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[{"<|azure|><|cylinder|>": ["<|20-20|>", 18]}]
[{"<|maroon|><|cube|>": ["<|15-9|>", 19]}]
LOCATE OBJECTS: Target Object: <|azure|><|cylinder|> found at <|20-20|> with height 18 Target Placement Location: <|maroon|><|cube|> at <|15-9|> with height 19 PLAN ACTIONS: Step 1: Move above <|azure|><|cylinder|> at <|20-20|> with height 30 Step 2: Lower to <|azure|><|cylinder|> at <|20-20|> with height 18 Step 3: Close gripper on <|azure|><|cylinder|> at <|20-20|> with height 18 Step 4: Lift <|azure|><|cylinder|> at <|20-20|> to height 30 Step 5: Move to <|maroon|><|cube|> location at <|15-9|> with height 30 Step 6: Stack on top of <|maroon|><|cube|> location at <|15-9|> with height 19 + 4 and open gripper
[{"olive-moon": [50, 89, 17]}, {"cyan-cube": [25, 61, 18]}, {"red-star": [27, 32, 18]}, {"maroon-cube": [39, 60, 19]}, {"azure-cylinder": [82, 83, 18]}, {"cyan-moon": [84, 67, 18]}, {"lime-moon": [67, 49, 17]}]
Stack the azure cylinder on top of the maroon cube
[ [ 82, 83, 30, 0, 60, 90, 1 ], [ 82, 83, 18, 0, 60, 90, 1 ], [ 82, 83, 18, 0, 60, 90, 0 ], [ 82, 83, 30, 0, 60, 90, 0 ], [ 39, 60, 30, 0, 60, 90, 0 ], [ 39, 60, 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: {\"<|olive|><|moon|>\": 17, \"<|cyan|><|cube|>\": 18, \"<|red|><|star|>\": 18, \"<|maroon|><|cube|>\": 19, \"<|azure|><|cylinder|>\": 18, \"<|cyan|><|moon|>\": 18, \"<|lime|><|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 azure cylinder on top of the maroon 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|><|red|><|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|><|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|><|lime|><|moon|><|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|><|cyan|><|cube|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|maroon|><|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|><|cyan|><|moon|><|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|><|azure|><|cylinder|><|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|><|olive|><|moon|><|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|><|cylinder|> found at <|20-20|> with height 18\nTarget Placement Location: <|maroon|><|cube|> at <|15-9|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|cylinder|> at <|20-20|> with height 30\nStep 2: Lower to <|azure|><|cylinder|> at <|20-20|> with height 18\nStep 3: Close gripper on <|azure|><|cylinder|> at <|20-20|> with height 18\nStep 4: Lift <|azure|><|cylinder|> at <|20-20|> to height 30\nStep 5: Move to <|maroon|><|cube|> location at <|15-9|> with height 30\nStep 6: Stack on top of <|maroon|><|cube|> location at <|15-9|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [82, 83, 30, 0, 60, 90, 1]\nStep 2: [82, 83, 18, 0, 60, 90, 1]\nStep 3: [82, 83, 18, 0, 60, 90, 0]\nStep 4: [82, 83, 30, 0, 60, 90, 0]\nStep 5: [39, 60, 30, 0, 60, 90, 0]\nStep 6: [39, 60, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|triangular prism|>": ["<|7-15|>", 17]}]
[{"<|navy|><|triangular prism|>": ["<|19-21|>", 17]}]
LOCATE OBJECTS: Target Object: <|violet|><|triangular prism|> found at <|7-15|> with height 17 Target Placement Location: <|navy|><|triangular prism|> at <|19-21|> with height 17 PLAN ACTIONS: Step 1: Move above <|violet|><|triangular prism|> at <|7-15|> with height 30 Step 2: Lower to <|violet|><|triangular prism|> at <|7-15|> with height 17 Step 3: Close gripper on <|violet|><|triangular prism|> at <|7-15|> with height 17 Step 4: Lift <|violet|><|triangular prism|> at <|7-15|> to height 30 Step 5: Move to <|navy|><|triangular prism|> location at <|19-21|> with height 30 Step 6: Stack on top of <|navy|><|triangular prism|> location at <|19-21|> with height 17 + 4 and open gripper
[{"navy-triangular prism": [84, 77, 17]}, {"blue-moon": [23, 43, 18]}, {"blue-cube": [77, 44, 18]}, {"black-cube": [67, 43, 17]}, {"teal-cylinder": [68, 72, 18]}, {"violet-triangular prism": [60, 31, 17]}, {"magenta-cylinder": [34, 67, 18]}]
Stack the violet triangular prism on top of the navy triangular prism
[ [ 60, 31, 30, 0, 60, 90, 1 ], [ 60, 31, 17, 0, 60, 90, 1 ], [ 60, 31, 17, 0, 60, 90, 0 ], [ 60, 31, 30, 0, 60, 90, 0 ], [ 84, 77, 30, 0, 60, 90, 0 ], [ 84, 77, 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|><|triangular prism|>\": 17, \"<|blue|><|moon|>\": 18, \"<|blue|><|cube|>\": 18, \"<|black|><|cube|>\": 17, \"<|teal|><|cylinder|>\": 18, \"<|violet|><|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 violet 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|><|violet|><|triangular prism|><|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|><|blue|><|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|><|black|><|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|><|blue|><|cube|><|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|><|magenta|><|cylinder|><|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|><|teal|><|cylinder|><|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|><|navy|><|triangular prism|><|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|><|triangular prism|> found at <|7-15|> with height 17\nTarget Placement Location: <|navy|><|triangular prism|> at <|19-21|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|triangular prism|> at <|7-15|> with height 30\nStep 2: Lower to <|violet|><|triangular prism|> at <|7-15|> with height 17\nStep 3: Close gripper on <|violet|><|triangular prism|> at <|7-15|> with height 17\nStep 4: Lift <|violet|><|triangular prism|> at <|7-15|> to height 30\nStep 5: Move to <|navy|><|triangular prism|> location at <|19-21|> with height 30\nStep 6: Stack on top of <|navy|><|triangular prism|> location at <|19-21|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [60, 31, 30, 0, 60, 90, 1]\nStep 2: [60, 31, 17, 0, 60, 90, 1]\nStep 3: [60, 31, 17, 0, 60, 90, 0]\nStep 4: [60, 31, 30, 0, 60, 90, 0]\nStep 5: [84, 77, 30, 0, 60, 90, 0]\nStep 6: [84, 77, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|moon|>": ["<|18-10|>", 18]}]
[{"<|gray|><|container|>": ["<|21-12|>", 19]}]
LOCATE OBJECTS: Target Object: <|maroon|><|moon|> found at <|18-10|> with height 18 Target Placement Location: <|gray|><|container|> at <|21-12|> with height 19 PLAN ACTIONS: Step 1: Move above <|maroon|><|moon|> at <|18-10|> with height 30 Step 2: Lower to <|maroon|><|moon|> at <|18-10|> with height 18 Step 3: Close gripper on <|maroon|><|moon|> at <|18-10|> with height 18 Step 4: Lift <|maroon|><|moon|> at <|18-10|> to height 30 Step 5: Move to <|gray|><|container|> location at <|21-12|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|21-12|> with height 19 and open gripper
[{"maroon-moon": [43, 73, 18]}, {"green-cylinder": [23, 66, 18]}, {"gray-container": [50, 86, 19]}, {"teal-moon": [59, 85, 18]}, {"olive-cube": [33, 44, 17]}]
Pick up the maroon moon and place it into the gray container
[ [ 43, 73, 30, 0, 60, 90, 1 ], [ 43, 73, 18, 0, 60, 90, 1 ], [ 43, 73, 18, 0, 60, 90, 0 ], [ 43, 73, 30, 0, 60, 90, 0 ], [ 50, 86, 30, 0, 60, 90, 0 ], [ 50, 86, 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, \"<|green|><|cylinder|>\": 18, \"<|gray|><|container|>\": 19, \"<|teal|><|moon|>\": 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 maroon moon 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|><|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|><|olive|><|cube|><|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|><|green|><|cylinder|><|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|><|maroon|><|moon|><|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|><|gray|><|container|><|21-13|><|empty|><|21-14|><|teal|><|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: <|maroon|><|moon|> found at <|18-10|> with height 18\nTarget Placement Location: <|gray|><|container|> at <|21-12|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|18-10|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|18-10|> with height 18\nStep 3: Close gripper on <|maroon|><|moon|> at <|18-10|> with height 18\nStep 4: Lift <|maroon|><|moon|> at <|18-10|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|21-12|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|21-12|> with height 19 and open gripper\n\n</think>\n\nStep 1: [43, 73, 30, 0, 60, 90, 1]\nStep 2: [43, 73, 18, 0, 60, 90, 1]\nStep 3: [43, 73, 18, 0, 60, 90, 0]\nStep 4: [43, 73, 30, 0, 60, 90, 0]\nStep 5: [50, 86, 30, 0, 60, 90, 0]\nStep 6: [50, 86, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|triangular prism|>": ["<|20-5|>", 18]}]
[{"<|cyan|><|moon|>": ["<|10-10|>", 18]}]
LOCATE OBJECTS: Target Object: <|magenta|><|triangular prism|> found at <|20-5|> with height 18 Target Placement Location: <|cyan|><|moon|> at <|10-10|> with height 18 PLAN ACTIONS: Step 1: Move above <|magenta|><|triangular prism|> at <|20-5|> with height 30 Step 2: Lower to <|magenta|><|triangular prism|> at <|20-5|> with height 18 Step 3: Close gripper on <|magenta|><|triangular prism|> at <|20-5|> with height 18 Step 4: Lift <|magenta|><|triangular prism|> at <|20-5|> to height 30 Step 5: Move to <|cyan|><|moon|> location at <|10-10|> with height 30 Step 6: Stack on top of <|cyan|><|moon|> location at <|10-10|> with height 18 + 4 and open gripper
[{"magenta-triangular prism": [20, 80, 18]}, {"cyan-moon": [41, 41, 18]}, {"white-triangular prism": [84, 33, 18]}, {"white-cube": [61, 81, 17]}, {"violet-triangular prism": [82, 82, 18]}]
Stack the magenta triangular prism on top of the cyan moon
[ [ 20, 80, 30, 0, 60, 90, 1 ], [ 20, 80, 18, 0, 60, 90, 1 ], [ 20, 80, 18, 0, 60, 90, 0 ], [ 20, 80, 30, 0, 60, 90, 0 ], [ 41, 41, 30, 0, 60, 90, 0 ], [ 41, 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: {\"<|magenta|><|triangular prism|>\": 18, \"<|cyan|><|moon|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|white|><|cube|>\": 17, \"<|violet|><|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 magenta triangular prism on top of the cyan 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|><|white|><|triangular prism|><|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|><|cyan|><|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|><|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|><|magenta|><|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|><|white|><|cube|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|violet|><|triangular prism|><|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|><|triangular prism|> found at <|20-5|> with height 18\nTarget Placement Location: <|cyan|><|moon|> at <|10-10|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|triangular prism|> at <|20-5|> with height 30\nStep 2: Lower to <|magenta|><|triangular prism|> at <|20-5|> with height 18\nStep 3: Close gripper on <|magenta|><|triangular prism|> at <|20-5|> with height 18\nStep 4: Lift <|magenta|><|triangular prism|> at <|20-5|> to height 30\nStep 5: Move to <|cyan|><|moon|> location at <|10-10|> with height 30\nStep 6: Stack on top of <|cyan|><|moon|> location at <|10-10|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [20, 80, 30, 0, 60, 90, 1]\nStep 2: [20, 80, 18, 0, 60, 90, 1]\nStep 3: [20, 80, 18, 0, 60, 90, 0]\nStep 4: [20, 80, 30, 0, 60, 90, 0]\nStep 5: [41, 41, 30, 0, 60, 90, 0]\nStep 6: [41, 41, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|moon|>": ["<|16-12|>", 17]}]
[{"<|olive|><|container|>": ["<|10-5|>", 18]}]
LOCATE OBJECTS: Target Object: <|cyan|><|moon|> found at <|16-12|> with height 17 Target Placement Location: <|olive|><|container|> at <|10-5|> with height 18 PLAN ACTIONS: Step 1: Move above <|cyan|><|moon|> at <|16-12|> with height 30 Step 2: Lower to <|cyan|><|moon|> at <|16-12|> with height 17 Step 3: Close gripper on <|cyan|><|moon|> at <|16-12|> with height 17 Step 4: Lift <|cyan|><|moon|> at <|16-12|> to height 30 Step 5: Move to <|olive|><|container|> location at <|10-5|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|10-5|> with height 18 and open gripper
[{"olive-container": [20, 41, 18]}, {"black-cube": [53, 20, 17]}, {"silver-star": [77, 80, 17]}, {"cyan-triangular prism": [66, 80, 17]}, {"cyan-moon": [49, 67, 17]}]
Pick up the cyan moon and place it into the olive container
[ [ 49, 67, 30, 0, 60, 90, 1 ], [ 49, 67, 17, 0, 60, 90, 1 ], [ 49, 67, 17, 0, 60, 90, 0 ], [ 49, 67, 30, 0, 60, 90, 0 ], [ 20, 41, 30, 0, 60, 90, 0 ], [ 20, 41, 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|><|container|>\": 18, \"<|black|><|cube|>\": 17, \"<|silver|><|star|>\": 17, \"<|cyan|><|triangular prism|>\": 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 cyan 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|><|black|><|cube|><|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|><|olive|><|container|><|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|><|cyan|><|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|><|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|><|cyan|><|triangular prism|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|silver|><|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|><|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 <|16-12|> with height 17\nTarget Placement Location: <|olive|><|container|> at <|10-5|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|moon|> at <|16-12|> with height 30\nStep 2: Lower to <|cyan|><|moon|> at <|16-12|> with height 17\nStep 3: Close gripper on <|cyan|><|moon|> at <|16-12|> with height 17\nStep 4: Lift <|cyan|><|moon|> at <|16-12|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|10-5|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|10-5|> with height 18 and open gripper\n\n</think>\n\nStep 1: [49, 67, 30, 0, 60, 90, 1]\nStep 2: [49, 67, 17, 0, 60, 90, 1]\nStep 3: [49, 67, 17, 0, 60, 90, 0]\nStep 4: [49, 67, 30, 0, 60, 90, 0]\nStep 5: [20, 41, 30, 0, 60, 90, 0]\nStep 6: [20, 41, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|star|>": ["<|20-7|>", 18]}]
[{"<|yellow|><|triangular prism|>": ["<|21-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|cyan|><|star|> found at <|20-7|> with height 18 Target Placement Location: <|yellow|><|triangular prism|> at <|21-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|cyan|><|star|> at <|20-7|> with height 30 Step 2: Lower to <|cyan|><|star|> at <|20-7|> with height 18 Step 3: Close gripper on <|cyan|><|star|> at <|20-7|> with height 18 Step 4: Lift <|cyan|><|star|> at <|20-7|> to height 30 Step 5: Move to <|yellow|><|triangular prism|> location at <|21-21|> with height 30 Step 6: Stack on top of <|yellow|><|triangular prism|> location at <|21-21|> with height 19 + 4 and open gripper
[{"cyan-star": [31, 80, 18]}, {"blue-cylinder": [60, 68, 18]}, {"teal-triangular prism": [64, 82, 18]}, {"olive-cube": [50, 90, 17]}, {"yellow-cube": [61, 24, 17]}, {"teal-star": [29, 90, 17]}, {"yellow-triangular prism": [87, 86, 19]}]
Stack the cyan star on top of the yellow triangular prism
[ [ 31, 80, 30, 0, 60, 90, 1 ], [ 31, 80, 18, 0, 60, 90, 1 ], [ 31, 80, 18, 0, 60, 90, 0 ], [ 31, 80, 30, 0, 60, 90, 0 ], [ 87, 86, 30, 0, 60, 90, 0 ], [ 87, 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: {\"<|cyan|><|star|>\": 18, \"<|blue|><|cylinder|>\": 18, \"<|teal|><|triangular prism|>\": 18, \"<|olive|><|cube|>\": 17, \"<|yellow|><|cube|>\": 17, \"<|teal|><|star|>\": 17, \"<|yellow|><|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 cyan star on top of the yellow 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|><|yellow|><|cube|><|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|><|blue|><|cylinder|><|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|><|cyan|><|star|><|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|><|teal|><|triangular prism|><|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|><|yellow|><|triangular prism|><|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|><|teal|><|star|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|olive|><|cube|><|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 <|20-7|> with height 18\nTarget Placement Location: <|yellow|><|triangular prism|> at <|21-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|star|> at <|20-7|> with height 30\nStep 2: Lower to <|cyan|><|star|> at <|20-7|> with height 18\nStep 3: Close gripper on <|cyan|><|star|> at <|20-7|> with height 18\nStep 4: Lift <|cyan|><|star|> at <|20-7|> to height 30\nStep 5: Move to <|yellow|><|triangular prism|> location at <|21-21|> with height 30\nStep 6: Stack on top of <|yellow|><|triangular prism|> location at <|21-21|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [31, 80, 30, 0, 60, 90, 1]\nStep 2: [31, 80, 18, 0, 60, 90, 1]\nStep 3: [31, 80, 18, 0, 60, 90, 0]\nStep 4: [31, 80, 30, 0, 60, 90, 0]\nStep 5: [87, 86, 30, 0, 60, 90, 0]\nStep 6: [87, 86, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|cube|>": ["<|18-22|>", 18]}]
[{"<|cyan|><|container|>": ["<|8-11|>", 19]}]
LOCATE OBJECTS: Target Object: <|magenta|><|cube|> found at <|18-22|> with height 18 Target Placement Location: <|cyan|><|container|> at <|8-11|> with height 19 PLAN ACTIONS: Step 1: Move above <|magenta|><|cube|> at <|18-22|> with height 30 Step 2: Lower to <|magenta|><|cube|> at <|18-22|> with height 18 Step 3: Close gripper on <|magenta|><|cube|> at <|18-22|> with height 18 Step 4: Lift <|magenta|><|cube|> at <|18-22|> to height 30 Step 5: Move to <|cyan|><|container|> location at <|8-11|> with height 30 Step 6: Place inside <|cyan|><|container|> location at <|8-11|> with height 19 and open gripper
[{"rose-star": [47, 71, 17]}, {"gray-cylinder": [57, 88, 17]}, {"magenta-cube": [89, 73, 18]}, {"red-cube": [23, 55, 18]}, {"cyan-container": [45, 33, 19]}, {"maroon-triangular prism": [49, 37, 18]}, {"blue-cube": [32, 81, 17]}]
Pick up the magenta cube and place it into the cyan container
[ [ 89, 73, 30, 0, 60, 90, 1 ], [ 89, 73, 18, 0, 60, 90, 1 ], [ 89, 73, 18, 0, 60, 90, 0 ], [ 89, 73, 30, 0, 60, 90, 0 ], [ 45, 33, 30, 0, 60, 90, 0 ], [ 45, 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: {\"<|rose|><|star|>\": 17, \"<|gray|><|cylinder|>\": 17, \"<|magenta|><|cube|>\": 18, \"<|red|><|cube|>\": 18, \"<|cyan|><|container|>\": 19, \"<|maroon|><|triangular prism|>\": 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 magenta cube 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|><|cyan|><|container|><|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|><|maroon|><|triangular prism|><|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|><|red|><|cube|><|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|><|rose|><|star|><|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|><|magenta|><|cube|><|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|><|blue|><|cube|><|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|><|gray|><|cylinder|><|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|><|cube|> found at <|18-22|> with height 18\nTarget Placement Location: <|cyan|><|container|> at <|8-11|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|cube|> at <|18-22|> with height 30\nStep 2: Lower to <|magenta|><|cube|> at <|18-22|> with height 18\nStep 3: Close gripper on <|magenta|><|cube|> at <|18-22|> with height 18\nStep 4: Lift <|magenta|><|cube|> at <|18-22|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|8-11|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|8-11|> with height 19 and open gripper\n\n</think>\n\nStep 1: [89, 73, 30, 0, 60, 90, 1]\nStep 2: [89, 73, 18, 0, 60, 90, 1]\nStep 3: [89, 73, 18, 0, 60, 90, 0]\nStep 4: [89, 73, 30, 0, 60, 90, 0]\nStep 5: [45, 33, 30, 0, 60, 90, 0]\nStep 6: [45, 33, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|star|>": ["<|17-6|>", 17]}]
[{"<|silver|><|triangular prism|>": ["<|11-7|>", 18]}]
LOCATE OBJECTS: Target Object: <|purple|><|star|> found at <|17-6|> with height 17 Target Placement Location: <|silver|><|triangular prism|> at <|11-7|> with height 18 PLAN ACTIONS: Step 1: Move above <|purple|><|star|> at <|17-6|> with height 30 Step 2: Lower to <|purple|><|star|> at <|17-6|> with height 17 Step 3: Close gripper on <|purple|><|star|> at <|17-6|> with height 17 Step 4: Lift <|purple|><|star|> at <|17-6|> to height 30 Step 5: Move to <|silver|><|triangular prism|> location at <|11-7|> with height 30 Step 6: Stack on top of <|silver|><|triangular prism|> location at <|11-7|> with height 18 + 4 and open gripper
[{"maroon-moon": [25, 23, 18]}, {"navy-cube": [39, 55, 17]}, {"yellow-triangular prism": [30, 70, 18]}, {"white-cylinder": [68, 61, 18]}, {"green-triangular prism": [40, 78, 17]}, {"purple-star": [27, 71, 17]}, {"silver-triangular prism": [30, 44, 18]}]
Stack the purple star on top of the silver triangular prism
