36, 17]}, {"lime-cylinder": [88, 31, 17]}]
Pick up the lime cylinder and place it into the gray container
[ [ 88, 31, 30, 0, 60, 90, 1 ], [ 88, 31, 17, 0, 60, 90, 1 ], [ 88, 31, 17, 0, 60, 90, 0 ], [ 88, 31, 30, 0, 60, 90, 0 ], [ 10, 49, 30, 0, 60, 90, 0 ], [ 10, 49, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|gray|><|triangular prism|>\": 17, \"<|rose|><|cube|>\": 17, \"<|gray|><|container|>\": 19, \"<|maroon|><|star|>\": 17, \"<|lime|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the lime cylinder and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|gray|><|triangular prism|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|lime|><|cylinder|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|maroon|><|star|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|gray|><|container|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|rose|><|cube|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|cylinder|> found at <|7-22|> with height 17\nTarget Placement Location: <|gray|><|container|> at <|12-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|cylinder|> at <|7-22|> with height 30\nStep 2: Lower to <|lime|><|cylinder|> at <|7-22|> with height 17\nStep 3: Close gripper on <|lime|><|cylinder|> at <|7-22|> with height 17\nStep 4: Lift <|lime|><|cylinder|> at <|7-22|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|12-2|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|12-2|> with height 19 and open gripper\n\n</think>\n\nStep 1: [88, 31, 30, 0, 60, 90, 1]\nStep 2: [88, 31, 17, 0, 60, 90, 1]\nStep 3: [88, 31, 17, 0, 60, 90, 0]\nStep 4: [88, 31, 30, 0, 60, 90, 0]\nStep 5: [10, 49, 30, 0, 60, 90, 0]\nStep 6: [10, 49, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|cylinder|>": ["<|12-19|>", 18]}]
[{"<|cyan|><|cylinder|>": ["<|3-18|>", 17]}]
LOCATE OBJECTS: Target Object: <|black|><|cylinder|> found at <|12-19|> with height 18 Target Placement Location: <|cyan|><|cylinder|> at <|3-18|> with height 17 PLAN ACTIONS: Step 1: Move above <|black|><|cylinder|> at <|12-19|> with height 30 Step 2: Lower to <|black|><|cylinder|> at <|12-19|> with height 18 Step 3: Close gripper on <|black|><|cylinder|> at <|12-19|> with height 18 Step 4: Lift <|black|><|cylinder|> at <|12-19|> to height 30 Step 5: Move to <|cyan|><|cylinder|> location at <|3-18|> with height 30 Step 6: Stack on top of <|cyan|><|cylinder|> location at <|3-18|> with height 17 + 4 and open gripper
[{"yellow-star": [69, 77, 18]}, {"black-cylinder": [76, 50, 18]}, {"azure-cube": [60, 33, 18]}, {"rose-star": [34, 69, 17]}, {"cyan-cylinder": [73, 15, 17]}]
Stack the black cylinder on top of the cyan cylinder
[ [ 76, 50, 30, 0, 60, 90, 1 ], [ 76, 50, 18, 0, 60, 90, 1 ], [ 76, 50, 18, 0, 60, 90, 0 ], [ 76, 50, 30, 0, 60, 90, 0 ], [ 73, 15, 30, 0, 60, 90, 0 ], [ 73, 15, 21, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|yellow|><|star|>\": 18, \"<|black|><|cylinder|>\": 18, \"<|azure|><|cube|>\": 18, \"<|rose|><|star|>\": 17, \"<|cyan|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black cylinder on top of the cyan cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|cyan|><|cylinder|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|azure|><|cube|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|black|><|cylinder|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|rose|><|star|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|yellow|><|star|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|cylinder|> found at <|12-19|> with height 18\nTarget Placement Location: <|cyan|><|cylinder|> at <|3-18|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cylinder|> at <|12-19|> with height 30\nStep 2: Lower to <|black|><|cylinder|> at <|12-19|> with height 18\nStep 3: Close