[ [ 27, 71, 30, 0, 60, 90, 1 ], [ 27, 71, 17, 0, 60, 90, 1 ], [ 27, 71, 17, 0, 60, 90, 0 ], [ 27, 71, 30, 0, 60, 90, 0 ], [ 30, 44, 30, 0, 60, 90, 0 ], [ 30, 44, 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|><|moon|>\": 18, \"<|navy|><|cube|>\": 17, \"<|yellow|><|triangular prism|>\": 18, \"<|white|><|cylinder|>\": 18, \"<|green|><|triangular prism|>\": 17, \"<|purple|><|star|>\": 17, \"<|silver|><|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 purple star on top of the silver 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|><|maroon|><|moon|><|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|><|silver|><|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|><|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|><|navy|><|cube|><|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|><|white|><|cylinder|><|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|><|purple|><|star|><|17-7|><|yellow|><|triangular prism|><|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|><|green|><|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: <|purple|><|star|> found at <|17-6|> with height 17\nTarget Placement Location: <|silver|><|triangular prism|> at <|11-7|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|star|> at <|17-6|> with height 30\nStep 2: Lower to <|purple|><|star|> at <|17-6|> with height 17\nStep 3: Close gripper on <|purple|><|star|> at <|17-6|> with height 17\nStep 4: Lift <|purple|><|star|> at <|17-6|> to height 30\nStep 5: Move to <|silver|><|triangular prism|> location at <|11-7|> with height 30\nStep 6: Stack on top of <|silver|><|triangular prism|> location at <|11-7|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [27, 71, 30, 0, 60, 90, 1]\nStep 2: [27, 71, 17, 0, 60, 90, 1]\nStep 3: [27, 71, 17, 0, 60, 90, 0]\nStep 4: [27, 71, 30, 0, 60, 90, 0]\nStep 5: [30, 44, 30, 0, 60, 90, 0]\nStep 6: [30, 44, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|moon|>": ["<|9-21|>", 18]}]
[{"<|magenta|><|cylinder|>": ["<|7-13|>", 19]}]
LOCATE OBJECTS: Target Object: <|red|><|moon|> found at <|9-21|> with height 18 Target Placement Location: <|magenta|><|cylinder|> at <|7-13|> with height 19 PLAN ACTIONS: Step 1: Move above <|red|><|moon|> at <|9-21|> with height 30 Step 2: Lower to <|red|><|moon|> at <|9-21|> with height 18 Step 3: Close gripper on <|red|><|moon|> at <|9-21|> with height 18 Step 4: Lift <|red|><|moon|> at <|9-21|> to height 30 Step 5: Move to <|magenta|><|cylinder|> location at <|7-13|> with height 30 Step 6: Stack on top of <|magenta|><|cylinder|> location at <|7-13|> with height 19 + 4 and open gripper
[{"teal-star": [50, 72, 17]}, {"black-triangular prism": [20, 26, 18]}, {"red-moon": [84, 39, 18]}, {"blue-triangular prism": [59, 86, 18]}, {"magenta-cylinder": [53, 30, 19]}, {"teal-triangular prism": [69, 31, 17]}, {"blue-moon": [73, 31, 17]}]
Stack the red moon on top of the magenta cylinder
[ [ 84, 39, 30, 0, 60, 90, 1 ], [ 84, 39, 18, 0, 60, 90, 1 ], [ 84, 39, 18, 0, 60, 90, 0 ], [ 84, 39, 30, 0, 60, 90, 0 ], [ 53, 30, 30, 0, 60, 90, 0 ], [ 53, 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: {\"<|teal|><|star|>\": 17, \"<|black|><|triangular prism|>\": 18, \"<|red|><|moon|>\": 18, \"<|blue|><|triangular prism|>\": 18, \"<|magenta|><|cylinder|>\": 19, \"<|teal|><|triangular prism|>\": 17, \"<|blue|><|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 moon 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|><|black|><|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|><|magenta|><|cylinder|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|teal|><|triangular prism|><|7-18|><|blue|><|moon|><|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|><|red|><|moon|><|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|><|teal|><|star|><|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|><|blue|><|triangular prism|><|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|><|moon|> found at <|9-21|> with height 18\nTarget Placement Location: <|magenta|><|cylinder|> at <|7-13|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|red|><|moon|> at <|9-21|> with height 30\nStep 2: Lower to <|red|><|moon|> at <|9-21|> with height 18\nStep 3: Close gripper on <|red|><|moon|> at <|9-21|> with height 18\nStep 4: Lift <|red|><|moon|> at <|9-21|> to height 30\nStep 5: Move to <|magenta|><|cylinder|> location at <|7-13|> with height 30\nStep 6: Stack on top of <|magenta|><|cylinder|> location at <|7-13|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [84, 39, 30, 0, 60, 90, 1]\nStep 2: [84, 39, 18, 0, 60, 90, 1]\nStep 3: [84, 39, 18, 0, 60, 90, 0]\nStep 4: [84, 39, 30, 0, 60, 90, 0]\nStep 5: [53, 30, 30, 0, 60, 90, 0]\nStep 6: [53, 30, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|cube|>": ["<|7-15|>", 17]}]
[{"<|silver|><|container|>": ["<|14-8|>", 19]}]
LOCATE OBJECTS: Target Object: <|teal|><|cube|> found at <|7-15|> with height 17 Target Placement Location: <|silver|><|container|> at <|14-8|> with height 19 PLAN ACTIONS: Step 1: Move above <|teal|><|cube|> at <|7-15|> with height 30 Step 2: Lower to <|teal|><|cube|> at <|7-15|> with height 17 Step 3: Close gripper on <|teal|><|cube|> at <|7-15|> with height 17 Step 4: Lift <|teal|><|cube|> at <|7-15|> to height 30 Step 5: Move to <|silver|><|container|> location at <|14-8|> with height 30 Step 6: Place inside <|silver|><|container|> location at <|14-8|> with height 19 and open gripper
[{"silver-container": [35, 59, 19]}, {"rose-triangular prism": [47, 49, 17]}, {"green-cube": [64, 77, 18]}, {"red-moon": [53, 28, 18]}, {"teal-cube": [62, 29, 17]}]
Pick up the teal cube and place it into the silver container
[ [ 62, 29, 30, 0, 60, 90, 1 ], [ 62, 29, 17, 0, 60, 90, 1 ], [ 62, 29, 17, 0, 60, 90, 0 ], [ 62, 29, 30, 0, 60, 90, 0 ], [ 35, 59, 30, 0, 60, 90, 0 ], [ 35, 59, 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: {\"<|silver|><|container|>\": 19, \"<|rose|><|triangular prism|>\": 17, \"<|green|><|cube|>\": 18, \"<|red|><|moon|>\": 18, \"<|teal|><|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 teal 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|><|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|><|red|><|moon|><|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|><|rose|><|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|><|silver|><|container|><|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|><|green|><|cube|><|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|><|cube|> found at <|7-15|> with height 17\nTarget Placement Location: <|silver|><|container|> at <|14-8|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cube|> at <|7-15|> with height 30\nStep 2: Lower to <|teal|><|cube|> at <|7-15|> with height 17\nStep 3: Close gripper on <|teal|><|cube|> at <|7-15|> with height 17\nStep 4: Lift <|teal|><|cube|> at <|7-15|> to height 30\nStep 5: Move to <|silver|><|container|> location at <|14-8|> with height 30\nStep 6: Place inside <|silver|><|container|> location at <|14-8|> with height 19 and open gripper\n\n</think>\n\nStep 1: [62, 29, 30, 0, 60, 90, 1]\nStep 2: [62, 29, 17, 0, 60, 90, 1]\nStep 3: [62, 29, 17, 0, 60, 90, 0]\nStep 4: [62, 29, 30, 0, 60, 90, 0]\nStep 5: [35, 59, 30, 0, 60, 90, 0]\nStep 6: [35, 59, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|moon|>": ["<|8-17|>", 17]}]
[{"<|yellow|><|container|>": ["<|11-20|>", 19]}]
LOCATE OBJECTS: Target Object: <|white|><|moon|> found at <|8-17|> with height 17 Target Placement Location: <|yellow|><|container|> at <|11-20|> with height 19 PLAN ACTIONS: Step 1: Move above <|white|><|moon|> at <|8-17|> with height 30 Step 2: Lower to <|white|><|moon|> at <|8-17|> with height 17 Step 3: Close gripper on <|white|><|moon|> at <|8-17|> with height 17 Step 4: Lift <|white|><|moon|> at <|8-17|> to height 30 Step 5: Move to <|yellow|><|container|> location at <|11-20|> with height 30 Step 6: Place inside <|yellow|><|container|> location at <|11-20|> with height 19 and open gripper
[{"gray-triangular prism": [62, 90, 18]}, {"azure-triangular prism": [90, 57, 18]}, {"red-triangular prism": [37, 84, 17]}, {"magenta-cylinder": [55, 80, 17]}, {"yellow-container": [80, 46, 19]}, {"white-moon": [71, 32, 17]}]
Pick up the white moon and place it into the yellow container
[ [ 71, 32, 30, 0, 60, 90, 1 ], [ 71, 32, 17, 0, 60, 90, 1 ], [ 71, 32, 17, 0, 60, 90, 0 ], [ 71, 32, 30, 0, 60, 90, 0 ], [ 80, 46, 30, 0, 60, 90, 0 ], [ 80, 46, 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|>\": 18, \"<|azure|><|triangular prism|>\": 18, \"<|red|><|triangular prism|>\": 17, \"<|magenta|><|cylinder|>\": 17, \"<|yellow|><|container|>\": 19, \"<|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: Pick up the white moon 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|><|white|><|moon|><|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|><|yellow|><|container|><|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|><|azure|><|triangular prism|><|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|><|magenta|><|cylinder|><|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|><|red|><|triangular prism|><|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|><|gray|><|triangular prism|><|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 <|8-17|> with height 17\nTarget Placement Location: <|yellow|><|container|> at <|11-20|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|moon|> at <|8-17|> with height 30\nStep 2: Lower to <|white|><|moon|> at <|8-17|> with height 17\nStep 3: Close gripper on <|white|><|moon|> at <|8-17|> with height 17\nStep 4: Lift <|white|><|moon|> at <|8-17|> to height 30\nStep 5: Move to <|yellow|><|container|> location at <|11-20|> with height 30\nStep 6: Place inside <|yellow|><|container|> location at <|11-20|> with height 19 and open gripper\n\n</think>\n\nStep 1: [71, 32, 30, 0, 60, 90, 1]\nStep 2: [71, 32, 17, 0, 60, 90, 1]\nStep 3: [71, 32, 17, 0, 60, 90, 0]\nStep 4: [71, 32, 30, 0, 60, 90, 0]\nStep 5: [80, 46, 30, 0, 60, 90, 0]\nStep 6: [80, 46, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|cube|>": ["<|5-15|>", 17]}]
[{"<|red|><|cube|>": ["<|16-14|>", 19]}]
LOCATE OBJECTS: Target Object: <|black|><|cube|> found at <|5-15|> with height 17 Target Placement Location: <|red|><|cube|> at <|16-14|> with height 19 PLAN ACTIONS: Step 1: Move above <|black|><|cube|> at <|5-15|> with height 30 Step 2: Lower to <|black|><|cube|> at <|5-15|> with height 17 Step 3: Close gripper on <|black|><|cube|> at <|5-15|> with height 17 Step 4: Lift <|black|><|cube|> at <|5-15|> to height 30 Step 5: Move to <|red|><|cube|> location at <|16-14|> with height 30 Step 6: Stack on top of <|red|><|cube|> location at <|16-14|> with height 19 + 4 and open gripper
[{"lime-triangular prism": [44, 69, 17]}, {"navy-triangular prism": [28, 53, 18]}, {"cyan-cylinder": [65, 36, 18]}, {"magenta-cube": [84, 74, 18]}, {"black-cube": [62, 22, 17]}, {"red-cube": [59, 64, 19]}]
Stack the black cube on top of the red cube
[ [ 62, 22, 30, 0, 60, 90, 1 ], [ 62, 22, 17, 0, 60, 90, 1 ], [ 62, 22, 17, 0, 60, 90, 0 ], [ 62, 22, 30, 0, 60, 90, 0 ], [ 59, 64, 30, 0, 60, 90, 0 ], [ 59, 64, 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: {\"<|lime|><|triangular prism|>\": 17, \"<|navy|><|triangular prism|>\": 18, \"<|cyan|><|cylinder|>\": 18, \"<|magenta|><|cube|>\": 18, \"<|black|><|cube|>\": 17, \"<|red|><|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 black cube on top of the red 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|><|black|><|cube|><|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|><|cyan|><|cylinder|><|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|><|navy|><|triangular prism|><|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|><|red|><|cube|><|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|><|lime|><|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|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|magenta|><|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|><|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|><|cube|> found at <|5-15|> with height 17\nTarget Placement Location: <|red|><|cube|> at <|16-14|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cube|> at <|5-15|> with height 30\nStep 2: Lower to <|black|><|cube|> at <|5-15|> with height 17\nStep 3: Close gripper on <|black|><|cube|> at <|5-15|> with height 17\nStep 4: Lift <|black|><|cube|> at <|5-15|> to height 30\nStep 5: Move to <|red|><|cube|> location at <|16-14|> with height 30\nStep 6: Stack on top of <|red|><|cube|> location at <|16-14|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [62, 22, 30, 0, 60, 90, 1]\nStep 2: [62, 22, 17, 0, 60, 90, 1]\nStep 3: [62, 22, 17, 0, 60, 90, 0]\nStep 4: [62, 22, 30, 0, 60, 90, 0]\nStep 5: [59, 64, 30, 0, 60, 90, 0]\nStep 6: [59, 64, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|blue|><|star|>": ["<|14-5|>", 17]}]
[{"<|cyan|><|container|>": ["<|3-20|>", 17]}]
LOCATE OBJECTS: Target Object: <|blue|><|star|> found at <|14-5|> with height 17 Target Placement Location: <|cyan|><|container|> at <|3-20|> with height 17 PLAN ACTIONS: Step 1: Move above <|blue|><|star|> at <|14-5|> with height 30 Step 2: Lower to <|blue|><|star|> at <|14-5|> with height 17 Step 3: Close gripper on <|blue|><|star|> at <|14-5|> with height 17 Step 4: Lift <|blue|><|star|> at <|14-5|> to height 30 Step 5: Move to <|cyan|><|container|> location at <|3-20|> with height 30 Step 6: Place inside <|cyan|><|container|> location at <|3-20|> with height 17 and open gripper
[{"blue-star": [20, 59, 17]}, {"silver-cylinder": [32, 62, 17]}, {"yellow-star": [31, 43, 18]}, {"teal-moon": [59, 68, 17]}, {"cyan-container": [81, 12, 17]}, {"magenta-moon": [85, 60, 17]}, {"silver-moon": [34, 72, 17]}]
Pick up the blue star and place it into the cyan container
[ [ 20, 59, 30, 0, 60, 90, 1 ], [ 20, 59, 17, 0, 60, 90, 1 ], [ 20, 59, 17, 0, 60, 90, 0 ], [ 20, 59, 30, 0, 60, 90, 0 ], [ 81, 12, 30, 0, 60, 90, 0 ], [ 81, 12, 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, \"<|silver|><|cylinder|>\": 17, \"<|yellow|><|star|>\": 18, \"<|teal|><|moon|>\": 17, \"<|cyan|><|container|>\": 17, \"<|magenta|><|moon|>\": 17, \"<|silver|><|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 blue star 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|><|cyan|><|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|><|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|><|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|><|blue|><|star|><|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|><|silver|><|cylinder|><|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|><|magenta|><|moon|><|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|><|teal|><|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|><|silver|><|moon|><|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: <|blue|><|star|> found at <|14-5|> with height 17\nTarget Placement Location: <|cyan|><|container|> at <|3-20|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|star|> at <|14-5|> with height 30\nStep 2: Lower to <|blue|><|star|> at <|14-5|> with height 17\nStep 3: Close gripper on <|blue|><|star|> at <|14-5|> with height 17\nStep 4: Lift <|blue|><|star|> at <|14-5|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|3-20|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|3-20|> with height 17 and open gripper\n\n</think>\n\nStep 1: [20, 59, 30, 0, 60, 90, 1]\nStep 2: [20, 59, 17, 0, 60, 90, 1]\nStep 3: [20, 59, 17, 0, 60, 90, 0]\nStep 4: [20, 59, 30, 0, 60, 90, 0]\nStep 5: [81, 12, 30, 0, 60, 90, 0]\nStep 6: [81, 12, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|star|>": ["<|14-8|>", 17]}]
[{"<|lime|><|container|>": ["<|18-18|>", 19]}]
LOCATE OBJECTS: Target Object: <|green|><|star|> found at <|14-8|> with height 17 Target Placement Location: <|lime|><|container|> at <|18-18|> with height 19 PLAN ACTIONS: Step 1: Move above <|green|><|star|> at <|14-8|> with height 30 Step 2: Lower to <|green|><|star|> at <|14-8|> with height 17 Step 3: Close gripper on <|green|><|star|> at <|14-8|> with height 17 Step 4: Lift <|green|><|star|> at <|14-8|> to height 30 Step 5: Move to <|lime|><|container|> location at <|18-18|> with height 30 Step 6: Place inside <|lime|><|container|> location at <|18-18|> with height 19 and open gripper
[{"maroon-cube": [30, 60, 17]}, {"lime-container": [72, 73, 19]}, {"green-cylinder": [30, 76, 17]}, {"green-star": [34, 56, 17]}, {"violet-cylinder": [64, 35, 18]}, {"white-triangular prism": [31, 44, 18]}, {"rose-cylinder": [20, 72, 17]}]
Pick up the green star and place it into the lime container
[ [ 34, 56, 30, 0, 60, 90, 1 ], [ 34, 56, 17, 0, 60, 90, 1 ], [ 34, 56, 17, 0, 60, 90, 0 ], [ 34, 56, 30, 0, 60, 90, 0 ], [ 72, 73, 30, 0, 60, 90, 0 ], [ 72, 73, 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|><|cube|>\": 17, \"<|lime|><|container|>\": 19, \"<|green|><|cylinder|>\": 17, \"<|green|><|star|>\": 17, \"<|violet|><|cylinder|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|rose|><|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 green star 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|><|violet|><|cylinder|><|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|><|white|><|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|><|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|><|green|><|star|><|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|><|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|><|cylinder|><|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|><|lime|><|container|><|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|><|green|><|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: <|green|><|star|> found at <|14-8|> with height 17\nTarget Placement Location: <|lime|><|container|> at <|18-18|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|green|><|star|> at <|14-8|> with height 30\nStep 2: Lower to <|green|><|star|> at <|14-8|> with height 17\nStep 3: Close gripper on <|green|><|star|> at <|14-8|> with height 17\nStep 4: Lift <|green|><|star|> at <|14-8|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|18-18|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|18-18|> with height 19 and open gripper\n\n</think>\n\nStep 1: [34, 56, 30, 0, 60, 90, 1]\nStep 2: [34, 56, 17, 0, 60, 90, 1]\nStep 3: [34, 56, 17, 0, 60, 90, 0]\nStep 4: [34, 56, 30, 0, 60, 90, 0]\nStep 5: [72, 73, 30, 0, 60, 90, 0]\nStep 6: [72, 73, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|cube|>": ["<|14-9|>", 17]}]
[{"<|gray|><|container|>": ["<|7-18|>", 18]}]
LOCATE OBJECTS: Target Object: <|lime|><|cube|> found at <|14-9|> with height 17 Target Placement Location: <|gray|><|container|> at <|7-18|> with height 18 PLAN ACTIONS: Step 1: Move above <|lime|><|cube|> at <|14-9|> with height 30 Step 2: Lower to <|lime|><|cube|> at <|14-9|> with height 17 Step 3: Close gripper on <|lime|><|cube|> at <|14-9|> with height 17 Step 4: Lift <|lime|><|cube|> at <|14-9|> to height 30 Step 5: Move to <|gray|><|container|> location at <|7-18|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|7-18|> with height 18 and open gripper
[{"lime-cube": [37, 58, 17]}, {"silver-cube": [43, 75, 17]}, {"maroon-triangular prism": [85, 83, 18]}, {"maroon-star": [72, 56, 18]}, {"gray-container": [72, 29, 18]}, {"magenta-cylinder": [22, 87, 18]}]
Pick up the lime cube and place it into the gray container
[ [ 37, 58, 30, 0, 60, 90, 1 ], [ 37, 58, 17, 0, 60, 90, 1 ], [ 37, 58, 17, 0, 60, 90, 0 ], [ 37, 58, 30, 0, 60, 90, 0 ], [ 72, 29, 30, 0, 60, 90, 0 ], [ 72, 29, 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|>\": 17, \"<|silver|><|cube|>\": 17, \"<|maroon|><|triangular prism|>\": 18, \"<|maroon|><|star|>\": 18, \"<|gray|><|container|>\": 18, \"<|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: Pick up the lime 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|><|gray|><|container|><|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|><|lime|><|cube|><|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|><|maroon|><|star|><|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|><|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|><|maroon|><|triangular prism|><|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|><|magenta|><|cylinder|><|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 <|14-9|> with height 17\nTarget Placement Location: <|gray|><|container|> at <|7-18|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|cube|> at <|14-9|> with height 30\nStep 2: Lower to <|lime|><|cube|> at <|14-9|> with height 17\nStep 3: Close gripper on <|lime|><|cube|> at <|14-9|> with height 17\nStep 4: Lift <|lime|><|cube|> at <|14-9|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|7-18|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|7-18|> with height 18 and open gripper\n\n</think>\n\nStep 1: [37, 58, 30, 0, 60, 90, 1]\nStep 2: [37, 58, 17, 0, 60, 90, 1]\nStep 3: [37, 58, 17, 0, 60, 90, 0]\nStep 4: [37, 58, 30, 0, 60, 90, 0]\nStep 5: [72, 29, 30, 0, 60, 90, 0]\nStep 6: [72, 29, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|star|>": ["<|13-21|>", 18]}]
[{"<|azure|><|cube|>": ["<|17-10|>", 19]}]
LOCATE OBJECTS: Target Object: <|red|><|star|> found at <|13-21|> with height 18 Target Placement Location: <|azure|><|cube|> at <|17-10|> with height 19 PLAN ACTIONS: Step 1: Move above <|red|><|star|> at <|13-21|> with height 30 Step 2: Lower to <|red|><|star|> at <|13-21|> with height 18 Step 3: Close gripper on <|red|><|star|> at <|13-21|> with height 18 Step 4: Lift <|red|><|star|> at <|13-21|> to height 30 Step 5: Move to <|azure|><|cube|> location at <|17-10|> with height 30 Step 6: Stack on top of <|azure|><|cube|> location at <|17-10|> with height 19 + 4 and open gripper
[{"azure-cube": [43, 71, 19]}, {"purple-cube": [48, 82, 17]}, {"teal-triangular prism": [24, 47, 18]}, {"rose-moon": [73, 81, 18]}, {"red-star": [84, 52, 18]}, {"gray-triangular prism": [20, 36, 17]}, {"yellow-triangular prism": [77, 43, 18]}]
Stack the red star on top of the azure cube
[ [ 84, 52, 30, 0, 60, 90, 1 ], [ 84, 52, 18, 0, 60, 90, 1 ], [ 84, 52, 18, 0, 60, 90, 0 ], [ 84, 52, 30, 0, 60, 90, 0 ], [ 43, 71, 30, 0, 60, 90, 0 ], [ 43, 71, 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: {\"<|azure|><|cube|>\": 19, \"<|purple|><|cube|>\": 17, \"<|teal|><|triangular prism|>\": 18, \"<|rose|><|moon|>\": 18, \"<|red|><|star|>\": 18, \"<|gray|><|triangular prism|>\": 17, \"<|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: Stack the red star on top of the azure 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|><|gray|><|triangular prism|><|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|><|yellow|><|triangular prism|><|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|><|teal|><|triangular prism|><|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|><|red|><|star|><|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|><|azure|><|cube|><|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|><|purple|><|cube|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|rose|><|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|><|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 <|13-21|> with height 18\nTarget Placement Location: <|azure|><|cube|> at <|17-10|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|red|><|star|> at <|13-21|> with height 30\nStep 2: Lower to <|red|><|star|> at <|13-21|> with height 18\nStep 3: Close gripper on <|red|><|star|> at <|13-21|> with height 18\nStep 4: Lift <|red|><|star|> at <|13-21|> to height 30\nStep 5: Move to <|azure|><|cube|> location at <|17-10|> with height 30\nStep 6: Stack on top of <|azure|><|cube|> location at <|17-10|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [84, 52, 30, 0, 60, 90, 1]\nStep 2: [84, 52, 18, 0, 60, 90, 1]\nStep 3: [84, 52, 18, 0, 60, 90, 0]\nStep 4: [84, 52, 30, 0, 60, 90, 0]\nStep 5: [43, 71, 30, 0, 60, 90, 0]\nStep 6: [43, 71, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|cylinder|>": ["<|12-15|>", 17]}]
[{"<|lime|><|container|>": ["<|7-8|>", 18]}]
LOCATE OBJECTS: Target Object: <|olive|><|cylinder|> found at <|12-15|> with height 17 Target Placement Location: <|lime|><|container|> at <|7-8|> with height 18 PLAN ACTIONS: Step 1: Move above <|olive|><|cylinder|> at <|12-15|> with height 30 Step 2: Lower to <|olive|><|cylinder|> at <|12-15|> with height 17 Step 3: Close gripper on <|olive|><|cylinder|> at <|12-15|> with height 17 Step 4: Lift <|olive|><|cylinder|> at <|12-15|> to height 30 Step 5: Move to <|lime|><|container|> location at <|7-8|> with height 30 Step 6: Place inside <|lime|><|container|> location at <|7-8|> with height 18 and open gripper
[{"white-star": [34, 45, 17]}, {"azure-cube": [85, 84, 18]}, {"olive-cylinder": [60, 50, 17]}, {"lime-container": [32, 29, 18]}, {"purple-cylinder": [71, 29, 17]}]
Pick up the olive cylinder and place it into the lime container
[ [ 60, 50, 30, 0, 60, 90, 1 ], [ 60, 50, 17, 0, 60, 90, 1 ], [ 60, 50, 17, 0, 60, 90, 0 ], [ 60, 50, 30, 0, 60, 90, 0 ], [ 32, 29, 30, 0, 60, 90, 0 ], [ 32, 29, 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, \"<|azure|><|cube|>\": 18, \"<|olive|><|cylinder|>\": 17, \"<|lime|><|container|>\": 18, \"<|purple|><|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 olive cylinder 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|><|lime|><|container|><|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|><|purple|><|cylinder|><|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|><|white|><|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|><|olive|><|cylinder|><|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|><|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|><|cube|><|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|><|cylinder|> found at <|12-15|> with height 17\nTarget Placement Location: <|lime|><|container|> at <|7-8|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cylinder|> at <|12-15|> with height 30\nStep 2: Lower to <|olive|><|cylinder|> at <|12-15|> with height 17\nStep 3: Close gripper on <|olive|><|cylinder|> at <|12-15|> with height 17\nStep 4: Lift <|olive|><|cylinder|> at <|12-15|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|7-8|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|7-8|> with height 18 and open gripper\n\n</think>\n\nStep 1: [60, 50, 30, 0, 60, 90, 1]\nStep 2: [60, 50, 17, 0, 60, 90, 1]\nStep 3: [60, 50, 17, 0, 60, 90, 0]\nStep 4: [60, 50, 30, 0, 60, 90, 0]\nStep 5: [32, 29, 30, 0, 60, 90, 0]\nStep 6: [32, 29, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|cylinder|>": ["<|20-22|>", 18]}]
[{"<|yellow|><|container|>": ["<|10-2|>", 19]}]
LOCATE OBJECTS: Target Object: <|cyan|><|cylinder|> found at <|20-22|> with height 18 Target Placement Location: <|yellow|><|container|> at <|10-2|> with height 19 PLAN ACTIONS: Step 1: Move above <|cyan|><|cylinder|> at <|20-22|> with height 30 Step 2: Lower to <|cyan|><|cylinder|> at <|20-22|> with height 18 Step 3: Close gripper on <|cyan|><|cylinder|> at <|20-22|> with height 18 Step 4: Lift <|cyan|><|cylinder|> at <|20-22|> to height 30 Step 5: Move to <|yellow|><|container|> location at <|10-2|> with height 30 Step 6: Place inside <|yellow|><|container|> location at <|10-2|> with height 19 and open gripper
[{"purple-triangular prism": [56, 43, 18]}, {"green-star": [72, 51, 17]}, {"gray-cylinder": [43, 31, 18]}, {"yellow-container": [11, 43, 19]}, {"cyan-cylinder": [89, 83, 18]}]
Pick up the cyan cylinder and place it into the yellow container
[ [ 89, 83, 30, 0, 60, 90, 1 ], [ 89, 83, 18, 0, 60, 90, 1 ], [ 89, 83, 18, 0, 60, 90, 0 ], [ 89, 83, 30, 0, 60, 90, 0 ], [ 11, 43, 30, 0, 60, 90, 0 ], [ 11, 43, 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|><|triangular prism|>\": 18, \"<|green|><|star|>\": 17, \"<|gray|><|cylinder|>\": 18, \"<|yellow|><|container|>\": 19, \"<|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 cyan cylinder 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|><|gray|><|cylinder|><|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|><|yellow|><|container|><|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|><|purple|><|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|><|green|><|star|><|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|><|cyan|><|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: <|cyan|><|cylinder|> found at <|20-22|> with height 18\nTarget Placement Location: <|yellow|><|container|> at <|10-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|cylinder|> at <|20-22|> with height 30\nStep 2: Lower to <|cyan|><|cylinder|> at <|20-22|> with height 18\nStep 3: Close gripper on <|cyan|><|cylinder|> at <|20-22|> with height 18\nStep 4: Lift <|cyan|><|cylinder|> at <|20-22|> to height 30\nStep 5: Move to <|yellow|><|container|> location at <|10-2|> with height 30\nStep 6: Place inside <|yellow|><|container|> location at <|10-2|> with height 19 and open gripper\n\n</think>\n\nStep 1: [89, 83, 30, 0, 60, 90, 1]\nStep 2: [89, 83, 18, 0, 60, 90, 1]\nStep 3: [89, 83, 18, 0, 60, 90, 0]\nStep 4: [89, 83, 30, 0, 60, 90, 0]\nStep 5: [11, 43, 30, 0, 60, 90, 0]\nStep 6: [11, 43, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|cube|>": ["<|6-12|>", 17]}]
[{"<|olive|><|container|>": ["<|8-13|>", 18]}]
LOCATE OBJECTS: Target Object: <|teal|><|cube|> found at <|6-12|> with height 17 Target Placement Location: <|olive|><|container|> at <|8-13|> with height 18 PLAN ACTIONS: Step 1: Move above <|teal|><|cube|> at <|6-12|> with height 30 Step 2: Lower to <|teal|><|cube|> at <|6-12|> with height 17 Step 3: Close gripper on <|teal|><|cube|> at <|6-12|> with height 17 Step 4: Lift <|teal|><|cube|> at <|6-12|> to height 30 Step 5: Move to <|olive|><|container|> location at <|8-13|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|8-13|> with height 18 and open gripper
[{"azure-star": [77, 84, 18]}, {"teal-cube": [48, 25, 17]}, {"yellow-moon": [74, 44, 18]}, {"gray-cube": [73, 79, 17]}, {"olive-container": [54, 33, 18]}]
Pick up the teal cube and place it into the olive container
[ [ 48, 25, 30, 0, 60, 90, 1 ], [ 48, 25, 17, 0, 60, 90, 1 ], [ 48, 25, 17, 0, 60, 90, 0 ], [ 48, 25, 30, 0, 60, 90, 0 ], [ 54, 33, 30, 0, 60, 90, 0 ], [ 54, 33, 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|><|star|>\": 18, \"<|teal|><|cube|>\": 17, \"<|yellow|><|moon|>\": 18, \"<|gray|><|cube|>\": 17, \"<|olive|><|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 teal cube 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|><|teal|><|cube|><|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|><|olive|><|container|><|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|><|yellow|><|moon|><|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|><|gray|><|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|><|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|><|azure|><|star|><|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|><|cube|> found at <|6-12|> with height 17\nTarget Placement Location: <|olive|><|container|> at <|8-13|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cube|> at <|6-12|> with height 30\nStep 2: Lower to <|teal|><|cube|> at <|6-12|> with height 17\nStep 3: Close gripper on <|teal|><|cube|> at <|6-12|> with height 17\nStep 4: Lift <|teal|><|cube|> at <|6-12|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|8-13|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|8-13|> with height 18 and open gripper\n\n</think>\n\nStep 1: [48, 25, 30, 0, 60, 90, 1]\nStep 2: [48, 25, 17, 0, 60, 90, 1]\nStep 3: [48, 25, 17, 0, 60, 90, 0]\nStep 4: [48, 25, 30, 0, 60, 90, 0]\nStep 5: [54, 33, 30, 0, 60, 90, 0]\nStep 6: [54, 33, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|cylinder|>": ["<|17-12|>", 18]}]
[{"<|violet|><|container|>": ["<|15-8|>", 18]}]
LOCATE OBJECTS: Target Object: <|cyan|><|cylinder|> found at <|17-12|> with height 18 Target Placement Location: <|violet|><|container|> at <|15-8|> with height 18 PLAN ACTIONS: Step 1: Move above <|cyan|><|cylinder|> at <|17-12|> with height 30 Step 2: Lower to <|cyan|><|cylinder|> at <|17-12|> with height 18 Step 3: Close gripper on <|cyan|><|cylinder|> at <|17-12|> with height 18 Step 4: Lift <|cyan|><|cylinder|> at <|17-12|> to height 30 Step 5: Move to <|violet|><|container|> location at <|15-8|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|15-8|> with height 18 and open gripper
[{"violet-container": [35, 63, 18]}, {"cyan-triangular prism": [20, 51, 18]}, {"olive-cube": [57, 62, 17]}, {"cyan-cylinder": [49, 69, 18]}, {"rose-cube": [33, 62, 17]}, {"green-cylinder": [84, 72, 18]}]
Pick up the cyan cylinder and place it into the violet container
[ [ 49, 69, 30, 0, 60, 90, 1 ], [ 49, 69, 18, 0, 60, 90, 1 ], [ 49, 69, 18, 0, 60, 90, 0 ], [ 49, 69, 30, 0, 60, 90, 0 ], [ 35, 63, 30, 0, 60, 90, 0 ], [ 35, 63, 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: {\"<|violet|><|container|>\": 18, \"<|cyan|><|triangular prism|>\": 18, \"<|olive|><|cube|>\": 17, \"<|cyan|><|cylinder|>\": 18, \"<|rose|><|cube|>\": 17, \"<|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: Pick up the cyan 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|><|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|><|cyan|><|triangular prism|><|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|><|rose|><|cube|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|olive|><|cube|><|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|><|cyan|><|cylinder|><|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|><|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|><|cylinder|> found at <|17-12|> with height 18\nTarget Placement Location: <|violet|><|container|> at <|15-8|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|cylinder|> at <|17-12|> with height 30\nStep 2: Lower to <|cyan|><|cylinder|> at <|17-12|> with height 18\nStep 3: Close gripper on <|cyan|><|cylinder|> at <|17-12|> with height 18\nStep 4: Lift <|cyan|><|cylinder|> at <|17-12|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|15-8|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|15-8|> with height 18 and open gripper\n\n</think>\n\nStep 1: [49, 69, 30, 0, 60, 90, 1]\nStep 2: [49, 69, 18, 0, 60, 90, 1]\nStep 3: [49, 69, 18, 0, 60, 90, 0]\nStep 4: [49, 69, 30, 0, 60, 90, 0]\nStep 5: [35, 63, 30, 0, 60, 90, 0]\nStep 6: [35, 63, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|cylinder|>": ["<|6-14|>", 17]}]
[{"<|rose|><|container|>": ["<|4-19|>", 18]}]
LOCATE OBJECTS: Target Object: <|green|><|cylinder|> found at <|6-14|> with height 17 Target Placement Location: <|rose|><|container|> at <|4-19|> with height 18 PLAN ACTIONS: Step 1: Move above <|green|><|cylinder|> at <|6-14|> with height 30 Step 2: Lower to <|green|><|cylinder|> at <|6-14|> with height 17 Step 3: Close gripper on <|green|><|cylinder|> at <|6-14|> with height 17 Step 4: Lift <|green|><|cylinder|> at <|6-14|> to height 30 Step 5: Move to <|rose|><|container|> location at <|4-19|> with height 30 Step 6: Place inside <|rose|><|container|> location at <|4-19|> with height 18 and open gripper
[{"olive-cube": [55, 21, 17]}, {"rose-container": [78, 17, 18]}, {"silver-cube": [33, 84, 18]}, {"rose-cylinder": [78, 75, 18]}, {"green-cylinder": [58, 27, 17]}]
Pick up the green cylinder and place it into the rose container
[ [ 58, 27, 30, 0, 60, 90, 1 ], [ 58, 27, 17, 0, 60, 90, 1 ], [ 58, 27, 17, 0, 60, 90, 0 ], [ 58, 27, 30, 0, 60, 90, 0 ], [ 78, 17, 30, 0, 60, 90, 0 ], [ 78, 17, 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|><|cube|>\": 17, \"<|rose|><|container|>\": 18, \"<|silver|><|cube|>\": 18, \"<|rose|><|cylinder|>\": 18, \"<|green|><|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 green cylinder 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|><|rose|><|container|><|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|><|olive|><|cube|><|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|><|green|><|cylinder|><|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|><|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|><|rose|><|cylinder|><|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|><|silver|><|cube|><|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|><|cylinder|> found at <|6-14|> with height 17\nTarget Placement Location: <|rose|><|container|> at <|4-19|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cylinder|> at <|6-14|> with height 30\nStep 2: Lower to <|green|><|cylinder|> at <|6-14|> with height 17\nStep 3: Close gripper on <|green|><|cylinder|> at <|6-14|> with height 17\nStep 4: Lift <|green|><|cylinder|> at <|6-14|> to height 30\nStep 5: Move to <|rose|><|container|> location at <|4-19|> with height 30\nStep 6: Place inside <|rose|><|container|> location at <|4-19|> with height 18 and open gripper\n\n</think>\n\nStep 1: [58, 27, 30, 0, 60, 90, 1]\nStep 2: [58, 27, 17, 0, 60, 90, 1]\nStep 3: [58, 27, 17, 0, 60, 90, 0]\nStep 4: [58, 27, 30, 0, 60, 90, 0]\nStep 5: [78, 17, 30, 0, 60, 90, 0]\nStep 6: [78, 17, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|cube|>": ["<|13-16|>", 18]}]
[{"<|white|><|container|>": ["<|3-14|>", 17]}]
LOCATE OBJECTS: Target Object: <|green|><|cube|> found at <|13-16|> with height 18 Target Placement Location: <|white|><|container|> at <|3-14|> with height 17 PLAN ACTIONS: Step 1: Move above <|green|><|cube|> at <|13-16|> with height 30 Step 2: Lower to <|green|><|cube|> at <|13-16|> with height 18 Step 3: Close gripper on <|green|><|cube|> at <|13-16|> with height 18 Step 4: Lift <|green|><|cube|> at <|13-16|> to height 30 Step 5: Move to <|white|><|container|> location at <|3-14|> with height 30 Step 6: Place inside <|white|><|container|> location at <|3-14|> with height 17 and open gripper
[{"azure-triangular prism": [39, 48, 17]}, {"white-container": [56, 14, 17]}, {"violet-cylinder": [58, 40, 18]}, {"violet-triangular prism": [82, 53, 18]}, {"green-cube": [65, 55, 18]}, {"azure-moon": [33, 27, 18]}]
Pick up the green cube and place it into the white container
[ [ 65, 55, 30, 0, 60, 90, 1 ], [ 65, 55, 18, 0, 60, 90, 1 ], [ 65, 55, 18, 0, 60, 90, 0 ], [ 65, 55, 30, 0, 60, 90, 0 ], [ 56, 14, 30, 0, 60, 90, 0 ], [ 56, 14, 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|><|triangular prism|>\": 17, \"<|white|><|container|>\": 17, \"<|violet|><|cylinder|>\": 18, \"<|violet|><|triangular prism|>\": 18, \"<|green|><|cube|>\": 18, \"<|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 green cube 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|><|white|><|container|><|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|><|azure|><|moon|><|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|><|violet|><|cylinder|><|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|><|azure|><|triangular prism|><|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|><|green|><|cube|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|violet|><|triangular prism|><|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: <|green|><|cube|> found at <|13-16|> with height 18\nTarget Placement Location: <|white|><|container|> at <|3-14|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cube|> at <|13-16|> with height 30\nStep 2: Lower to <|green|><|cube|> at <|13-16|> with height 18\nStep 3: Close gripper on <|green|><|cube|> at <|13-16|> with height 18\nStep 4: Lift <|green|><|cube|> at <|13-16|> to height 30\nStep 5: Move to <|white|><|container|> location at <|3-14|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|3-14|> with height 17 and open gripper\n\n</think>\n\nStep 1: [65, 55, 30, 0, 60, 90, 1]\nStep 2: [65, 55, 18, 0, 60, 90, 1]\nStep 3: [65, 55, 18, 0, 60, 90, 0]\nStep 4: [65, 55, 30, 0, 60, 90, 0]\nStep 5: [56, 14, 30, 0, 60, 90, 0]\nStep 6: [56, 14, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|moon|>": ["<|9-11|>", 17]}]
[{"<|yellow|><|star|>": ["<|20-15|>", 18]}]
LOCATE OBJECTS: Target Object: <|purple|><|moon|> found at <|9-11|> with height 17 Target Placement Location: <|yellow|><|star|> at <|20-15|> with height 18 PLAN ACTIONS: Step 1: Move above <|purple|><|moon|> at <|9-11|> with height 30 Step 2: Lower to <|purple|><|moon|> at <|9-11|> with height 17 Step 3: Close gripper on <|purple|><|moon|> at <|9-11|> with height 17 Step 4: Lift <|purple|><|moon|> at <|9-11|> to height 30 Step 5: Move to <|yellow|><|star|> location at <|20-15|> with height 30 Step 6: Stack on top of <|yellow|><|star|> location at <|20-15|> with height 18 + 4 and open gripper
[{"black-cylinder": [89, 57, 17]}, {"purple-star": [89, 65, 18]}, {"purple-moon": [47, 39, 17]}, {"yellow-star": [61, 82, 18]}, {"rose-cube": [49, 67, 18]}, {"silver-cylinder": [79, 40, 18]}, {"rose-triangular prism": [72, 59, 18]}]
Stack the purple moon on top of the yellow star
[ [ 47, 39, 30, 0, 60, 90, 1 ], [ 47, 39, 17, 0, 60, 90, 1 ], [ 47, 39, 17, 0, 60, 90, 0 ], [ 47, 39, 30, 0, 60, 90, 0 ], [ 61, 82, 30, 0, 60, 90, 0 ], [ 61, 82, 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: {\"<|black|><|cylinder|>\": 17, \"<|purple|><|star|>\": 18, \"<|purple|><|moon|>\": 17, \"<|yellow|><|star|>\": 18, \"<|rose|><|cube|>\": 18, \"<|silver|><|cylinder|>\": 18, \"<|rose|><|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 purple moon 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|><|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|><|purple|><|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|><|silver|><|cylinder|><|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|><|rose|><|triangular prism|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|black|><|cylinder|><|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|><|rose|><|cube|><|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|><|purple|><|star|><|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|><|yellow|><|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|><|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|><|moon|> found at <|9-11|> with height 17\nTarget Placement Location: <|yellow|><|star|> at <|20-15|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|moon|> at <|9-11|> with height 30\nStep 2: Lower to <|purple|><|moon|> at <|9-11|> with height 17\nStep 3: Close gripper on <|purple|><|moon|> at <|9-11|> with height 17\nStep 4: Lift <|purple|><|moon|> at <|9-11|> to height 30\nStep 5: Move to <|yellow|><|star|> location at <|20-15|> with height 30\nStep 6: Stack on top of <|yellow|><|star|> location at <|20-15|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [47, 39, 30, 0, 60, 90, 1]\nStep 2: [47, 39, 17, 0, 60, 90, 1]\nStep 3: [47, 39, 17, 0, 60, 90, 0]\nStep 4: [47, 39, 30, 0, 60, 90, 0]\nStep 5: [61, 82, 30, 0, 60, 90, 0]\nStep 6: [61, 82, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|star|>": ["<|14-14|>", 17]}]