gripper on <|black|><|cylinder|> at <|12-19|> with height 18\nStep 4: Lift <|black|><|cylinder|> at <|12-19|> to height 30\nStep 5: Move to <|cyan|><|cylinder|> location at <|3-18|> with height 30\nStep 6: Stack on top of <|cyan|><|cylinder|> location at <|3-18|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [76, 50, 30, 0, 60, 90, 1]\nStep 2: [76, 50, 18, 0, 60, 90, 1]\nStep 3: [76, 50, 18, 0, 60, 90, 0]\nStep 4: [76, 50, 30, 0, 60, 90, 0]\nStep 5: [73, 15, 30, 0, 60, 90, 0]\nStep 6: [73, 15, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|19-14|>", 17]}]
[{"<|yellow|><|moon|>": ["<|19-9|>", 19]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|19-14|> with height 17 Target Placement Location: <|yellow|><|moon|> at <|19-9|> with height 19 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|19-14|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|19-14|> with height 17 Step 3: Close gripper on <|yellow|><|cube|> at <|19-14|> with height 17 Step 4: Lift <|yellow|><|cube|> at <|19-14|> to height 30 Step 5: Move to <|yellow|><|moon|> location at <|19-9|> with height 30 Step 6: Stack on top of <|yellow|><|moon|> location at <|19-9|> with height 19 + 4 and open gripper
[{"yellow-cube": [57, 77, 17]}, {"navy-triangular prism": [65, 27, 18]}, {"violet-cube": [20, 27, 18]}, {"red-cylinder": [67, 21, 18]}, {"azure-cube": [75, 58, 18]}, {"white-triangular prism": [90, 69, 18]}, {"yellow-moon": [36, 78, 19]}]
Stack the yellow cube on top of the yellow moon
[ [ 57, 77, 30, 0, 60, 90, 1 ], [ 57, 77, 17, 0, 60, 90, 1 ], [ 57, 77, 17, 0, 60, 90, 0 ], [ 57, 77, 30, 0, 60, 90, 0 ], [ 36, 78, 30, 0, 60, 90, 0 ], [ 36, 78, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|yellow|><|cube|>\": 17, \"<|navy|><|triangular prism|>\": 18, \"<|violet|><|cube|>\": 18, \"<|red|><|cylinder|>\": 18, \"<|azure|><|cube|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|yellow|><|moon|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the yellow cube on top of the yellow moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|red|><|cylinder|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|violet|><|cube|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|navy|><|triangular prism|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|azure|><|cube|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|white|><|triangular prism|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|yellow|><|moon|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|yellow|><|cube|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cube|> found at <|19-14|> with height 17\nTarget Placement Location: <|yellow|><|moon|> at <|19-9|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|19-14|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|19-14|> with height 17\nStep 3: Close gripper on <|yellow|><|cube|> at <|19-14|> with height 17\nStep 4: Lift <|yellow|><|cube|> at <|19-14|> to height 30\nStep 5: Move to <|yellow|><|moon|> location at <|19-9|> with height 30\nStep 6: Stack on top of <|yellow|><|moon|> location at <|19-9|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [57, 77, 30, 0, 60, 90, 1]\nStep 2: [57, 77, 17, 0, 60, 90, 1]\nStep 3: [57, 77, 17, 0, 60, 90, 0]\nStep 4: [57, 77, 30, 0, 60, 90, 0]\nStep 5: [36, 78, 30, 0, 60, 90, 0]\nStep 6: [36, 78, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|cube|>": ["<|20-12|>", 17]}]
[{"<|gray|><|container|>": ["<|8-4|>", 19]}]
LOCATE OBJECTS: Target Object: <|maroon|><|cube|> found at <|20-12|> with height 17 Target Placement Location: <|gray|><|container|> at <|8-4|> with height 19 PLAN ACTIONS: Step 1: Move above <|maroon|><|cube|> at <|20-12|> with height 30 Step 2: Lower to <|maroon|><|cube|> at <|20-12|> with height 17 Step 3: Close gripper on <|maroon|><|cube|> at <|20-12|> with height 17 Step 4: Lift <|maroon|><|cube|> at <|20-12|> to height 30 Step 5: Move to <|gray|><|container|> location at <|8-4|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|8-4|> with height 19 and open gripper
[{"maroon-moon": [58, 79, 18]}, {"gray-container": [16, 33, 19]}, {"magenta-moon": [85, 31, 17]}, {"navy-moon": [63, 77, 18]}, {"teal-star": [31, 35, 18]}, {"red-moon": [48, 69, 17]}, {"maroon-cube": [49, 80, 17]}]
Pick up the maroon cube and place it into the gray container
[ [ 49, 80, 30, 0, 60, 90, 1 ], [ 49, 80, 17, 0, 60, 90, 1 ], [ 49, 80, 17, 0, 60, 90, 0 ], [ 49, 80, 30, 0, 60, 90, 0 ], [ 16, 33, 30, 0, 60, 90, 0 ], [ 16, 33, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|maroon|><|moon|>\": 18, \"<|gray|><|container|>\": 19, \"<|magenta|><|moon|>\": 17, \"<|navy|><|moon|>\": 18, \"<|teal|><|star|>\": 18, \"<|red|><|moon|>\": 17, \"<|maroon|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the maroon cube and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|magenta|><|moon|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|gray|><|container|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|teal|><|star|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|red|><|moon|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|maroon|><|moon|><|19-15|><|navy|><|moon|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|maroon|><|cube|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|cube|> found at <|20-12|> with height 17\nTarget Placement Location: <|gray|><|container|> at <|8-4|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|cube|> at <|20-12|> with height 30\nStep 2: Lower to <|maroon|><|cube|> at <|20-12|> with height 17\nStep 3: Close gripper on <|maroon|><|cube|> at <|20-12|> with height 17\nStep 4: Lift <|maroon|><|cube|> at <|20-12|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|8-4|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|8-4|> with height 19 and open gripper\n\n</think>\n\nStep 1: [49, 80, 30, 0, 60, 90, 1]\nStep 2: [49, 80, 17, 0, 60, 90, 1]\nStep 3: [49, 80, 17, 0, 60, 90, 0]\nStep 4: [49, 80, 30, 0, 60, 90, 0]\nStep 5: [16, 33, 30, 0, 60, 90, 0]\nStep 6: [16, 33, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|triangular prism|>": ["<|15-17|>", 18]}]
[{"<|magenta|><|cylinder|>": ["<|6-20|>", 18]}]
LOCATE OBJECTS: Target Object: <|lime|><|triangular prism|> found at <|15-17|> with height 18 Target Placement Location: <|magenta|><|cylinder|> at <|6-20|> with height 18 PLAN ACTIONS: Step 1: Move above <|lime|><|triangular prism|> at <|15-17|> with height 30 Step 2: Lower to <|lime|><|triangular prism|> at <|15-17|> with height 18 Step 3: Close gripper on <|lime|><|triangular prism|> at <|15-17|> with height 18 Step 4: Lift <|lime|><|triangular prism|> at <|15-17|> to height 30 Step 5: Move to <|magenta|><|cylinder|> location at <|6-20|> with height 30 Step 6: Stack on top of <|magenta|><|cylinder|> location at <|6-20|> with height 18 + 4 and open gripper
[{"magenta-cylinder": [82, 26, 18]}, {"blue-moon": [34, 88, 17]}, {"navy-triangular prism": [54, 40, 18]}, {"azure-cube": [56, 82, 17]}, {"gray-moon": [34, 31, 17]}, {"lime-triangular prism": [71, 63, 18]}, {"olive-cylinder": [34, 80, 18]}]
Stack the lime triangular prism on top of the magenta cylinder