[{"<|green|><|cylinder|>": ["<|20-13|>", 19]}]
LOCATE OBJECTS: Target Object: <|olive|><|star|> found at <|14-14|> with height 17 Target Placement Location: <|green|><|cylinder|> at <|20-13|> with height 19 PLAN ACTIONS: Step 1: Move above <|olive|><|star|> at <|14-14|> with height 30 Step 2: Lower to <|olive|><|star|> at <|14-14|> with height 17 Step 3: Close gripper on <|olive|><|star|> at <|14-14|> with height 17 Step 4: Lift <|olive|><|star|> at <|14-14|> to height 30 Step 5: Move to <|green|><|cylinder|> location at <|20-13|> with height 30 Step 6: Stack on top of <|green|><|cylinder|> location at <|20-13|> with height 19 + 4 and open gripper
[{"green-cylinder": [52, 83, 19]}, {"blue-cylinder": [69, 40, 17]}, {"rose-cube": [21, 77, 18]}, {"lime-moon": [64, 35, 18]}, {"maroon-star": [82, 82, 18]}, {"olive-star": [57, 59, 17]}]
Stack the olive star on top of the green cylinder
[ [ 57, 59, 30, 0, 60, 90, 1 ], [ 57, 59, 17, 0, 60, 90, 1 ], [ 57, 59, 17, 0, 60, 90, 0 ], [ 57, 59, 30, 0, 60, 90, 0 ], [ 52, 83, 30, 0, 60, 90, 0 ], [ 52, 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: {\"<|green|><|cylinder|>\": 19, \"<|blue|><|cylinder|>\": 17, \"<|rose|><|cube|>\": 18, \"<|lime|><|moon|>\": 18, \"<|maroon|><|star|>\": 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: Stack the olive star on top of the green 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|><|lime|><|moon|><|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|><|blue|><|cylinder|><|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|><|olive|><|star|><|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|><|rose|><|cube|><|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|><|green|><|cylinder|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|maroon|><|star|><|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|><|star|> found at <|14-14|> with height 17\nTarget Placement Location: <|green|><|cylinder|> at <|20-13|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|14-14|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|14-14|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|14-14|> with height 17\nStep 4: Lift <|olive|><|star|> at <|14-14|> to height 30\nStep 5: Move to <|green|><|cylinder|> location at <|20-13|> with height 30\nStep 6: Stack on top of <|green|><|cylinder|> location at <|20-13|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [57, 59, 30, 0, 60, 90, 1]\nStep 2: [57, 59, 17, 0, 60, 90, 1]\nStep 3: [57, 59, 17, 0, 60, 90, 0]\nStep 4: [57, 59, 30, 0, 60, 90, 0]\nStep 5: [52, 83, 30, 0, 60, 90, 0]\nStep 6: [52, 83, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|moon|>": ["<|8-17|>", 18]}]
[{"<|silver|><|triangular prism|>": ["<|8-11|>", 17]}]
LOCATE OBJECTS: Target Object: <|rose|><|moon|> found at <|8-17|> with height 18 Target Placement Location: <|silver|><|triangular prism|> at <|8-11|> with height 17 PLAN ACTIONS: Step 1: Move above <|rose|><|moon|> at <|8-17|> with height 30 Step 2: Lower to <|rose|><|moon|> at <|8-17|> with height 18 Step 3: Close gripper on <|rose|><|moon|> at <|8-17|> with height 18 Step 4: Lift <|rose|><|moon|> at <|8-17|> to height 30 Step 5: Move to <|silver|><|triangular prism|> location at <|8-11|> with height 30 Step 6: Stack on top of <|silver|><|triangular prism|> location at <|8-11|> with height 17 + 4 and open gripper
[{"azure-star": [67, 75, 17]}, {"silver-star": [83, 56, 18]}, {"rose-moon": [70, 34, 18]}, {"black-triangular prism": [47, 29, 17]}, {"black-cube": [28, 83, 17]}, {"silver-triangular prism": [44, 34, 17]}]
Stack the rose moon on top of the silver triangular prism
[ [ 70, 34, 30, 0, 60, 90, 1 ], [ 70, 34, 18, 0, 60, 90, 1 ], [ 70, 34, 18, 0, 60, 90, 0 ], [ 70, 34, 30, 0, 60, 90, 0 ], [ 44, 34, 30, 0, 60, 90, 0 ], [ 44, 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: {\"<|azure|><|star|>\": 17, \"<|silver|><|star|>\": 18, \"<|rose|><|moon|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|black|><|cube|>\": 17, \"<|silver|><|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 rose moon on top of the silver 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|><|black|><|triangular prism|><|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|><|silver|><|triangular prism|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|rose|><|moon|><|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|><|silver|><|star|><|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|><|azure|><|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|><|black|><|cube|><|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 <|8-17|> with height 18\nTarget Placement Location: <|silver|><|triangular prism|> at <|8-11|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|8-17|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|8-17|> with height 18\nStep 3: Close gripper on <|rose|><|moon|> at <|8-17|> with height 18\nStep 4: Lift <|rose|><|moon|> at <|8-17|> to height 30\nStep 5: Move to <|silver|><|triangular prism|> location at <|8-11|> with height 30\nStep 6: Stack on top of <|silver|><|triangular prism|> location at <|8-11|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [70, 34, 30, 0, 60, 90, 1]\nStep 2: [70, 34, 18, 0, 60, 90, 1]\nStep 3: [70, 34, 18, 0, 60, 90, 0]\nStep 4: [70, 34, 30, 0, 60, 90, 0]\nStep 5: [44, 34, 30, 0, 60, 90, 0]\nStep 6: [44, 34, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|triangular prism|>": ["<|9-12|>", 17]}]
[{"<|violet|><|container|>": ["<|13-19|>", 19]}]
LOCATE OBJECTS: Target Object: <|cyan|><|triangular prism|> found at <|9-12|> with height 17 Target Placement Location: <|violet|><|container|> at <|13-19|> with height 19 PLAN ACTIONS: Step 1: Move above <|cyan|><|triangular prism|> at <|9-12|> with height 30 Step 2: Lower to <|cyan|><|triangular prism|> at <|9-12|> with height 17 Step 3: Close gripper on <|cyan|><|triangular prism|> at <|9-12|> with height 17 Step 4: Lift <|cyan|><|triangular prism|> at <|9-12|> to height 30 Step 5: Move to <|violet|><|container|> location at <|13-19|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|13-19|> with height 19 and open gripper
[{"white-moon": [60, 27, 17]}, {"purple-cylinder": [59, 79, 18]}, {"olive-moon": [49, 45, 18]}, {"violet-container": [77, 54, 19]}, {"cyan-triangular prism": [48, 37, 17]}, {"teal-star": [58, 33, 17]}]
Pick up the cyan triangular prism and place it into the violet container
[ [ 48, 37, 30, 0, 60, 90, 1 ], [ 48, 37, 17, 0, 60, 90, 1 ], [ 48, 37, 17, 0, 60, 90, 0 ], [ 48, 37, 30, 0, 60, 90, 0 ], [ 77, 54, 30, 0, 60, 90, 0 ], [ 77, 54, 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: {\"<|white|><|moon|>\": 17, \"<|purple|><|cylinder|>\": 18, \"<|olive|><|moon|>\": 18, \"<|violet|><|container|>\": 19, \"<|cyan|><|triangular prism|>\": 17, \"<|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: Pick up the cyan 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|><|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|><|white|><|moon|><|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|><|teal|><|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|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|cyan|><|triangular prism|><|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|><|olive|><|moon|><|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|><|violet|><|container|><|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|><|purple|><|cylinder|><|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 <|9-12|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|13-19|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|triangular prism|> at <|9-12|> with height 30\nStep 2: Lower to <|cyan|><|triangular prism|> at <|9-12|> with height 17\nStep 3: Close gripper on <|cyan|><|triangular prism|> at <|9-12|> with height 17\nStep 4: Lift <|cyan|><|triangular prism|> at <|9-12|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|13-19|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|13-19|> with height 19 and open gripper\n\n</think>\n\nStep 1: [48, 37, 30, 0, 60, 90, 1]\nStep 2: [48, 37, 17, 0, 60, 90, 1]\nStep 3: [48, 37, 17, 0, 60, 90, 0]\nStep 4: [48, 37, 30, 0, 60, 90, 0]\nStep 5: [77, 54, 30, 0, 60, 90, 0]\nStep 6: [77, 54, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|silver|><|star|>": ["<|13-9|>", 18]}]
[{"<|blue|><|cube|>": ["<|7-16|>", 19]}]
LOCATE OBJECTS: Target Object: <|silver|><|star|> found at <|13-9|> with height 18 Target Placement Location: <|blue|><|cube|> at <|7-16|> with height 19 PLAN ACTIONS: Step 1: Move above <|silver|><|star|> at <|13-9|> with height 30 Step 2: Lower to <|silver|><|star|> at <|13-9|> with height 18 Step 3: Close gripper on <|silver|><|star|> at <|13-9|> with height 18 Step 4: Lift <|silver|><|star|> at <|13-9|> to height 30 Step 5: Move to <|blue|><|cube|> location at <|7-16|> with height 30 Step 6: Stack on top of <|blue|><|cube|> location at <|7-16|> with height 19 + 4 and open gripper
[{"silver-star": [37, 52, 18]}, {"gray-triangular prism": [54, 33, 17]}, {"blue-cube": [64, 30, 19]}, {"red-star": [56, 84, 18]}, {"green-cylinder": [61, 56, 17]}, {"violet-triangular prism": [69, 22, 18]}]
Stack the silver star on top of the blue cube
[ [ 37, 52, 30, 0, 60, 90, 1 ], [ 37, 52, 18, 0, 60, 90, 1 ], [ 37, 52, 18, 0, 60, 90, 0 ], [ 37, 52, 30, 0, 60, 90, 0 ], [ 64, 30, 30, 0, 60, 90, 0 ], [ 64, 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: {\"<|silver|><|star|>\": 18, \"<|gray|><|triangular prism|>\": 17, \"<|blue|><|cube|>\": 19, \"<|red|><|star|>\": 18, \"<|green|><|cylinder|>\": 17, \"<|violet|><|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 silver star on top of the blue 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|><|violet|><|triangular prism|><|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|><|blue|><|cube|><|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|><|gray|><|triangular prism|><|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|><|silver|><|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|><|green|><|cylinder|><|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|><|red|><|star|><|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 <|13-9|> with height 18\nTarget Placement Location: <|blue|><|cube|> at <|7-16|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|silver|><|star|> at <|13-9|> with height 30\nStep 2: Lower to <|silver|><|star|> at <|13-9|> with height 18\nStep 3: Close gripper on <|silver|><|star|> at <|13-9|> with height 18\nStep 4: Lift <|silver|><|star|> at <|13-9|> to height 30\nStep 5: Move to <|blue|><|cube|> location at <|7-16|> with height 30\nStep 6: Stack on top of <|blue|><|cube|> location at <|7-16|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [37, 52, 30, 0, 60, 90, 1]\nStep 2: [37, 52, 18, 0, 60, 90, 1]\nStep 3: [37, 52, 18, 0, 60, 90, 0]\nStep 4: [37, 52, 30, 0, 60, 90, 0]\nStep 5: [64, 30, 30, 0, 60, 90, 0]\nStep 6: [64, 30, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|cube|>": ["<|5-19|>", 17]}]
[{"<|azure|><|container|>": ["<|7-7|>", 19]}]
LOCATE OBJECTS: Target Object: <|magenta|><|cube|> found at <|5-19|> with height 17 Target Placement Location: <|azure|><|container|> at <|7-7|> with height 19 PLAN ACTIONS: Step 1: Move above <|magenta|><|cube|> at <|5-19|> with height 30 Step 2: Lower to <|magenta|><|cube|> at <|5-19|> with height 17 Step 3: Close gripper on <|magenta|><|cube|> at <|5-19|> with height 17 Step 4: Lift <|magenta|><|cube|> at <|5-19|> to height 30 Step 5: Move to <|azure|><|container|> location at <|7-7|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|7-7|> with height 19 and open gripper
[{"green-moon": [52, 30, 18]}, {"magenta-cube": [79, 22, 17]}, {"azure-container": [29, 28, 19]}, {"yellow-triangular prism": [43, 70, 17]}, {"lime-moon": [67, 60, 17]}, {"gray-cube": [81, 33, 18]}, {"violet-star": [51, 60, 17]}]
Pick up the magenta cube and place it into the azure container
[ [ 79, 22, 30, 0, 60, 90, 1 ], [ 79, 22, 17, 0, 60, 90, 1 ], [ 79, 22, 17, 0, 60, 90, 0 ], [ 79, 22, 30, 0, 60, 90, 0 ], [ 29, 28, 30, 0, 60, 90, 0 ], [ 29, 28, 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|>\": 18, \"<|magenta|><|cube|>\": 17, \"<|azure|><|container|>\": 19, \"<|yellow|><|triangular prism|>\": 17, \"<|lime|><|moon|>\": 17, \"<|gray|><|cube|>\": 18, \"<|violet|><|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 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|><|magenta|><|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|><|azure|><|container|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|green|><|moon|><|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|><|gray|><|cube|><|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|><|violet|><|star|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|lime|><|moon|><|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|><|yellow|><|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|><|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|><|cube|> found at <|5-19|> with height 17\nTarget Placement Location: <|azure|><|container|> at <|7-7|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|cube|> at <|5-19|> with height 30\nStep 2: Lower to <|magenta|><|cube|> at <|5-19|> with height 17\nStep 3: Close gripper on <|magenta|><|cube|> at <|5-19|> with height 17\nStep 4: Lift <|magenta|><|cube|> at <|5-19|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|7-7|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|7-7|> with height 19 and open gripper\n\n</think>\n\nStep 1: [79, 22, 30, 0, 60, 90, 1]\nStep 2: [79, 22, 17, 0, 60, 90, 1]\nStep 3: [79, 22, 17, 0, 60, 90, 0]\nStep 4: [79, 22, 30, 0, 60, 90, 0]\nStep 5: [29, 28, 30, 0, 60, 90, 0]\nStep 6: [29, 28, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|cube|>": ["<|7-12|>", 18]}]
[{"<|violet|><|container|>": ["<|3-9|>", 17]}]
LOCATE OBJECTS: Target Object: <|red|><|cube|> found at <|7-12|> with height 18 Target Placement Location: <|violet|><|container|> at <|3-9|> with height 17 PLAN ACTIONS: Step 1: Move above <|red|><|cube|> at <|7-12|> with height 30 Step 2: Lower to <|red|><|cube|> at <|7-12|> with height 18 Step 3: Close gripper on <|red|><|cube|> at <|7-12|> with height 18 Step 4: Lift <|red|><|cube|> at <|7-12|> to height 30 Step 5: Move to <|violet|><|container|> location at <|3-9|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|3-9|> with height 17 and open gripper
[{"teal-star": [53, 42, 18]}, {"violet-container": [37, 12, 17]}, {"black-triangular prism": [87, 47, 18]}, {"lime-moon": [54, 33, 17]}, {"red-cube": [51, 29, 18]}]
Pick up the red cube and place it into the violet container
[ [ 51, 29, 30, 0, 60, 90, 1 ], [ 51, 29, 18, 0, 60, 90, 1 ], [ 51, 29, 18, 0, 60, 90, 0 ], [ 51, 29, 30, 0, 60, 90, 0 ], [ 37, 12, 30, 0, 60, 90, 0 ], [ 37, 12, 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: {\"<|teal|><|star|>\": 18, \"<|violet|><|container|>\": 17, \"<|black|><|triangular prism|>\": 18, \"<|lime|><|moon|>\": 17, \"<|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 red cube 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|><|violet|><|container|><|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|><|cube|><|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|><|lime|><|moon|><|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|><|teal|><|star|><|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|><|black|><|triangular prism|><|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|><|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|><|cube|> found at <|7-12|> with height 18\nTarget Placement Location: <|violet|><|container|> at <|3-9|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cube|> at <|7-12|> with height 30\nStep 2: Lower to <|red|><|cube|> at <|7-12|> with height 18\nStep 3: Close gripper on <|red|><|cube|> at <|7-12|> with height 18\nStep 4: Lift <|red|><|cube|> at <|7-12|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|3-9|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|3-9|> with height 17 and open gripper\n\n</think>\n\nStep 1: [51, 29, 30, 0, 60, 90, 1]\nStep 2: [51, 29, 18, 0, 60, 90, 1]\nStep 3: [51, 29, 18, 0, 60, 90, 0]\nStep 4: [51, 29, 30, 0, 60, 90, 0]\nStep 5: [37, 12, 30, 0, 60, 90, 0]\nStep 6: [37, 12, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|moon|>": ["<|22-7|>", 18]}]
[{"<|violet|><|container|>": ["<|19-6|>", 18]}]
LOCATE OBJECTS: Target Object: <|purple|><|moon|> found at <|22-7|> with height 18 Target Placement Location: <|violet|><|container|> at <|19-6|> with height 18 PLAN ACTIONS: Step 1: Move above <|purple|><|moon|> at <|22-7|> with height 30 Step 2: Lower to <|purple|><|moon|> at <|22-7|> with height 18 Step 3: Close gripper on <|purple|><|moon|> at <|22-7|> with height 18 Step 4: Lift <|purple|><|moon|> at <|22-7|> to height 30 Step 5: Move to <|violet|><|container|> location at <|19-6|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|19-6|> with height 18 and open gripper
[{"olive-moon": [70, 90, 18]}, {"violet-container": [25, 76, 18]}, {"purple-moon": [30, 89, 18]}, {"red-cylinder": [69, 65, 17]}, {"magenta-moon": [68, 53, 18]}, {"blue-triangular prism": [63, 52, 17]}]
Pick up the purple moon and place it into the violet container
[ [ 30, 89, 30, 0, 60, 90, 1 ], [ 30, 89, 18, 0, 60, 90, 1 ], [ 30, 89, 18, 0, 60, 90, 0 ], [ 30, 89, 30, 0, 60, 90, 0 ], [ 25, 76, 30, 0, 60, 90, 0 ], [ 25, 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: {\"<|olive|><|moon|>\": 18, \"<|violet|><|container|>\": 18, \"<|purple|><|moon|>\": 18, \"<|red|><|cylinder|>\": 17, \"<|magenta|><|moon|>\": 18, \"<|blue|><|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 moon 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|><|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|><|blue|><|triangular prism|><|13-16|><|empty|><|13-17|><|magenta|><|moon|><|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|><|red|><|cylinder|><|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|><|container|><|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|><|purple|><|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|><|olive|><|moon|><|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|><|moon|> found at <|22-7|> with height 18\nTarget Placement Location: <|violet|><|container|> at <|19-6|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|moon|> at <|22-7|> with height 30\nStep 2: Lower to <|purple|><|moon|> at <|22-7|> with height 18\nStep 3: Close gripper on <|purple|><|moon|> at <|22-7|> with height 18\nStep 4: Lift <|purple|><|moon|> at <|22-7|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|19-6|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|19-6|> with height 18 and open gripper\n\n</think>\n\nStep 1: [30, 89, 30, 0, 60, 90, 1]\nStep 2: [30, 89, 18, 0, 60, 90, 1]\nStep 3: [30, 89, 18, 0, 60, 90, 0]\nStep 4: [30, 89, 30, 0, 60, 90, 0]\nStep 5: [25, 76, 30, 0, 60, 90, 0]\nStep 6: [25, 76, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|cube|>": ["<|18-15|>", 17]}]
[{"<|violet|><|container|>": ["<|18-4|>", 17]}]
LOCATE OBJECTS: Target Object: <|violet|><|cube|> found at <|18-15|> with height 17 Target Placement Location: <|violet|><|container|> at <|18-4|> with height 17 PLAN ACTIONS: Step 1: Move above <|violet|><|cube|> at <|18-15|> with height 30 Step 2: Lower to <|violet|><|cube|> at <|18-15|> with height 17 Step 3: Close gripper on <|violet|><|cube|> at <|18-15|> with height 17 Step 4: Lift <|violet|><|cube|> at <|18-15|> to height 30 Step 5: Move to <|violet|><|container|> location at <|18-4|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|18-4|> with height 17 and open gripper
[{"olive-triangular prism": [88, 49, 18]}, {"azure-cube": [43, 48, 17]}, {"navy-cube": [74, 60, 18]}, {"black-triangular prism": [53, 84, 17]}, {"violet-cube": [61, 72, 17]}, {"violet-container": [16, 73, 17]}]
Pick up the violet cube and place it into the violet container