[ [ 71, 63, 30, 0, 60, 90, 1 ], [ 71, 63, 18, 0, 60, 90, 1 ], [ 71, 63, 18, 0, 60, 90, 0 ], [ 71, 63, 30, 0, 60, 90, 0 ], [ 82, 26, 30, 0, 60, 90, 0 ], [ 82, 26, 22, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|magenta|><|cylinder|>\": 18, \"<|blue|><|moon|>\": 17, \"<|navy|><|triangular prism|>\": 18, \"<|azure|><|cube|>\": 17, \"<|gray|><|moon|>\": 17, \"<|lime|><|triangular prism|>\": 18, \"<|olive|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the lime triangular prism on top of the magenta cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|magenta|><|cylinder|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|gray|><|moon|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|navy|><|triangular prism|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|lime|><|triangular prism|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|olive|><|cylinder|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|azure|><|cube|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|blue|><|moon|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|triangular prism|> found at <|15-17|> with height 18\nTarget Placement Location: <|magenta|><|cylinder|> at <|6-20|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|triangular prism|> at <|15-17|> with height 30\nStep 2: Lower to <|lime|><|triangular prism|> at <|15-17|> with height 18\nStep 3: Close gripper on <|lime|><|triangular prism|> at <|15-17|> with height 18\nStep 4: Lift <|lime|><|triangular prism|> at <|15-17|> to height 30\nStep 5: Move to <|magenta|><|cylinder|> location at <|6-20|> with height 30\nStep 6: Stack on top of <|magenta|><|cylinder|> location at <|6-20|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [71, 63, 30, 0, 60, 90, 1]\nStep 2: [71, 63, 18, 0, 60, 90, 1]\nStep 3: [71, 63, 18, 0, 60, 90, 0]\nStep 4: [71, 63, 30, 0, 60, 90, 0]\nStep 5: [82, 26, 30, 0, 60, 90, 0]\nStep 6: [82, 26, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|triangular prism|>": ["<|15-14|>", 17]}]
[{"<|purple|><|container|>": ["<|22-2|>", 19]}]
LOCATE OBJECTS: Target Object: <|white|><|triangular prism|> found at <|15-14|> with height 17 Target Placement Location: <|purple|><|container|> at <|22-2|> with height 19 PLAN ACTIONS: Step 1: Move above <|white|><|triangular prism|> at <|15-14|> with height 30 Step 2: Lower to <|white|><|triangular prism|> at <|15-14|> with height 17 Step 3: Close gripper on <|white|><|triangular prism|> at <|15-14|> with height 17 Step 4: Lift <|white|><|triangular prism|> at <|15-14|> to height 30 Step 5: Move to <|purple|><|container|> location at <|22-2|> with height 30 Step 6: Place inside <|purple|><|container|> location at <|22-2|> with height 19 and open gripper
[{"teal-cube": [22, 39, 18]}, {"navy-triangular prism": [69, 26, 17]}, {"purple-triangular prism": [48, 74, 18]}, {"purple-container": [10, 89, 19]}, {"white-triangular prism": [57, 60, 17]}]
Pick up the white triangular prism and place it into the purple container
[ [ 57, 60, 30, 0, 60, 90, 1 ], [ 57, 60, 17, 0, 60, 90, 1 ], [ 57, 60, 17, 0, 60, 90, 0 ], [ 57, 60, 30, 0, 60, 90, 0 ], [ 10, 89, 30, 0, 60, 90, 0 ], [ 10, 89, 19, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|teal|><|cube|>\": 18, \"<|navy|><|triangular prism|>\": 17, \"<|purple|><|triangular prism|>\": 18, \"<|purple|><|container|>\": 19, \"<|white|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the white triangular prism and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|navy|><|triangular prism|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|teal|><|cube|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|white|><|triangular prism|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|purple|><|triangular prism|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|purple|><|container|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|triangular prism|> found at <|15-14|> with height 17\nTarget Placement Location: <|purple|><|container|> at <|22-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|triangular prism|> at <|15-14|> with height 30\nStep 2: Lower to <|white|><|triangular prism|> at <|15-14|> with height 17\nStep 3: Close