[ [ 61, 72, 30, 0, 60, 90, 1 ], [ 61, 72, 17, 0, 60, 90, 1 ], [ 61, 72, 17, 0, 60, 90, 0 ], [ 61, 72, 30, 0, 60, 90, 0 ], [ 16, 73, 30, 0, 60, 90, 0 ], [ 16, 73, 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: {\"<|olive|><|triangular prism|>\": 18, \"<|azure|><|cube|>\": 17, \"<|navy|><|cube|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|violet|><|cube|>\": 17, \"<|violet|><|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 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|><|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|><|azure|><|cube|><|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|><|olive|><|triangular prism|><|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|><|navy|><|cube|><|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|><|violet|><|container|><|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|><|violet|><|cube|><|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|><|black|><|triangular prism|><|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 <|18-15|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|18-4|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cube|> at <|18-15|> with height 30\nStep 2: Lower to <|violet|><|cube|> at <|18-15|> with height 17\nStep 3: Close gripper on <|violet|><|cube|> at <|18-15|> with height 17\nStep 4: Lift <|violet|><|cube|> at <|18-15|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|18-4|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|18-4|> with height 17 and open gripper\n\n</think>\n\nStep 1: [61, 72, 30, 0, 60, 90, 1]\nStep 2: [61, 72, 17, 0, 60, 90, 1]\nStep 3: [61, 72, 17, 0, 60, 90, 0]\nStep 4: [61, 72, 30, 0, 60, 90, 0]\nStep 5: [16, 73, 30, 0, 60, 90, 0]\nStep 6: [16, 73, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|moon|>": ["<|5-11|>", 18]}]
[{"<|navy|><|container|>": ["<|16-16|>", 19]}]
LOCATE OBJECTS: Target Object: <|teal|><|moon|> found at <|5-11|> with height 18 Target Placement Location: <|navy|><|container|> at <|16-16|> with height 19 PLAN ACTIONS: Step 1: Move above <|teal|><|moon|> at <|5-11|> with height 30 Step 2: Lower to <|teal|><|moon|> at <|5-11|> with height 18 Step 3: Close gripper on <|teal|><|moon|> at <|5-11|> with height 18 Step 4: Lift <|teal|><|moon|> at <|5-11|> to height 30 Step 5: Move to <|navy|><|container|> location at <|16-16|> with height 30 Step 6: Place inside <|navy|><|container|> location at <|16-16|> with height 19 and open gripper
[{"navy-container": [65, 64, 19]}, {"yellow-cube": [72, 49, 18]}, {"white-cylinder": [67, 37, 17]}, {"silver-star": [81, 57, 17]}, {"white-cube": [70, 67, 17]}, {"teal-moon": [44, 23, 18]}]
Pick up the teal moon and place it into the navy container
[ [ 44, 23, 30, 0, 60, 90, 1 ], [ 44, 23, 18, 0, 60, 90, 1 ], [ 44, 23, 18, 0, 60, 90, 0 ], [ 44, 23, 30, 0, 60, 90, 0 ], [ 65, 64, 30, 0, 60, 90, 0 ], [ 65, 64, 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|><|container|>\": 19, \"<|yellow|><|cube|>\": 18, \"<|white|><|cylinder|>\": 17, \"<|silver|><|star|>\": 17, \"<|white|><|cube|>\": 17, \"<|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 teal moon 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|><|teal|><|moon|><|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|><|cylinder|><|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|><|yellow|><|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|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|silver|><|star|><|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|><|navy|><|container|><|16-17|><|white|><|cube|><|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: <|teal|><|moon|> found at <|5-11|> with height 18\nTarget Placement Location: <|navy|><|container|> at <|16-16|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|moon|> at <|5-11|> with height 30\nStep 2: Lower to <|teal|><|moon|> at <|5-11|> with height 18\nStep 3: Close gripper on <|teal|><|moon|> at <|5-11|> with height 18\nStep 4: Lift <|teal|><|moon|> at <|5-11|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|16-16|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|16-16|> with height 19 and open gripper\n\n</think>\n\nStep 1: [44, 23, 30, 0, 60, 90, 1]\nStep 2: [44, 23, 18, 0, 60, 90, 1]\nStep 3: [44, 23, 18, 0, 60, 90, 0]\nStep 4: [44, 23, 30, 0, 60, 90, 0]\nStep 5: [65, 64, 30, 0, 60, 90, 0]\nStep 6: [65, 64, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|triangular prism|>": ["<|19-13|>", 17]}]
[{"<|black|><|cylinder|>": ["<|19-13|>", 18]}]
LOCATE OBJECTS: Target Object: <|lime|><|triangular prism|> found at <|19-13|> with height 17 Target Placement Location: <|black|><|cylinder|> at <|19-13|> with height 18 PLAN ACTIONS: Step 1: Move above <|lime|><|triangular prism|> at <|19-13|> with height 30 Step 2: Lower to <|lime|><|triangular prism|> at <|19-13|> with height 17 Step 3: Close gripper on <|lime|><|triangular prism|> at <|19-13|> with height 17 Step 4: Lift <|lime|><|triangular prism|> at <|19-13|> to height 30 Step 5: Move to <|black|><|cylinder|> location at <|19-13|> with height 30 Step 6: Stack on top of <|black|><|cylinder|> location at <|19-13|> with height 18 + 4 and open gripper
[{"lime-triangular prism": [55, 79, 17]}, {"teal-cube": [29, 72, 18]}, {"lime-moon": [70, 48, 18]}, {"black-cylinder": [54, 76, 18]}, {"olive-triangular prism": [76, 35, 17]}]
Stack the lime triangular prism on top of the black cylinder
[ [ 55, 79, 30, 0, 60, 90, 1 ], [ 55, 79, 17, 0, 60, 90, 1 ], [ 55, 79, 17, 0, 60, 90, 0 ], [ 55, 79, 30, 0, 60, 90, 0 ], [ 54, 76, 30, 0, 60, 90, 0 ], [ 54, 76, 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: {\"<|lime|><|triangular prism|>\": 17, \"<|teal|><|cube|>\": 18, \"<|lime|><|moon|>\": 18, \"<|black|><|cylinder|>\": 18, \"<|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: Stack the lime triangular prism 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|><|olive|><|triangular prism|><|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|><|lime|><|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|><|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|><|teal|><|cube|><|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|><|black|><|cylinder|><|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|><|triangular prism|> found at <|19-13|> with height 17\nTarget Placement Location: <|black|><|cylinder|> at <|19-13|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|triangular prism|> at <|19-13|> with height 30\nStep 2: Lower to <|lime|><|triangular prism|> at <|19-13|> with height 17\nStep 3: Close gripper on <|lime|><|triangular prism|> at <|19-13|> with height 17\nStep 4: Lift <|lime|><|triangular prism|> at <|19-13|> to height 30\nStep 5: Move to <|black|><|cylinder|> location at <|19-13|> with height 30\nStep 6: Stack on top of <|black|><|cylinder|> location at <|19-13|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [55, 79, 30, 0, 60, 90, 1]\nStep 2: [55, 79, 17, 0, 60, 90, 1]\nStep 3: [55, 79, 17, 0, 60, 90, 0]\nStep 4: [55, 79, 30, 0, 60, 90, 0]\nStep 5: [54, 76, 30, 0, 60, 90, 0]\nStep 6: [54, 76, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|moon|>": ["<|17-11|>", 17]}]
[{"<|maroon|><|container|>": ["<|14-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|maroon|><|moon|> found at <|17-11|> with height 17 Target Placement Location: <|maroon|><|container|> at <|14-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|maroon|><|moon|> at <|17-11|> with height 30 Step 2: Lower to <|maroon|><|moon|> at <|17-11|> with height 17 Step 3: Close gripper on <|maroon|><|moon|> at <|17-11|> with height 17 Step 4: Lift <|maroon|><|moon|> at <|17-11|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|14-21|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|14-21|> with height 19 and open gripper
[{"maroon-container": [87, 58, 19]}, {"maroon-moon": [46, 68, 17]}, {"yellow-moon": [83, 29, 18]}, {"violet-cylinder": [49, 35, 17]}, {"gray-cube": [46, 78, 18]}, {"white-moon": [61, 85, 17]}, {"magenta-cube": [22, 53, 18]}]
Pick up the maroon moon and place it into the maroon container
[ [ 46, 68, 30, 0, 60, 90, 1 ], [ 46, 68, 17, 0, 60, 90, 1 ], [ 46, 68, 17, 0, 60, 90, 0 ], [ 46, 68, 30, 0, 60, 90, 0 ], [ 87, 58, 30, 0, 60, 90, 0 ], [ 87, 58, 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|><|container|>\": 19, \"<|maroon|><|moon|>\": 17, \"<|yellow|><|moon|>\": 18, \"<|violet|><|cylinder|>\": 17, \"<|gray|><|cube|>\": 18, \"<|white|><|moon|>\": 17, \"<|magenta|><|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 maroon 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|><|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|><|yellow|><|moon|><|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|><|violet|><|cylinder|><|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|><|magenta|><|cube|><|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|><|maroon|><|container|><|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|><|maroon|><|moon|><|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|><|gray|><|cube|><|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|><|white|><|moon|><|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 <|17-11|> with height 17\nTarget Placement Location: <|maroon|><|container|> at <|14-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|17-11|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|17-11|> with height 17\nStep 3: Close gripper on <|maroon|><|moon|> at <|17-11|> with height 17\nStep 4: Lift <|maroon|><|moon|> at <|17-11|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|14-21|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|14-21|> with height 19 and open gripper\n\n</think>\n\nStep 1: [46, 68, 30, 0, 60, 90, 1]\nStep 2: [46, 68, 17, 0, 60, 90, 1]\nStep 3: [46, 68, 17, 0, 60, 90, 0]\nStep 4: [46, 68, 30, 0, 60, 90, 0]\nStep 5: [87, 58, 30, 0, 60, 90, 0]\nStep 6: [87, 58, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|cube|>": ["<|5-18|>", 18]}]
[{"<|violet|><|container|>": ["<|19-5|>", 19]}]
LOCATE OBJECTS: Target Object: <|red|><|cube|> found at <|5-18|> with height 18 Target Placement Location: <|violet|><|container|> at <|19-5|> with height 19 PLAN ACTIONS: Step 1: Move above <|red|><|cube|> at <|5-18|> with height 30 Step 2: Lower to <|red|><|cube|> at <|5-18|> with height 18 Step 3: Close gripper on <|red|><|cube|> at <|5-18|> with height 18 Step 4: Lift <|red|><|cube|> at <|5-18|> to height 30 Step 5: Move to <|violet|><|container|> location at <|19-5|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|19-5|> with height 19 and open gripper
[{"red-star": [57, 58, 17]}, {"teal-triangular prism": [42, 60, 18]}, {"red-cube": [74, 21, 18]}, {"white-moon": [42, 35, 17]}, {"violet-container": [21, 77, 19]}]
Pick up the red cube and place it into the violet container
[ [ 74, 21, 30, 0, 60, 90, 1 ], [ 74, 21, 18, 0, 60, 90, 1 ], [ 74, 21, 18, 0, 60, 90, 0 ], [ 74, 21, 30, 0, 60, 90, 0 ], [ 21, 77, 30, 0, 60, 90, 0 ], [ 21, 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: {\"<|red|><|star|>\": 17, \"<|teal|><|triangular prism|>\": 18, \"<|red|><|cube|>\": 18, \"<|white|><|moon|>\": 17, \"<|violet|><|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 red cube 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|><|red|><|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|><|white|><|moon|><|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|><|red|><|star|><|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|><|teal|><|triangular prism|><|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|><|violet|><|container|><|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: <|red|><|cube|> found at <|5-18|> with height 18\nTarget Placement Location: <|violet|><|container|> at <|19-5|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cube|> at <|5-18|> with height 30\nStep 2: Lower to <|red|><|cube|> at <|5-18|> with height 18\nStep 3: Close gripper on <|red|><|cube|> at <|5-18|> with height 18\nStep 4: Lift <|red|><|cube|> at <|5-18|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|19-5|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|19-5|> with height 19 and open gripper\n\n</think>\n\nStep 1: [74, 21, 30, 0, 60, 90, 1]\nStep 2: [74, 21, 18, 0, 60, 90, 1]\nStep 3: [74, 21, 18, 0, 60, 90, 0]\nStep 4: [74, 21, 30, 0, 60, 90, 0]\nStep 5: [21, 77, 30, 0, 60, 90, 0]\nStep 6: [21, 77, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|21-18|>", 17]}]
[{"<|olive|><|container|>": ["<|18-11|>", 18]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|21-18|> with height 17 Target Placement Location: <|olive|><|container|> at <|18-11|> with height 18 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|21-18|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|21-18|> with height 17 Step 3: Close gripper on <|gray|><|cylinder|> at <|21-18|> with height 17 Step 4: Lift <|gray|><|cylinder|> at <|21-18|> to height 30 Step 5: Move to <|olive|><|container|> location at <|18-11|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|18-11|> with height 18 and open gripper
[{"black-star": [67, 59, 18]}, {"olive-cylinder": [31, 44, 18]}, {"teal-triangular prism": [20, 56, 18]}, {"navy-triangular prism": [74, 80, 18]}, {"olive-container": [44, 74, 18]}, {"gray-cylinder": [72, 86, 17]}, {"magenta-star": [60, 43, 17]}]
Pick up the gray cylinder and place it into the olive container
[ [ 72, 86, 30, 0, 60, 90, 1 ], [ 72, 86, 17, 0, 60, 90, 1 ], [ 72, 86, 17, 0, 60, 90, 0 ], [ 72, 86, 30, 0, 60, 90, 0 ], [ 44, 74, 30, 0, 60, 90, 0 ], [ 44, 74, 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|><|star|>\": 18, \"<|olive|><|cylinder|>\": 18, \"<|teal|><|triangular prism|>\": 18, \"<|navy|><|triangular prism|>\": 18, \"<|olive|><|container|>\": 18, \"<|gray|><|cylinder|>\": 17, \"<|magenta|><|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 gray cylinder 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|><|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|><|magenta|><|star|><|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|><|olive|><|cylinder|><|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|><|teal|><|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|><|black|><|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|><|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|><|olive|><|container|><|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|><|navy|><|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|><|gray|><|cylinder|><|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 <|21-18|> with height 17\nTarget Placement Location: <|olive|><|container|> at <|18-11|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|21-18|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|21-18|> with height 17\nStep 3: Close gripper on <|gray|><|cylinder|> at <|21-18|> with height 17\nStep 4: Lift <|gray|><|cylinder|> at <|21-18|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|18-11|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|18-11|> with height 18 and open gripper\n\n</think>\n\nStep 1: [72, 86, 30, 0, 60, 90, 1]\nStep 2: [72, 86, 17, 0, 60, 90, 1]\nStep 3: [72, 86, 17, 0, 60, 90, 0]\nStep 4: [72, 86, 30, 0, 60, 90, 0]\nStep 5: [44, 74, 30, 0, 60, 90, 0]\nStep 6: [44, 74, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|star|>": ["<|18-10|>", 18]}]
[{"<|yellow|><|moon|>": ["<|4-19|>", 18]}]
LOCATE OBJECTS: Target Object: <|black|><|star|> found at <|18-10|> with height 18 Target Placement Location: <|yellow|><|moon|> at <|4-19|> with height 18 PLAN ACTIONS: Step 1: Move above <|black|><|star|> at <|18-10|> with height 30 Step 2: Lower to <|black|><|star|> at <|18-10|> with height 18 Step 3: Close gripper on <|black|><|star|> at <|18-10|> with height 18 Step 4: Lift <|black|><|star|> at <|18-10|> to height 30 Step 5: Move to <|yellow|><|moon|> location at <|4-19|> with height 30 Step 6: Stack on top of <|yellow|><|moon|> location at <|4-19|> with height 18 + 4 and open gripper
[{"yellow-moon": [79, 17, 18]}, {"rose-cube": [43, 33, 17]}, {"magenta-cylinder": [49, 53, 17]}, {"green-moon": [65, 65, 18]}, {"blue-moon": [55, 46, 17]}, {"red-triangular prism": [73, 46, 17]}, {"black-star": [40, 74, 18]}]
Stack the black star on top of the yellow moon
[ [ 40, 74, 30, 0, 60, 90, 1 ], [ 40, 74, 18, 0, 60, 90, 1 ], [ 40, 74, 18, 0, 60, 90, 0 ], [ 40, 74, 30, 0, 60, 90, 0 ], [ 79, 17, 30, 0, 60, 90, 0 ], [ 79, 17, 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: {\"<|yellow|><|moon|>\": 18, \"<|rose|><|cube|>\": 17, \"<|magenta|><|cylinder|>\": 17, \"<|green|><|moon|>\": 18, \"<|blue|><|moon|>\": 17, \"<|red|><|triangular prism|>\": 17, \"<|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 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|><|yellow|><|moon|><|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|><|rose|><|cube|><|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|><|blue|><|moon|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|red|><|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|><|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|><|magenta|><|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|><|green|><|moon|><|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|><|black|><|star|><|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: <|black|><|star|> found at <|18-10|> with height 18\nTarget Placement Location: <|yellow|><|moon|> at <|4-19|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|black|><|star|> at <|18-10|> with height 30\nStep 2: Lower to <|black|><|star|> at <|18-10|> with height 18\nStep 3: Close gripper on <|black|><|star|> at <|18-10|> with height 18\nStep 4: Lift <|black|><|star|> at <|18-10|> to height 30\nStep 5: Move to <|yellow|><|moon|> location at <|4-19|> with height 30\nStep 6: Stack on top of <|yellow|><|moon|> location at <|4-19|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [40, 74, 30, 0, 60, 90, 1]\nStep 2: [40, 74, 18, 0, 60, 90, 1]\nStep 3: [40, 74, 18, 0, 60, 90, 0]\nStep 4: [40, 74, 30, 0, 60, 90, 0]\nStep 5: [79, 17, 30, 0, 60, 90, 0]\nStep 6: [79, 17, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|cylinder|>": ["<|17-7|>", 17]}]
[{"<|maroon|><|container|>": ["<|7-7|>", 19]}]
LOCATE OBJECTS: Target Object: <|rose|><|cylinder|> found at <|17-7|> with height 17 Target Placement Location: <|maroon|><|container|> at <|7-7|> with height 19 PLAN ACTIONS: Step 1: Move above <|rose|><|cylinder|> at <|17-7|> with height 30 Step 2: Lower to <|rose|><|cylinder|> at <|17-7|> with height 17 Step 3: Close gripper on <|rose|><|cylinder|> at <|17-7|> with height 17 Step 4: Lift <|rose|><|cylinder|> at <|17-7|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|7-7|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|7-7|> with height 19 and open gripper
[{"red-moon": [81, 53, 18]}, {"silver-star": [42, 67, 17]}, {"red-star": [71, 65, 17]}, {"maroon-container": [29, 31, 19]}, {"rose-cylinder": [31, 70, 17]}, {"magenta-cube": [80, 66, 18]}]
Pick up the rose cylinder and place it into the maroon container
[ [ 31, 70, 30, 0, 60, 90, 1 ], [ 31, 70, 17, 0, 60, 90, 1 ], [ 31, 70, 17, 0, 60, 90, 0 ], [ 31, 70, 30, 0, 60, 90, 0 ], [ 29, 31, 30, 0, 60, 90, 0 ], [ 29, 31, 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: {\"<|red|><|moon|>\": 18, \"<|silver|><|star|>\": 17, \"<|red|><|star|>\": 17, \"<|maroon|><|container|>\": 19, \"<|rose|><|cylinder|>\": 17, \"<|magenta|><|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 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|><|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|><|container|><|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|><|red|><|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|><|silver|><|star|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|red|><|star|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|magenta|><|cube|><|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|><|rose|><|cylinder|><|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: <|rose|><|cylinder|> found at <|17-7|> with height 17\nTarget Placement Location: <|maroon|><|container|> at <|7-7|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|cylinder|> at <|17-7|> with height 30\nStep 2: Lower to <|rose|><|cylinder|> at <|17-7|> with height 17\nStep 3: Close gripper on <|rose|><|cylinder|> at <|17-7|> with height 17\nStep 4: Lift <|rose|><|cylinder|> at <|17-7|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|7-7|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|7-7|> with height 19 and open gripper\n\n</think>\n\nStep 1: [31, 70, 30, 0, 60, 90, 1]\nStep 2: [31, 70, 17, 0, 60, 90, 1]\nStep 3: [31, 70, 17, 0, 60, 90, 0]\nStep 4: [31, 70, 30, 0, 60, 90, 0]\nStep 5: [29, 31, 30, 0, 60, 90, 0]\nStep 6: [29, 31, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|star|>": ["<|9-8|>", 18]}]
[{"<|green|><|container|>": ["<|15-10|>", 18]}]
LOCATE OBJECTS: Target Object: <|violet|><|star|> found at <|9-8|> with height 18 Target Placement Location: <|green|><|container|> at <|15-10|> with height 18 PLAN ACTIONS: Step 1: Move above <|violet|><|star|> at <|9-8|> with height 30 Step 2: Lower to <|violet|><|star|> at <|9-8|> with height 18 Step 3: Close gripper on <|violet|><|star|> at <|9-8|> with height 18 Step 4: Lift <|violet|><|star|> at <|9-8|> to height 30 Step 5: Move to <|green|><|container|> location at <|15-10|> with height 30 Step 6: Place inside <|green|><|container|> location at <|15-10|> with height 18 and open gripper
[{"purple-star": [64, 28, 18]}, {"red-triangular prism": [48, 33, 18]}, {"green-container": [42, 63, 18]}, {"navy-moon": [71, 47, 17]}, {"violet-star": [35, 36, 18]}]
Pick up the violet star and place it into the green container
[ [ 35, 36, 30, 0, 60, 90, 1 ], [ 35, 36, 18, 0, 60, 90, 1 ], [ 35, 36, 18, 0, 60, 90, 0 ], [ 35, 36, 30, 0, 60, 90, 0 ], [ 42, 63, 30, 0, 60, 90, 0 ], [ 42, 63, 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|><|star|>\": 18, \"<|red|><|triangular prism|>\": 18, \"<|green|><|container|>\": 18, \"<|navy|><|moon|>\": 17, \"<|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 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|><|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|><|purple|><|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|><|red|><|triangular prism|><|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|><|violet|><|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|><|navy|><|moon|><|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|><|green|><|container|><|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|><|star|> found at <|9-8|> with height 18\nTarget Placement Location: <|green|><|container|> at <|15-10|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|star|> at <|9-8|> with height 30\nStep 2: Lower to <|violet|><|star|> at <|9-8|> with height 18\nStep 3: Close gripper on <|violet|><|star|> at <|9-8|> with height 18\nStep 4: Lift <|violet|><|star|> at <|9-8|> to height 30\nStep 5: Move to <|green|><|container|> location at <|15-10|> with height 30\nStep 6: Place inside <|green|><|container|> location at <|15-10|> with height 18 and open gripper\n\n</think>\n\nStep 1: [35, 36, 30, 0, 60, 90, 1]\nStep 2: [35, 36, 18, 0, 60, 90, 1]\nStep 3: [35, 36, 18, 0, 60, 90, 0]\nStep 4: [35, 36, 30, 0, 60, 90, 0]\nStep 5: [42, 63, 30, 0, 60, 90, 0]\nStep 6: [42, 63, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|cylinder|>": ["<|22-10|>", 18]}]
[{"<|blue|><|container|>": ["<|13-21|>", 18]}]
LOCATE OBJECTS: Target Object: <|cyan|><|cylinder|> found at <|22-10|> with height 18 Target Placement Location: <|blue|><|container|> at <|13-21|> with height 18 PLAN ACTIONS: Step 1: Move above <|cyan|><|cylinder|> at <|22-10|> with height 30 Step 2: Lower to <|cyan|><|cylinder|> at <|22-10|> with height 18 Step 3: Close gripper on <|cyan|><|cylinder|> at <|22-10|> with height 18 Step 4: Lift <|cyan|><|cylinder|> at <|22-10|> to height 30 Step 5: Move to <|blue|><|container|> location at <|13-21|> with height 30 Step 6: Place inside <|blue|><|container|> location at <|13-21|> with height 18 and open gripper
[{"azure-star": [51, 74, 18]}, {"cyan-cylinder": [41, 90, 18]}, {"navy-star": [28, 82, 18]}, {"blue-container": [84, 54, 18]}, {"olive-star": [82, 58, 17]}, {"purple-moon": [75, 54, 18]}]
Pick up the cyan cylinder and place it into the blue container
[ [ 41, 90, 30, 0, 60, 90, 1 ], [ 41, 90, 18, 0, 60, 90, 1 ], [ 41, 90, 18, 0, 60, 90, 0 ], [ 41, 90, 30, 0, 60, 90, 0 ], [ 84, 54, 30, 0, 60, 90, 0 ], [ 84, 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: {\"<|azure|><|star|>\": 18, \"<|cyan|><|cylinder|>\": 18, \"<|navy|><|star|>\": 18, \"<|blue|><|container|>\": 18, \"<|olive|><|star|>\": 17, \"<|purple|><|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 cyan cylinder and place it into the blue 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|><|purple|><|moon|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|blue|><|container|><|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|><|olive|><|star|><|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|><|azure|><|star|><|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|><|star|><|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|><|cyan|><|cylinder|><|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|><|cylinder|> found at <|22-10|> with height 18\nTarget Placement Location: <|blue|><|container|> at <|13-21|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|cylinder|> at <|22-10|> with height 30\nStep 2: Lower to <|cyan|><|cylinder|> at <|22-10|> with height 18\nStep 3: Close gripper on <|cyan|><|cylinder|> at <|22-10|> with height 18\nStep 4: Lift <|cyan|><|cylinder|> at <|22-10|> to height 30\nStep 5: Move to <|blue|><|container|> location at <|13-21|> with height 30\nStep 6: Place inside <|blue|><|container|> location at <|13-21|> with height 18 and open gripper\n\n</think>\n\nStep 1: [41, 90, 30, 0, 60, 90, 1]\nStep 2: [41, 90, 18, 0, 60, 90, 1]\nStep 3: [41, 90, 18, 0, 60, 90, 0]\nStep 4: [41, 90, 30, 0, 60, 90, 0]\nStep 5: [84, 54, 30, 0, 60, 90, 0]\nStep 6: [84, 54, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|star|>": ["<|7-19|>", 17]}]
[{"<|blue|><|cube|>": ["<|10-11|>", 18]}]
LOCATE OBJECTS: Target Object: <|olive|><|star|> found at <|7-19|> with height 17 Target Placement Location: <|blue|><|cube|> at <|10-11|> with height 18 PLAN ACTIONS: Step 1: Move above <|olive|><|star|> at <|7-19|> with height 30 Step 2: Lower to <|olive|><|star|> at <|7-19|> with height 17 Step 3: Close gripper on <|olive|><|star|> at <|7-19|> with height 17 Step 4: Lift <|olive|><|star|> at <|7-19|> to height 30 Step 5: Move to <|blue|><|cube|> location at <|10-11|> with height 30 Step 6: Stack on top of <|blue|><|cube|> location at <|10-11|> with height 18 + 4 and open gripper
[{"rose-cylinder": [82, 35, 17]}, {"blue-cube": [47, 43, 18]}, {"violet-cube": [83, 55, 18]}, {"violet-star": [63, 22, 18]}, {"olive-star": [76, 28, 17]}, {"silver-cube": [28, 83, 18]}]
Stack the olive star on top of the blue cube
[ [ 76, 28, 30, 0, 60, 90, 1 ], [ 76, 28, 17, 0, 60, 90, 1 ], [ 76, 28, 17, 0, 60, 90, 0 ], [ 76, 28, 30, 0, 60, 90, 0 ], [ 47, 43, 30, 0, 60, 90, 0 ], [ 47, 43, 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|>\": 17, \"<|blue|><|cube|>\": 18, \"<|violet|><|cube|>\": 18, \"<|violet|><|star|>\": 18, \"<|olive|><|star|>\": 17, \"<|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 olive star on top of the blue 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|><|violet|><|star|><|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|><|olive|><|star|><|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|><|rose|><|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|><|blue|><|cube|><|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|><|violet|><|cube|><|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|><|silver|><|cube|><|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|><|star|> found at <|7-19|> with height 17\nTarget Placement Location: <|blue|><|cube|> at <|10-11|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|7-19|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|7-19|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|7-19|> with height 17\nStep 4: Lift <|olive|><|star|> at <|7-19|> to height 30\nStep 5: Move to <|blue|><|cube|> location at <|10-11|> with height 30\nStep 6: Stack on top of <|blue|><|cube|> location at <|10-11|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [76, 28, 30, 0, 60, 90, 1]\nStep 2: [76, 28, 17, 0, 60, 90, 1]\nStep 3: [76, 28, 17, 0, 60, 90, 0]\nStep 4: [76, 28, 30, 0, 60, 90, 0]\nStep 5: [47, 43, 30, 0, 60, 90, 0]\nStep 6: [47, 43, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|cube|>": ["<|20-20|>", 18]}]
[{"<|silver|><|star|>": ["<|18-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|cyan|><|cube|> found at <|20-20|> with height 18 Target Placement Location: <|silver|><|star|> at <|18-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|cyan|><|cube|> at <|20-20|> with height 30 Step 2: Lower to <|cyan|><|cube|> at <|20-20|> with height 18 Step 3: Close gripper on <|cyan|><|cube|> at <|20-20|> with height 18 Step 4: Lift <|cyan|><|cube|> at <|20-20|> to height 30 Step 5: Move to <|silver|><|star|> location at <|18-16|> with height 30 Step 6: Stack on top of <|silver|><|star|> location at <|18-16|> with height 18 + 4 and open gripper
[{"black-moon": [84, 54, 17]}, {"cyan-cube": [83, 81, 18]}, {"magenta-cylinder": [82, 35, 17]}, {"silver-star": [67, 73, 18]}, {"red-cube": [82, 76, 17]}, {"maroon-star": [33, 74, 18]}, {"blue-cylinder": [86, 68, 17]}]
Stack the cyan cube on top of the silver star
[ [ 83, 81, 30, 0, 60, 90, 1 ], [ 83, 81, 18, 0, 60, 90, 1 ], [ 83, 81, 18, 0, 60, 90, 0 ], [ 83, 81, 30, 0, 60, 90, 0 ], [ 67, 73, 30, 0, 60, 90, 0 ], [ 67, 73, 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: {\"<|black|><|moon|>\": 17, \"<|cyan|><|cube|>\": 18, \"<|magenta|><|cylinder|>\": 17, \"<|silver|><|star|>\": 18, \"<|red|><|cube|>\": 17, \"<|maroon|><|star|>\": 18, \"<|blue|><|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 cube on top of the silver 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|><|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|><|magenta|><|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|><|black|><|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|><|blue|><|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|><|maroon|><|star|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|silver|><|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|><|red|><|cube|><|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|><|cyan|><|cube|><|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|><|cube|> found at <|20-20|> with height 18\nTarget Placement Location: <|silver|><|star|> at <|18-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|cube|> at <|20-20|> with height 30\nStep 2: Lower to <|cyan|><|cube|> at <|20-20|> with height 18\nStep 3: Close gripper on <|cyan|><|cube|> at <|20-20|> with height 18\nStep 4: Lift <|cyan|><|cube|> at <|20-20|> to height 30\nStep 5: Move to <|silver|><|star|> location at <|18-16|> with height 30\nStep 6: Stack on top of <|silver|><|star|> location at <|18-16|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [83, 81, 30, 0, 60, 90, 1]\nStep 2: [83, 81, 18, 0, 60, 90, 1]\nStep 3: [83, 81, 18, 0, 60, 90, 0]\nStep 4: [83, 81, 30, 0, 60, 90, 0]\nStep 5: [67, 73, 30, 0, 60, 90, 0]\nStep 6: [67, 73, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|teal|><|star|>": ["<|16-5|>", 18]}]
[{"<|green|><|container|>": ["<|12-13|>", 17]}]
LOCATE OBJECTS: Target Object: <|teal|><|star|> found at <|16-5|> with height 18 Target Placement Location: <|green|><|container|> at <|12-13|> with height 17 PLAN ACTIONS: Step 1: Move above <|teal|><|star|> at <|16-5|> with height 30 Step 2: Lower to <|teal|><|star|> at <|16-5|> with height 18 Step 3: Close gripper on <|teal|><|star|> at <|16-5|> with height 18 Step 4: Lift <|teal|><|star|> at <|16-5|> to height 30 Step 5: Move to <|green|><|container|> location at <|12-13|> with height 30 Step 6: Place inside <|green|><|container|> location at <|12-13|> with height 17 and open gripper
[{"green-container": [53, 50, 17]}, {"yellow-triangular prism": [68, 59, 17]}, {"teal-star": [23, 66, 18]}, {"rose-triangular prism": [41, 28, 18]}, {"red-cylinder": [79, 69, 18]}]
Pick up the teal star and place it into the green container
[ [ 23, 66, 30, 0, 60, 90, 1 ], [ 23, 66, 18, 0, 60, 90, 1 ], [ 23, 66, 18, 0, 60, 90, 0 ], [ 23, 66, 30, 0, 60, 90, 0 ], [ 53, 50, 30, 0, 60, 90, 0 ], [ 53, 50, 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: {\"<|green|><|container|>\": 17, \"<|yellow|><|triangular prism|>\": 17, \"<|teal|><|star|>\": 18, \"<|rose|><|triangular prism|>\": 18, \"<|red|><|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 teal star 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|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|rose|><|triangular prism|><|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|><|green|><|container|><|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|><|yellow|><|triangular prism|><|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|><|teal|><|star|><|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|><|red|><|cylinder|><|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: <|teal|><|star|> found at <|16-5|> with height 18\nTarget Placement Location: <|green|><|container|> at <|12-13|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|star|> at <|16-5|> with height 30\nStep 2: Lower to <|teal|><|star|> at <|16-5|> with height 18\nStep 3: Close gripper on <|teal|><|star|> at <|16-5|> with height 18\nStep 4: Lift <|teal|><|star|> at <|16-5|> to height 30\nStep 5: Move to <|green|><|container|> location at <|12-13|> with height 30\nStep 6: Place inside <|green|><|container|> location at <|12-13|> with height 17 and open gripper\n\n</think>\n\nStep 1: [23, 66, 30, 0, 60, 90, 1]\nStep 2: [23, 66, 18, 0, 60, 90, 1]\nStep 3: [23, 66, 18, 0, 60, 90, 0]\nStep 4: [23, 66, 30, 0, 60, 90, 0]\nStep 5: [53, 50, 30, 0, 60, 90, 0]\nStep 6: [53, 50, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|triangular prism|>": ["<|20-6|>", 18]}]
[{"<|black|><|moon|>": ["<|7-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|violet|><|triangular prism|> found at <|20-6|> with height 18 Target Placement Location: <|black|><|moon|> at <|7-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|violet|><|triangular prism|> at <|20-6|> with height 30 Step 2: Lower to <|violet|><|triangular prism|> at <|20-6|> with height 18 Step 3: Close gripper on <|violet|><|triangular prism|> at <|20-6|> with height 18 Step 4: Lift <|violet|><|triangular prism|> at <|20-6|> to height 30 Step 5: Move to <|black|><|moon|> location at <|7-21|> with height 30 Step 6: Stack on top of <|black|><|moon|> location at <|7-21|> with height 19 + 4 and open gripper
[{"black-moon": [84, 29, 19]}, {"violet-triangular prism": [27, 83, 18]}, {"white-moon": [32, 81, 18]}, {"teal-cube": [80, 61, 18]}, {"white-cylinder": [49, 33, 17]}, {"magenta-triangular prism": [29, 85, 18]}]
Stack the violet triangular prism on top of the black moon
[ [ 27, 83, 30, 0, 60, 90, 1 ], [ 27, 83, 18, 0, 60, 90, 1 ], [ 27, 83, 18, 0, 60, 90, 0 ], [ 27, 83, 30, 0, 60, 90, 0 ], [ 84, 29, 30, 0, 60, 90, 0 ], [ 84, 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: {\"<|black|><|moon|>\": 19, \"<|violet|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 18, \"<|teal|><|cube|>\": 18, \"<|white|><|cylinder|>\": 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: Stack the violet 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|><|black|><|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|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|white|><|cylinder|><|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|><|teal|><|cube|><|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|><|violet|><|triangular prism|><|20-7|><|empty|><|20-8|><|white|><|moon|><|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|><|magenta|><|triangular prism|><|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|><|triangular prism|> found at <|20-6|> with height 18\nTarget Placement Location: <|black|><|moon|> at <|7-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|triangular prism|> at <|20-6|> with height 30\nStep 2: Lower to <|violet|><|triangular prism|> at <|20-6|> with height 18\nStep 3: Close gripper on <|violet|><|triangular prism|> at <|20-6|> with height 18\nStep 4: Lift <|violet|><|triangular prism|> at <|20-6|> to height 30\nStep 5: Move to <|black|><|moon|> location at <|7-21|> with height 30\nStep 6: Stack on top of <|black|><|moon|> location at <|7-21|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [27, 83, 30, 0, 60, 90, 1]\nStep 2: [27, 83, 18, 0, 60, 90, 1]\nStep 3: [27, 83, 18, 0, 60, 90, 0]\nStep 4: [27, 83, 30, 0, 60, 90, 0]\nStep 5: [84, 29, 30, 0, 60, 90, 0]\nStep 6: [84, 29, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|cylinder|>": ["<|8-20|>", 18]}]
[{"<|blue|><|triangular prism|>": ["<|17-6|>", 17]}]
LOCATE OBJECTS: Target Object: <|green|><|cylinder|> found at <|8-20|> with height 18 Target Placement Location: <|blue|><|triangular prism|> at <|17-6|> with height 17 PLAN ACTIONS: Step 1: Move above <|green|><|cylinder|> at <|8-20|> with height 30 Step 2: Lower to <|green|><|cylinder|> at <|8-20|> with height 18 Step 3: Close gripper on <|green|><|cylinder|> at <|8-20|> with height 18 Step 4: Lift <|green|><|cylinder|> at <|8-20|> to height 30 Step 5: Move to <|blue|><|triangular prism|> location at <|17-6|> with height 30 Step 6: Stack on top of <|blue|><|triangular prism|> location at <|17-6|> with height 17 + 4 and open gripper
[{"blue-triangular prism": [25, 68, 17]}, {"violet-cylinder": [86, 68, 17]}, {"green-cylinder": [80, 34, 18]}, {"rose-star": [38, 68, 17]}, {"rose-triangular prism": [46, 81, 18]}, {"cyan-cube": [87, 56, 18]}, {"olive-cube": [71, 59, 17]}]
Stack the green cylinder on top of the blue triangular prism
[ [ 80, 34, 30, 0, 60, 90, 1 ], [ 80, 34, 18, 0, 60, 90, 1 ], [ 80, 34, 18, 0, 60, 90, 0 ], [ 80, 34, 30, 0, 60, 90, 0 ], [ 25, 68, 30, 0, 60, 90, 0 ], [ 25, 68, 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|><|triangular prism|>\": 17, \"<|violet|><|cylinder|>\": 17, \"<|green|><|cylinder|>\": 18, \"<|rose|><|star|>\": 17, \"<|rose|><|triangular prism|>\": 18, \"<|cyan|><|cube|>\": 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: Stack the green cylinder on top of the blue 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|><|green|><|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|><|olive|><|cube|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|cyan|><|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|><|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|><|blue|><|triangular prism|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|rose|><|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|><|violet|><|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|><|rose|><|triangular prism|><|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|><|cylinder|> found at <|8-20|> with height 18\nTarget Placement Location: <|blue|><|triangular prism|> at <|17-6|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cylinder|> at <|8-20|> with height 30\nStep 2: Lower to <|green|><|cylinder|> at <|8-20|> with height 18\nStep 3: Close gripper on <|green|><|cylinder|> at <|8-20|> with height 18\nStep 4: Lift <|green|><|cylinder|> at <|8-20|> to height 30\nStep 5: Move to <|blue|><|triangular prism|> location at <|17-6|> with height 30\nStep 6: Stack on top of <|blue|><|triangular prism|> location at <|17-6|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [80, 34, 30, 0, 60, 90, 1]\nStep 2: [80, 34, 18, 0, 60, 90, 1]\nStep 3: [80, 34, 18, 0, 60, 90, 0]\nStep 4: [80, 34, 30, 0, 60, 90, 0]\nStep 5: [25, 68, 30, 0, 60, 90, 0]\nStep 6: [25, 68, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|silver|><|triangular prism|>": ["<|16-9|>", 17]}]
[{"<|olive|><|moon|>": ["<|18-5|>", 19]}]
LOCATE OBJECTS: Target Object: <|silver|><|triangular prism|> found at <|16-9|> with height 17 Target Placement Location: <|olive|><|moon|> at <|18-5|> with height 19 PLAN ACTIONS: Step 1: Move above <|silver|><|triangular prism|> at <|16-9|> with height 30 Step 2: Lower to <|silver|><|triangular prism|> at <|16-9|> with height 17 Step 3: Close gripper on <|silver|><|triangular prism|> at <|16-9|> with height 17 Step 4: Lift <|silver|><|triangular prism|> at <|16-9|> to height 30 Step 5: Move to <|olive|><|moon|> location at <|18-5|> with height 30 Step 6: Stack on top of <|olive|><|moon|> location at <|18-5|> with height 19 + 4 and open gripper
[{"white-triangular prism": [40, 61, 18]}, {"gray-moon": [42, 82, 18]}, {"silver-triangular prism": [36, 65, 17]}, {"olive-moon": [23, 72, 19]}, {"purple-triangular prism": [87, 27, 18]}, {"purple-star": [67, 32, 18]}]
Stack the silver triangular prism on top of the olive moon
[ [ 36, 65, 30, 0, 60, 90, 1 ], [ 36, 65, 17, 0, 60, 90, 1 ], [ 36, 65, 17, 0, 60, 90, 0 ], [ 36, 65, 30, 0, 60, 90, 0 ], [ 23, 72, 30, 0, 60, 90, 0 ], [ 23, 72, 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: {\"<|white|><|triangular prism|>\": 18, \"<|gray|><|moon|>\": 18, \"<|silver|><|triangular prism|>\": 17, \"<|olive|><|moon|>\": 19, \"<|purple|><|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: Stack the silver triangular prism 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|><|purple|><|triangular prism|><|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|><|purple|><|star|><|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|><|white|><|triangular prism|><|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|><|silver|><|triangular prism|><|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|><|olive|><|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|><|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|><|moon|><|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: <|silver|><|triangular prism|> found at <|16-9|> with height 17\nTarget Placement Location: <|olive|><|moon|> at <|18-5|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|silver|><|triangular prism|> at <|16-9|> with height 30\nStep 2: Lower to <|silver|><|triangular prism|> at <|16-9|> with height 17\nStep 3: Close gripper on <|silver|><|triangular prism|> at <|16-9|> with height 17\nStep 4: Lift <|silver|><|triangular prism|> at <|16-9|> to height 30\nStep 5: Move to <|olive|><|moon|> location at <|18-5|> with height 30\nStep 6: Stack on top of <|olive|><|moon|> location at <|18-5|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [36, 65, 30, 0, 60, 90, 1]\nStep 2: [36, 65, 17, 0, 60, 90, 1]\nStep 3: [36, 65, 17, 0, 60, 90, 0]\nStep 4: [36, 65, 30, 0, 60, 90, 0]\nStep 5: [23, 72, 30, 0, 60, 90, 0]\nStep 6: [23, 72, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|silver|><|triangular prism|>": ["<|14-14|>", 17]}]