gripper on <|white|><|triangular prism|> at <|15-14|> with height 17\nStep 4: Lift <|white|><|triangular prism|> at <|15-14|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|22-2|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|22-2|> with height 19 and open gripper\n\n</think>\n\nStep 1: [57, 60, 30, 0, 60, 90, 1]\nStep 2: [57, 60, 17, 0, 60, 90, 1]\nStep 3: [57, 60, 17, 0, 60, 90, 0]\nStep 4: [57, 60, 30, 0, 60, 90, 0]\nStep 5: [10, 89, 30, 0, 60, 90, 0]\nStep 6: [10, 89, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|star|>": ["<|17-22|>", 17]}]
[{"<|navy|><|cylinder|>": ["<|21-20|>", 19]}]
LOCATE OBJECTS: Target Object: <|rose|><|star|> found at <|17-22|> with height 17 Target Placement Location: <|navy|><|cylinder|> at <|21-20|> with height 19 PLAN ACTIONS: Step 1: Move above <|rose|><|star|> at <|17-22|> with height 30 Step 2: Lower to <|rose|><|star|> at <|17-22|> with height 17 Step 3: Close gripper on <|rose|><|star|> at <|17-22|> with height 17 Step 4: Lift <|rose|><|star|> at <|17-22|> to height 30 Step 5: Move to <|navy|><|cylinder|> location at <|21-20|> with height 30 Step 6: Stack on top of <|navy|><|cylinder|> location at <|21-20|> with height 19 + 4 and open gripper
[{"rose-star": [90, 71, 17]}, {"yellow-moon": [30, 21, 18]}, {"navy-cylinder": [81, 86, 19]}, {"azure-moon": [67, 23, 17]}, {"purple-star": [61, 21, 17]}, {"cyan-triangular prism": [65, 28, 18]}, {"lime-cube": [36, 26, 17]}]
Stack the rose star on top of the navy cylinder
[ [ 90, 71, 30, 0, 60, 90, 1 ], [ 90, 71, 17, 0, 60, 90, 1 ], [ 90, 71, 17, 0, 60, 90, 0 ], [ 90, 71, 30, 0, 60, 90, 0 ], [ 81, 86, 30, 0, 60, 90, 0 ], [ 81, 86, 23, 0, 60, 90, 1 ] ]
[ { "content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 25x25 discrete grid for visualization\n- Each position is denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space.\n- The height of each object: {\"<|rose|><|star|>\": 17, \"<|yellow|><|moon|>\": 18, \"<|navy|><|cylinder|>\": 19, \"<|azure|><|moon|>\": 17, \"<|purple|><|star|>\": 17, \"<|cyan|><|triangular prism|>\": 18, \"<|lime|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [X_100, Y_100, Z, Roll, Pitch, Yaw,\nGripper] with X and Y are discrete positions on a 100×100 grid representing the table surface and Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the rose star on top of the navy cylinder\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|yellow|><|moon|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|purple|><|star|><|5-16|><|azure|><|moon|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|lime|><|cube|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|cyan|><|triangular prism|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|rose|><|star|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|navy|><|cylinder|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.", "role": "user" }, { "content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|star|> found at <|17-22|> with height 17\nTarget Placement Location: <|navy|><|cylinder|> at <|21-20|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|star|> at <|17-22|> with height 30\nStep 2: Lower to <|rose|><|star|> at <|17-22|> with height 17\nStep 3: Close gripper on <|rose|><|star|> at <|17-22|> with height 17\nStep 4: Lift <|rose|><|star|> at <|17-22|> to height 30\nStep 5: Move to <|navy|><|cylinder|> location at <|21-20|> with height 30\nStep 6: Stack on top of <|navy|><|cylinder|> location at <|21-20|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [90, 71, 30, 0, 60, 90, 1]\nStep 2: [90, 71, 17, 0, 60, 90, 1]\nStep 3: [90, 71, 17, 0, 60, 90, 0]\nStep 4: [90, 71, 30, 0, 60, 90, 0]\nStep 5: [81, 86, 30, 0, 60, 90, 0]\nStep 6: [81, 86, 23, 0, 60, 90, 1]", "role": "assistant" } ]