[{"<|magenta|><|triangular prism|>": ["<|18-16|>", 19]}]
LOCATE OBJECTS: Target Object: <|silver|><|triangular prism|> found at <|14-14|> with height 17 Target Placement Location: <|magenta|><|triangular prism|> at <|18-16|> with height 19 PLAN ACTIONS: Step 1: Move above <|silver|><|triangular prism|> at <|14-14|> with height 30 Step 2: Lower to <|silver|><|triangular prism|> at <|14-14|> with height 17 Step 3: Close gripper on <|silver|><|triangular prism|> at <|14-14|> with height 17 Step 4: Lift <|silver|><|triangular prism|> at <|14-14|> to height 30 Step 5: Move to <|magenta|><|triangular prism|> location at <|18-16|> with height 30 Step 6: Stack on top of <|magenta|><|triangular prism|> location at <|18-16|> with height 19 + 4 and open gripper
[{"azure-moon": [44, 60, 18]}, {"silver-triangular prism": [58, 57, 17]}, {"navy-star": [26, 80, 17]}, {"gray-star": [62, 81, 17]}, {"magenta-triangular prism": [64, 75, 19]}, {"cyan-cube": [22, 75, 18]}]
Stack the silver triangular prism on top of the magenta triangular prism
[ [ 58, 57, 30, 0, 60, 90, 1 ], [ 58, 57, 17, 0, 60, 90, 1 ], [ 58, 57, 17, 0, 60, 90, 0 ], [ 58, 57, 30, 0, 60, 90, 0 ], [ 64, 75, 30, 0, 60, 90, 0 ], [ 64, 75, 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: {\"<|azure|><|moon|>\": 18, \"<|silver|><|triangular prism|>\": 17, \"<|navy|><|star|>\": 17, \"<|gray|><|star|>\": 17, \"<|magenta|><|triangular prism|>\": 19, \"<|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: Stack the silver triangular prism 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|><|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|><|silver|><|triangular prism|><|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|><|azure|><|moon|><|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|><|cyan|><|cube|><|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|><|magenta|><|triangular prism|><|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|><|navy|><|star|><|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|><|gray|><|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|><|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|><|triangular prism|> found at <|14-14|> with height 17\nTarget Placement Location: <|magenta|><|triangular prism|> at <|18-16|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|silver|><|triangular prism|> at <|14-14|> with height 30\nStep 2: Lower to <|silver|><|triangular prism|> at <|14-14|> with height 17\nStep 3: Close gripper on <|silver|><|triangular prism|> at <|14-14|> with height 17\nStep 4: Lift <|silver|><|triangular prism|> at <|14-14|> to height 30\nStep 5: Move to <|magenta|><|triangular prism|> location at <|18-16|> with height 30\nStep 6: Stack on top of <|magenta|><|triangular prism|> location at <|18-16|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [58, 57, 30, 0, 60, 90, 1]\nStep 2: [58, 57, 17, 0, 60, 90, 1]\nStep 3: [58, 57, 17, 0, 60, 90, 0]\nStep 4: [58, 57, 30, 0, 60, 90, 0]\nStep 5: [64, 75, 30, 0, 60, 90, 0]\nStep 6: [64, 75, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|moon|>": ["<|7-16|>", 18]}]
[{"<|yellow|><|cylinder|>": ["<|3-11|>", 19]}]
LOCATE OBJECTS: Target Object: <|navy|><|moon|> found at <|7-16|> with height 18 Target Placement Location: <|yellow|><|cylinder|> at <|3-11|> with height 19 PLAN ACTIONS: Step 1: Move above <|navy|><|moon|> at <|7-16|> with height 30 Step 2: Lower to <|navy|><|moon|> at <|7-16|> with height 18 Step 3: Close gripper on <|navy|><|moon|> at <|7-16|> with height 18 Step 4: Lift <|navy|><|moon|> at <|7-16|> to height 30 Step 5: Move to <|yellow|><|cylinder|> location at <|3-11|> with height 30 Step 6: Stack on top of <|yellow|><|cylinder|> location at <|3-11|> with height 19 + 4 and open gripper
[{"blue-star": [79, 32, 18]}, {"magenta-star": [37, 48, 18]}, {"yellow-cube": [45, 59, 18]}, {"navy-moon": [65, 29, 18]}, {"yellow-cylinder": [47, 14, 19]}, {"red-moon": [53, 64, 17]}, {"white-star": [84, 33, 18]}]
Stack the navy moon on top of the yellow cylinder
[ [ 65, 29, 30, 0, 60, 90, 1 ], [ 65, 29, 18, 0, 60, 90, 1 ], [ 65, 29, 18, 0, 60, 90, 0 ], [ 65, 29, 30, 0, 60, 90, 0 ], [ 47, 14, 30, 0, 60, 90, 0 ], [ 47, 14, 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: {\"<|blue|><|star|>\": 18, \"<|magenta|><|star|>\": 18, \"<|yellow|><|cube|>\": 18, \"<|navy|><|moon|>\": 18, \"<|yellow|><|cylinder|>\": 19, \"<|red|><|moon|>\": 17, \"<|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 navy moon on top of the yellow 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|><|yellow|><|cylinder|><|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|><|navy|><|moon|><|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|><|blue|><|star|><|8-20|><|empty|><|8-21|><|white|><|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|><|magenta|><|star|><|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|><|yellow|><|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|><|red|><|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|><|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|><|moon|> found at <|7-16|> with height 18\nTarget Placement Location: <|yellow|><|cylinder|> at <|3-11|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|moon|> at <|7-16|> with height 30\nStep 2: Lower to <|navy|><|moon|> at <|7-16|> with height 18\nStep 3: Close gripper on <|navy|><|moon|> at <|7-16|> with height 18\nStep 4: Lift <|navy|><|moon|> at <|7-16|> to height 30\nStep 5: Move to <|yellow|><|cylinder|> location at <|3-11|> with height 30\nStep 6: Stack on top of <|yellow|><|cylinder|> location at <|3-11|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [65, 29, 30, 0, 60, 90, 1]\nStep 2: [65, 29, 18, 0, 60, 90, 1]\nStep 3: [65, 29, 18, 0, 60, 90, 0]\nStep 4: [65, 29, 30, 0, 60, 90, 0]\nStep 5: [47, 14, 30, 0, 60, 90, 0]\nStep 6: [47, 14, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|triangular prism|>": ["<|7-7|>", 17]}]
[{"<|azure|><|container|>": ["<|9-4|>", 18]}]
LOCATE OBJECTS: Target Object: <|yellow|><|triangular prism|> found at <|7-7|> with height 17 Target Placement Location: <|azure|><|container|> at <|9-4|> with height 18 PLAN ACTIONS: Step 1: Move above <|yellow|><|triangular prism|> at <|7-7|> with height 30 Step 2: Lower to <|yellow|><|triangular prism|> at <|7-7|> with height 17 Step 3: Close gripper on <|yellow|><|triangular prism|> at <|7-7|> with height 17 Step 4: Lift <|yellow|><|triangular prism|> at <|7-7|> to height 30 Step 5: Move to <|azure|><|container|> location at <|9-4|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|9-4|> with height 18 and open gripper
[{"violet-cylinder": [35, 65, 17]}, {"purple-star": [56, 58, 18]}, {"azure-moon": [71, 70, 18]}, {"azure-container": [18, 36, 18]}, {"yellow-triangular prism": [30, 29, 17]}, {"white-cylinder": [41, 59, 17]}, {"cyan-cube": [22, 47, 18]}]
Pick up the yellow triangular prism and place it into the azure container
[ [ 30, 29, 30, 0, 60, 90, 1 ], [ 30, 29, 17, 0, 60, 90, 1 ], [ 30, 29, 17, 0, 60, 90, 0 ], [ 30, 29, 30, 0, 60, 90, 0 ], [ 18, 36, 30, 0, 60, 90, 0 ], [ 18, 36, 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: {\"<|violet|><|cylinder|>\": 17, \"<|purple|><|star|>\": 18, \"<|azure|><|moon|>\": 18, \"<|azure|><|container|>\": 18, \"<|yellow|><|triangular prism|>\": 17, \"<|white|><|cylinder|>\": 17, \"<|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 yellow 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|><|yellow|><|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|><|azure|><|container|><|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|><|cyan|><|cube|><|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|><|white|><|cylinder|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|purple|><|star|><|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|><|violet|><|cylinder|><|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|><|azure|><|moon|><|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|><|triangular prism|> found at <|7-7|> with height 17\nTarget Placement Location: <|azure|><|container|> at <|9-4|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|triangular prism|> at <|7-7|> with height 30\nStep 2: Lower to <|yellow|><|triangular prism|> at <|7-7|> with height 17\nStep 3: Close gripper on <|yellow|><|triangular prism|> at <|7-7|> with height 17\nStep 4: Lift <|yellow|><|triangular prism|> at <|7-7|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|9-4|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|9-4|> with height 18 and open gripper\n\n</think>\n\nStep 1: [30, 29, 30, 0, 60, 90, 1]\nStep 2: [30, 29, 17, 0, 60, 90, 1]\nStep 3: [30, 29, 17, 0, 60, 90, 0]\nStep 4: [30, 29, 30, 0, 60, 90, 0]\nStep 5: [18, 36, 30, 0, 60, 90, 0]\nStep 6: [18, 36, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|blue|><|cylinder|>": ["<|5-5|>", 18]}]
[{"<|cyan|><|cylinder|>": ["<|19-9|>", 19]}]
LOCATE OBJECTS: Target Object: <|blue|><|cylinder|> found at <|5-5|> with height 18 Target Placement Location: <|cyan|><|cylinder|> at <|19-9|> with height 19 PLAN ACTIONS: Step 1: Move above <|blue|><|cylinder|> at <|5-5|> with height 30 Step 2: Lower to <|blue|><|cylinder|> at <|5-5|> with height 18 Step 3: Close gripper on <|blue|><|cylinder|> at <|5-5|> with height 18 Step 4: Lift <|blue|><|cylinder|> at <|5-5|> to height 30 Step 5: Move to <|cyan|><|cylinder|> location at <|19-9|> with height 30 Step 6: Stack on top of <|cyan|><|cylinder|> location at <|19-9|> with height 19 + 4 and open gripper
[{"olive-cube": [80, 86, 18]}, {"teal-moon": [46, 58, 18]}, {"olive-star": [61, 69, 18]}, {"blue-cylinder": [21, 21, 18]}, {"white-cylinder": [55, 44, 18]}, {"cyan-cylinder": [37, 79, 19]}]
Stack the blue cylinder on top of the cyan cylinder
[ [ 21, 21, 30, 0, 60, 90, 1 ], [ 21, 21, 18, 0, 60, 90, 1 ], [ 21, 21, 18, 0, 60, 90, 0 ], [ 21, 21, 30, 0, 60, 90, 0 ], [ 37, 79, 30, 0, 60, 90, 0 ], [ 37, 79, 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: {\"<|olive|><|cube|>\": 18, \"<|teal|><|moon|>\": 18, \"<|olive|><|star|>\": 18, \"<|blue|><|cylinder|>\": 18, \"<|white|><|cylinder|>\": 18, \"<|cyan|><|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 blue 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|><|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|><|blue|><|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|><|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|><|white|><|cylinder|><|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|><|teal|><|moon|><|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|><|star|><|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|><|cyan|><|cylinder|><|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|><|olive|><|cube|><|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 <|5-5|> with height 18\nTarget Placement Location: <|cyan|><|cylinder|> at <|19-9|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cylinder|> at <|5-5|> with height 30\nStep 2: Lower to <|blue|><|cylinder|> at <|5-5|> with height 18\nStep 3: Close gripper on <|blue|><|cylinder|> at <|5-5|> with height 18\nStep 4: Lift <|blue|><|cylinder|> at <|5-5|> to height 30\nStep 5: Move to <|cyan|><|cylinder|> location at <|19-9|> with height 30\nStep 6: Stack on top of <|cyan|><|cylinder|> location at <|19-9|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [21, 21, 30, 0, 60, 90, 1]\nStep 2: [21, 21, 18, 0, 60, 90, 1]\nStep 3: [21, 21, 18, 0, 60, 90, 0]\nStep 4: [21, 21, 30, 0, 60, 90, 0]\nStep 5: [37, 79, 30, 0, 60, 90, 0]\nStep 6: [37, 79, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|cube|>": ["<|11-18|>", 17]}]
[{"<|lime|><|container|>": ["<|7-14|>", 19]}]
LOCATE OBJECTS: Target Object: <|white|><|cube|> found at <|11-18|> with height 17 Target Placement Location: <|lime|><|container|> at <|7-14|> with height 19 PLAN ACTIONS: Step 1: Move above <|white|><|cube|> at <|11-18|> with height 30 Step 2: Lower to <|white|><|cube|> at <|11-18|> with height 17 Step 3: Close gripper on <|white|><|cube|> at <|11-18|> with height 17 Step 4: Lift <|white|><|cube|> at <|11-18|> to height 30 Step 5: Move to <|lime|><|container|> location at <|7-14|> with height 30 Step 6: Place inside <|lime|><|container|> location at <|7-14|> with height 19 and open gripper
[{"cyan-star": [26, 62, 17]}, {"gray-moon": [61, 59, 17]}, {"white-cube": [75, 45, 17]}, {"blue-star": [74, 75, 17]}, {"lime-container": [59, 30, 19]}]
Pick up the white cube and place it into the lime container
[ [ 75, 45, 30, 0, 60, 90, 1 ], [ 75, 45, 17, 0, 60, 90, 1 ], [ 75, 45, 17, 0, 60, 90, 0 ], [ 75, 45, 30, 0, 60, 90, 0 ], [ 59, 30, 30, 0, 60, 90, 0 ], [ 59, 30, 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: {\"<|cyan|><|star|>\": 17, \"<|gray|><|moon|>\": 17, \"<|white|><|cube|>\": 17, \"<|blue|><|star|>\": 17, \"<|lime|><|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 white cube 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|><|lime|><|container|><|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|><|white|><|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|><|gray|><|moon|><|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|><|cyan|><|star|><|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|><|blue|><|star|><|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|><|cube|> found at <|11-18|> with height 17\nTarget Placement Location: <|lime|><|container|> at <|7-14|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cube|> at <|11-18|> with height 30\nStep 2: Lower to <|white|><|cube|> at <|11-18|> with height 17\nStep 3: Close gripper on <|white|><|cube|> at <|11-18|> with height 17\nStep 4: Lift <|white|><|cube|> at <|11-18|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|7-14|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|7-14|> with height 19 and open gripper\n\n</think>\n\nStep 1: [75, 45, 30, 0, 60, 90, 1]\nStep 2: [75, 45, 17, 0, 60, 90, 1]\nStep 3: [75, 45, 17, 0, 60, 90, 0]\nStep 4: [75, 45, 30, 0, 60, 90, 0]\nStep 5: [59, 30, 30, 0, 60, 90, 0]\nStep 6: [59, 30, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|cyan|><|moon|>": ["<|16-14|>", 17]}]
[{"<|lime|><|moon|>": ["<|9-8|>", 17]}]
LOCATE OBJECTS: Target Object: <|cyan|><|moon|> found at <|16-14|> with height 17 Target Placement Location: <|lime|><|moon|> at <|9-8|> with height 17 PLAN ACTIONS: Step 1: Move above <|cyan|><|moon|> at <|16-14|> with height 30 Step 2: Lower to <|cyan|><|moon|> at <|16-14|> with height 17 Step 3: Close gripper on <|cyan|><|moon|> at <|16-14|> with height 17 Step 4: Lift <|cyan|><|moon|> at <|16-14|> to height 30 Step 5: Move to <|lime|><|moon|> location at <|9-8|> with height 30 Step 6: Stack on top of <|lime|><|moon|> location at <|9-8|> with height 17 + 4 and open gripper
[{"lime-moon": [34, 39, 17]}, {"rose-star": [32, 62, 18]}, {"cyan-cylinder": [90, 89, 18]}, {"cyan-moon": [57, 66, 17]}, {"cyan-star": [44, 33, 18]}, {"azure-moon": [57, 46, 17]}, {"silver-star": [45, 37, 18]}]
Stack the cyan moon on top of the lime moon
[ [ 57, 66, 30, 0, 60, 90, 1 ], [ 57, 66, 17, 0, 60, 90, 1 ], [ 57, 66, 17, 0, 60, 90, 0 ], [ 57, 66, 30, 0, 60, 90, 0 ], [ 34, 39, 30, 0, 60, 90, 0 ], [ 34, 39, 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|><|moon|>\": 17, \"<|rose|><|star|>\": 18, \"<|cyan|><|cylinder|>\": 18, \"<|cyan|><|moon|>\": 17, \"<|cyan|><|star|>\": 18, \"<|azure|><|moon|>\": 17, \"<|silver|><|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 cyan moon on top of the lime 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|><|cyan|><|star|><|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|><|lime|><|moon|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|silver|><|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|><|empty|><|11-14|><|azure|><|moon|><|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|><|rose|><|star|><|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|><|cyan|><|moon|><|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|><|cyan|><|cylinder|><|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 <|16-14|> with height 17\nTarget Placement Location: <|lime|><|moon|> at <|9-8|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|moon|> at <|16-14|> with height 30\nStep 2: Lower to <|cyan|><|moon|> at <|16-14|> with height 17\nStep 3: Close gripper on <|cyan|><|moon|> at <|16-14|> with height 17\nStep 4: Lift <|cyan|><|moon|> at <|16-14|> to height 30\nStep 5: Move to <|lime|><|moon|> location at <|9-8|> with height 30\nStep 6: Stack on top of <|lime|><|moon|> location at <|9-8|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [57, 66, 30, 0, 60, 90, 1]\nStep 2: [57, 66, 17, 0, 60, 90, 1]\nStep 3: [57, 66, 17, 0, 60, 90, 0]\nStep 4: [57, 66, 30, 0, 60, 90, 0]\nStep 5: [34, 39, 30, 0, 60, 90, 0]\nStep 6: [34, 39, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|cylinder|>": ["<|9-20|>", 18]}]
[{"<|violet|><|cube|>": ["<|20-8|>", 18]}]
LOCATE OBJECTS: Target Object: <|black|><|cylinder|> found at <|9-20|> with height 18 Target Placement Location: <|violet|><|cube|> at <|20-8|> with height 18 PLAN ACTIONS: Step 1: Move above <|black|><|cylinder|> at <|9-20|> with height 30 Step 2: Lower to <|black|><|cylinder|> at <|9-20|> with height 18 Step 3: Close gripper on <|black|><|cylinder|> at <|9-20|> with height 18 Step 4: Lift <|black|><|cylinder|> at <|9-20|> to height 30 Step 5: Move to <|violet|><|cube|> location at <|20-8|> with height 30 Step 6: Stack on top of <|violet|><|cube|> location at <|20-8|> with height 18 + 4 and open gripper
[{"violet-cylinder": [88, 25, 18]}, {"maroon-moon": [28, 39, 17]}, {"silver-star": [87, 58, 17]}, {"gray-cylinder": [48, 49, 17]}, {"black-cylinder": [80, 36, 18]}, {"violet-cube": [32, 82, 18]}]
Stack the black cylinder on top of the violet cube
[ [ 80, 36, 30, 0, 60, 90, 1 ], [ 80, 36, 18, 0, 60, 90, 1 ], [ 80, 36, 18, 0, 60, 90, 0 ], [ 80, 36, 30, 0, 60, 90, 0 ], [ 32, 82, 30, 0, 60, 90, 0 ], [ 32, 82, 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: {\"<|violet|><|cylinder|>\": 18, \"<|maroon|><|moon|>\": 17, \"<|silver|><|star|>\": 17, \"<|gray|><|cylinder|>\": 17, \"<|black|><|cylinder|>\": 18, \"<|violet|><|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 cylinder on top of the violet 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|><|violet|><|cylinder|><|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|><|maroon|><|moon|><|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|><|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|><|gray|><|cylinder|><|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|><|silver|><|star|><|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|><|violet|><|cube|><|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 <|9-20|> with height 18\nTarget Placement Location: <|violet|><|cube|> at <|20-8|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cylinder|> at <|9-20|> with height 30\nStep 2: Lower to <|black|><|cylinder|> at <|9-20|> with height 18\nStep 3: Close gripper on <|black|><|cylinder|> at <|9-20|> with height 18\nStep 4: Lift <|black|><|cylinder|> at <|9-20|> to height 30\nStep 5: Move to <|violet|><|cube|> location at <|20-8|> with height 30\nStep 6: Stack on top of <|violet|><|cube|> location at <|20-8|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [80, 36, 30, 0, 60, 90, 1]\nStep 2: [80, 36, 18, 0, 60, 90, 1]\nStep 3: [80, 36, 18, 0, 60, 90, 0]\nStep 4: [80, 36, 30, 0, 60, 90, 0]\nStep 5: [32, 82, 30, 0, 60, 90, 0]\nStep 6: [32, 82, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|star|>": ["<|15-12|>", 18]}]
[{"<|red|><|cube|>": ["<|16-5|>", 18]}]
LOCATE OBJECTS: Target Object: <|rose|><|star|> found at <|15-12|> with height 18 Target Placement Location: <|red|><|cube|> at <|16-5|> with height 18 PLAN ACTIONS: Step 1: Move above <|rose|><|star|> at <|15-12|> with height 30 Step 2: Lower to <|rose|><|star|> at <|15-12|> with height 18 Step 3: Close gripper on <|rose|><|star|> at <|15-12|> with height 18 Step 4: Lift <|rose|><|star|> at <|15-12|> to height 30 Step 5: Move to <|red|><|cube|> location at <|16-5|> with height 30 Step 6: Stack on top of <|red|><|cube|> location at <|16-5|> with height 18 + 4 and open gripper
[{"silver-moon": [39, 71, 17]}, {"olive-star": [49, 51, 18]}, {"violet-moon": [45, 42, 17]}, {"rose-star": [51, 62, 18]}, {"red-cube": [20, 64, 18]}, {"black-star": [27, 28, 18]}, {"maroon-cube": [28, 57, 17]}]
Stack the rose star on top of the red cube
[ [ 51, 62, 30, 0, 60, 90, 1 ], [ 51, 62, 18, 0, 60, 90, 1 ], [ 51, 62, 18, 0, 60, 90, 0 ], [ 51, 62, 30, 0, 60, 90, 0 ], [ 20, 64, 30, 0, 60, 90, 0 ], [ 20, 64, 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: {\"<|silver|><|moon|>\": 17, \"<|olive|><|star|>\": 18, \"<|violet|><|moon|>\": 17, \"<|rose|><|star|>\": 18, \"<|red|><|cube|>\": 18, \"<|black|><|star|>\": 18, \"<|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: Stack the rose star on top of the red 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|><|black|><|star|><|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|><|violet|><|moon|><|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|><|olive|><|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|><|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|><|maroon|><|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|><|rose|><|star|><|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|><|red|><|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|><|silver|><|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|><|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|><|star|> found at <|15-12|> with height 18\nTarget Placement Location: <|red|><|cube|> at <|16-5|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|star|> at <|15-12|> with height 30\nStep 2: Lower to <|rose|><|star|> at <|15-12|> with height 18\nStep 3: Close gripper on <|rose|><|star|> at <|15-12|> with height 18\nStep 4: Lift <|rose|><|star|> at <|15-12|> to height 30\nStep 5: Move to <|red|><|cube|> location at <|16-5|> with height 30\nStep 6: Stack on top of <|red|><|cube|> location at <|16-5|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [51, 62, 30, 0, 60, 90, 1]\nStep 2: [51, 62, 18, 0, 60, 90, 1]\nStep 3: [51, 62, 18, 0, 60, 90, 0]\nStep 4: [51, 62, 30, 0, 60, 90, 0]\nStep 5: [20, 64, 30, 0, 60, 90, 0]\nStep 6: [20, 64, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|star|>": ["<|14-5|>", 18]}]
[{"<|maroon|><|cylinder|>": ["<|12-20|>", 17]}]
LOCATE OBJECTS: Target Object: <|black|><|star|> found at <|14-5|> with height 18 Target Placement Location: <|maroon|><|cylinder|> at <|12-20|> with height 17 PLAN ACTIONS: Step 1: Move above <|black|><|star|> at <|14-5|> with height 30 Step 2: Lower to <|black|><|star|> at <|14-5|> with height 18 Step 3: Close gripper on <|black|><|star|> at <|14-5|> with height 18 Step 4: Lift <|black|><|star|> at <|14-5|> to height 30 Step 5: Move to <|maroon|><|cylinder|> location at <|12-20|> with height 30 Step 6: Stack on top of <|maroon|><|cylinder|> location at <|12-20|> with height 17 + 4 and open gripper
[{"rose-cube": [62, 58, 18]}, {"magenta-cylinder": [67, 81, 18]}, {"maroon-cylinder": [83, 51, 17]}, {"navy-cylinder": [45, 80, 18]}, {"magenta-star": [89, 58, 18]}, {"black-star": [23, 59, 18]}, {"cyan-cube": [80, 23, 17]}]
Stack the black star on top of the maroon cylinder
[ [ 23, 59, 30, 0, 60, 90, 1 ], [ 23, 59, 18, 0, 60, 90, 1 ], [ 23, 59, 18, 0, 60, 90, 0 ], [ 23, 59, 30, 0, 60, 90, 0 ], [ 83, 51, 30, 0, 60, 90, 0 ], [ 83, 51, 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: {\"<|rose|><|cube|>\": 18, \"<|magenta|><|cylinder|>\": 18, \"<|maroon|><|cylinder|>\": 17, \"<|navy|><|cylinder|>\": 18, \"<|magenta|><|star|>\": 18, \"<|black|><|star|>\": 18, \"<|cyan|><|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 black star on top of the maroon 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|><|cyan|><|cube|><|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|><|maroon|><|cylinder|><|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|><|black|><|star|><|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|><|rose|><|cube|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|magenta|><|star|><|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|><|navy|><|cylinder|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|magenta|><|cylinder|><|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|><|star|> found at <|14-5|> with height 18\nTarget Placement Location: <|maroon|><|cylinder|> at <|12-20|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|black|><|star|> at <|14-5|> with height 30\nStep 2: Lower to <|black|><|star|> at <|14-5|> with height 18\nStep 3: Close gripper on <|black|><|star|> at <|14-5|> with height 18\nStep 4: Lift <|black|><|star|> at <|14-5|> to height 30\nStep 5: Move to <|maroon|><|cylinder|> location at <|12-20|> with height 30\nStep 6: Stack on top of <|maroon|><|cylinder|> location at <|12-20|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [23, 59, 30, 0, 60, 90, 1]\nStep 2: [23, 59, 18, 0, 60, 90, 1]\nStep 3: [23, 59, 18, 0, 60, 90, 0]\nStep 4: [23, 59, 30, 0, 60, 90, 0]\nStep 5: [83, 51, 30, 0, 60, 90, 0]\nStep 6: [83, 51, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|18-15|>", 17]}]
[{"<|green|><|star|>": ["<|14-17|>", 17]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|18-15|> with height 17 Target Placement Location: <|green|><|star|> at <|14-17|> with height 17 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|18-15|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|18-15|> with height 17 Step 3: Close gripper on <|gray|><|cylinder|> at <|18-15|> with height 17 Step 4: Lift <|gray|><|cylinder|> at <|18-15|> to height 30 Step 5: Move to <|green|><|star|> location at <|14-17|> with height 30 Step 6: Stack on top of <|green|><|star|> location at <|14-17|> with height 17 + 4 and open gripper
[{"gray-moon": [36, 85, 18]}, {"gray-cylinder": [62, 75, 17]}, {"blue-triangular prism": [68, 75, 18]}, {"green-star": [70, 59, 17]}, {"olive-star": [68, 56, 18]}]
Stack the gray cylinder on top of the green star
[ [ 62, 75, 30, 0, 60, 90, 1 ], [ 62, 75, 17, 0, 60, 90, 1 ], [ 62, 75, 17, 0, 60, 90, 0 ], [ 62, 75, 30, 0, 60, 90, 0 ], [ 70, 59, 30, 0, 60, 90, 0 ], [ 70, 59, 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|><|moon|>\": 18, \"<|gray|><|cylinder|>\": 17, \"<|blue|><|triangular prism|>\": 18, \"<|green|><|star|>\": 17, \"<|olive|><|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 gray cylinder 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|><|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|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|olive|><|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|><|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|><|gray|><|cylinder|><|18-16|><|empty|><|18-17|><|blue|><|triangular prism|><|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|><|gray|><|moon|><|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 <|18-15|> with height 17\nTarget Placement Location: <|green|><|star|> at <|14-17|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|18-15|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|18-15|> with height 17\nStep 3: Close gripper on <|gray|><|cylinder|> at <|18-15|> with height 17\nStep 4: Lift <|gray|><|cylinder|> at <|18-15|> to height 30\nStep 5: Move to <|green|><|star|> location at <|14-17|> with height 30\nStep 6: Stack on top of <|green|><|star|> location at <|14-17|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [62, 75, 30, 0, 60, 90, 1]\nStep 2: [62, 75, 17, 0, 60, 90, 1]\nStep 3: [62, 75, 17, 0, 60, 90, 0]\nStep 4: [62, 75, 30, 0, 60, 90, 0]\nStep 5: [70, 59, 30, 0, 60, 90, 0]\nStep 6: [70, 59, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|cylinder|>": ["<|7-19|>", 17]}]
[{"<|olive|><|container|>": ["<|10-22|>", 17]}]
LOCATE OBJECTS: Target Object: <|white|><|cylinder|> found at <|7-19|> with height 17 Target Placement Location: <|olive|><|container|> at <|10-22|> with height 17 PLAN ACTIONS: Step 1: Move above <|white|><|cylinder|> at <|7-19|> with height 30 Step 2: Lower to <|white|><|cylinder|> at <|7-19|> with height 17 Step 3: Close gripper on <|white|><|cylinder|> at <|7-19|> with height 17 Step 4: Lift <|white|><|cylinder|> at <|7-19|> to height 30 Step 5: Move to <|olive|><|container|> location at <|10-22|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|10-22|> with height 17 and open gripper
[{"white-cylinder": [79, 30, 17]}, {"red-moon": [48, 31, 17]}, {"blue-moon": [69, 83, 18]}, {"olive-container": [90, 42, 17]}, {"green-cube": [29, 47, 18]}, {"gray-cylinder": [30, 29, 17]}]
Pick up the white cylinder and place it into the olive container
[ [ 79, 30, 30, 0, 60, 90, 1 ], [ 79, 30, 17, 0, 60, 90, 1 ], [ 79, 30, 17, 0, 60, 90, 0 ], [ 79, 30, 30, 0, 60, 90, 0 ], [ 90, 42, 30, 0, 60, 90, 0 ], [ 90, 42, 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: {\"<|white|><|cylinder|>\": 17, \"<|red|><|moon|>\": 17, \"<|blue|><|moon|>\": 18, \"<|olive|><|container|>\": 17, \"<|green|><|cube|>\": 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: Pick up the white cylinder 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|><|gray|><|cylinder|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|red|><|moon|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|white|><|cylinder|><|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|><|olive|><|container|><|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|><|green|><|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|><|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|><|blue|><|moon|><|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|><|cylinder|> found at <|7-19|> with height 17\nTarget Placement Location: <|olive|><|container|> at <|10-22|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cylinder|> at <|7-19|> with height 30\nStep 2: Lower to <|white|><|cylinder|> at <|7-19|> with height 17\nStep 3: Close gripper on <|white|><|cylinder|> at <|7-19|> with height 17\nStep 4: Lift <|white|><|cylinder|> at <|7-19|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|10-22|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|10-22|> with height 17 and open gripper\n\n</think>\n\nStep 1: [79, 30, 30, 0, 60, 90, 1]\nStep 2: [79, 30, 17, 0, 60, 90, 1]\nStep 3: [79, 30, 17, 0, 60, 90, 0]\nStep 4: [79, 30, 30, 0, 60, 90, 0]\nStep 5: [90, 42, 30, 0, 60, 90, 0]\nStep 6: [90, 42, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|triangular prism|>": ["<|7-13|>", 17]}]
[{"<|navy|><|triangular prism|>": ["<|2-18|>", 19]}]
LOCATE OBJECTS: Target Object: <|green|><|triangular prism|> found at <|7-13|> with height 17 Target Placement Location: <|navy|><|triangular prism|> at <|2-18|> with height 19 PLAN ACTIONS: Step 1: Move above <|green|><|triangular prism|> at <|7-13|> with height 30 Step 2: Lower to <|green|><|triangular prism|> at <|7-13|> with height 17 Step 3: Close gripper on <|green|><|triangular prism|> at <|7-13|> with height 17 Step 4: Lift <|green|><|triangular prism|> at <|7-13|> to height 30 Step 5: Move to <|navy|><|triangular prism|> location at <|2-18|> with height 30 Step 6: Stack on top of <|navy|><|triangular prism|> location at <|2-18|> with height 19 + 4 and open gripper
[{"olive-cube": [53, 83, 18]}, {"purple-triangular prism": [84, 88, 18]}, {"red-star": [76, 42, 18]}, {"green-triangular prism": [54, 30, 17]}, {"navy-triangular prism": [72, 10, 19]}, {"teal-star": [68, 31, 17]}, {"gray-cylinder": [73, 33, 17]}]
Stack the green triangular prism on top of the navy triangular prism
[ [ 54, 30, 30, 0, 60, 90, 1 ], [ 54, 30, 17, 0, 60, 90, 1 ], [ 54, 30, 17, 0, 60, 90, 0 ], [ 54, 30, 30, 0, 60, 90, 0 ], [ 72, 10, 30, 0, 60, 90, 0 ], [ 72, 10, 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: {\"<|olive|><|cube|>\": 18, \"<|purple|><|triangular prism|>\": 18, \"<|red|><|star|>\": 18, \"<|green|><|triangular prism|>\": 17, \"<|navy|><|triangular prism|>\": 19, \"<|teal|><|star|>\": 17, \"<|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 green 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|><|navy|><|triangular prism|><|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|><|green|><|triangular prism|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|teal|><|star|><|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|><|gray|><|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|><|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|><|red|><|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|><|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|><|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|><|olive|><|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|><|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|><|purple|><|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: <|green|><|triangular prism|> found at <|7-13|> with height 17\nTarget Placement Location: <|navy|><|triangular prism|> at <|2-18|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|green|><|triangular prism|> at <|7-13|> with height 30\nStep 2: Lower to <|green|><|triangular prism|> at <|7-13|> with height 17\nStep 3: Close gripper on <|green|><|triangular prism|> at <|7-13|> with height 17\nStep 4: Lift <|green|><|triangular prism|> at <|7-13|> to height 30\nStep 5: Move to <|navy|><|triangular prism|> location at <|2-18|> with height 30\nStep 6: Stack on top of <|navy|><|triangular prism|> location at <|2-18|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [54, 30, 30, 0, 60, 90, 1]\nStep 2: [54, 30, 17, 0, 60, 90, 1]\nStep 3: [54, 30, 17, 0, 60, 90, 0]\nStep 4: [54, 30, 30, 0, 60, 90, 0]\nStep 5: [72, 10, 30, 0, 60, 90, 0]\nStep 6: [72, 10, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|triangular prism|>": ["<|16-17|>", 18]}]
[{"<|maroon|><|container|>": ["<|22-10|>", 19]}]
LOCATE OBJECTS: Target Object: <|black|><|triangular prism|> found at <|16-17|> with height 18 Target Placement Location: <|maroon|><|container|> at <|22-10|> with height 19 PLAN ACTIONS: Step 1: Move above <|black|><|triangular prism|> at <|16-17|> with height 30 Step 2: Lower to <|black|><|triangular prism|> at <|16-17|> with height 18 Step 3: Close gripper on <|black|><|triangular prism|> at <|16-17|> with height 18 Step 4: Lift <|black|><|triangular prism|> at <|16-17|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|22-10|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|22-10|> with height 19 and open gripper
[{"violet-moon": [50, 85, 17]}, {"maroon-triangular prism": [31, 47, 17]}, {"black-triangular prism": [71, 67, 18]}, {"maroon-container": [40, 90, 19]}, {"lime-cube": [35, 58, 17]}]
Pick up the black triangular prism and place it into the maroon container
[ [ 71, 67, 30, 0, 60, 90, 1 ], [ 71, 67, 18, 0, 60, 90, 1 ], [ 71, 67, 18, 0, 60, 90, 0 ], [ 71, 67, 30, 0, 60, 90, 0 ], [ 40, 90, 30, 0, 60, 90, 0 ], [ 40, 90, 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: {\"<|violet|><|moon|>\": 17, \"<|maroon|><|triangular prism|>\": 17, \"<|black|><|triangular prism|>\": 18, \"<|maroon|><|container|>\": 19, \"<|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: Pick up the black 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|><|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|><|maroon|><|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|><|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|><|lime|><|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|><|black|><|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|><|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|><|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|><|maroon|><|container|><|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 <|16-17|> with height 18\nTarget Placement Location: <|maroon|><|container|> at <|22-10|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|triangular prism|> at <|16-17|> with height 30\nStep 2: Lower to <|black|><|triangular prism|> at <|16-17|> with height 18\nStep 3: Close gripper on <|black|><|triangular prism|> at <|16-17|> with height 18\nStep 4: Lift <|black|><|triangular prism|> at <|16-17|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|22-10|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|22-10|> with height 19 and open gripper\n\n</think>\n\nStep 1: [71, 67, 30, 0, 60, 90, 1]\nStep 2: [71, 67, 18, 0, 60, 90, 1]\nStep 3: [71, 67, 18, 0, 60, 90, 0]\nStep 4: [71, 67, 30, 0, 60, 90, 0]\nStep 5: [40, 90, 30, 0, 60, 90, 0]\nStep 6: [40, 90, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|14-6|>", 18]}]
[{"<|yellow|><|container|>": ["<|19-17|>", 18]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|14-6|> with height 18 Target Placement Location: <|yellow|><|container|> at <|19-17|> with height 18 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|14-6|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|14-6|> with height 18 Step 3: Close gripper on <|gray|><|cylinder|> at <|14-6|> with height 18 Step 4: Lift <|gray|><|cylinder|> at <|14-6|> to height 30 Step 5: Move to <|yellow|><|container|> location at <|19-17|> with height 30 Step 6: Place inside <|yellow|><|container|> location at <|19-17|> with height 18 and open gripper
[{"rose-triangular prism": [65, 41, 17]}, {"yellow-container": [70, 79, 18]}, {"cyan-triangular prism": [81, 87, 18]}, {"gray-cylinder": [24, 56, 18]}, {"black-cube": [46, 53, 17]}]
Pick up the gray cylinder and place it into the yellow container
[ [ 24, 56, 30, 0, 60, 90, 1 ], [ 24, 56, 18, 0, 60, 90, 1 ], [ 24, 56, 18, 0, 60, 90, 0 ], [ 24, 56, 30, 0, 60, 90, 0 ], [ 70, 79, 30, 0, 60, 90, 0 ], [ 70, 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: {\"<|rose|><|triangular prism|>\": 17, \"<|yellow|><|container|>\": 18, \"<|cyan|><|triangular prism|>\": 18, \"<|gray|><|cylinder|>\": 18, \"<|black|><|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 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|><|rose|><|triangular prism|><|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|><|black|><|cube|><|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|><|gray|><|cylinder|><|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|><|yellow|><|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|><|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|><|cyan|><|triangular prism|><|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 <|14-6|> with height 18\nTarget Placement Location: <|yellow|><|container|> at <|19-17|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|14-6|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|14-6|> with height 18\nStep 3: Close gripper on <|gray|><|cylinder|> at <|14-6|> with height 18\nStep 4: Lift <|gray|><|cylinder|> at <|14-6|> to height 30\nStep 5: Move to <|yellow|><|container|> location at <|19-17|> with height 30\nStep 6: Place inside <|yellow|><|container|> location at <|19-17|> with height 18 and open gripper\n\n</think>\n\nStep 1: [24, 56, 30, 0, 60, 90, 1]\nStep 2: [24, 56, 18, 0, 60, 90, 1]\nStep 3: [24, 56, 18, 0, 60, 90, 0]\nStep 4: [24, 56, 30, 0, 60, 90, 0]\nStep 5: [70, 79, 30, 0, 60, 90, 0]\nStep 6: [70, 79, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|silver|><|star|>": ["<|18-10|>", 17]}]
[{"<|white|><|container|>": ["<|11-15|>", 17]}]
LOCATE OBJECTS: Target Object: <|silver|><|star|> found at <|18-10|> with height 17 Target Placement Location: <|white|><|container|> at <|11-15|> with height 17 PLAN ACTIONS: Step 1: Move above <|silver|><|star|> at <|18-10|> with height 30 Step 2: Lower to <|silver|><|star|> at <|18-10|> with height 17 Step 3: Close gripper on <|silver|><|star|> at <|18-10|> with height 17 Step 4: Lift <|silver|><|star|> at <|18-10|> to height 30 Step 5: Move to <|white|><|container|> location at <|11-15|> with height 30 Step 6: Place inside <|white|><|container|> location at <|11-15|> with height 17 and open gripper
[{"magenta-cylinder": [21, 83, 18]}, {"silver-star": [41, 74, 17]}, {"white-container": [61, 44, 17]}, {"teal-triangular prism": [80, 90, 18]}, {"yellow-cylinder": [39, 62, 18]}, {"yellow-moon": [49, 72, 17]}]
Pick up the silver star and place it into the white container
[ [ 41, 74, 30, 0, 60, 90, 1 ], [ 41, 74, 17, 0, 60, 90, 1 ], [ 41, 74, 17, 0, 60, 90, 0 ], [ 41, 74, 30, 0, 60, 90, 0 ], [ 61, 44, 30, 0, 60, 90, 0 ], [ 61, 44, 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: {\"<|magenta|><|cylinder|>\": 18, \"<|silver|><|star|>\": 17, \"<|white|><|container|>\": 17, \"<|teal|><|triangular prism|>\": 18, \"<|yellow|><|cylinder|>\": 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: Pick up the silver star 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|><|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|><|white|><|container|><|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|><|yellow|><|cylinder|><|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|><|silver|><|star|><|18-11|><|empty|><|18-12|><|yellow|><|moon|><|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|><|magenta|><|cylinder|><|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|><|teal|><|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: <|silver|><|star|> found at <|18-10|> with height 17\nTarget Placement Location: <|white|><|container|> at <|11-15|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|silver|><|star|> at <|18-10|> with height 30\nStep 2: Lower to <|silver|><|star|> at <|18-10|> with height 17\nStep 3: Close gripper on <|silver|><|star|> at <|18-10|> with height 17\nStep 4: Lift <|silver|><|star|> at <|18-10|> to height 30\nStep 5: Move to <|white|><|container|> location at <|11-15|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|11-15|> with height 17 and open gripper\n\n</think>\n\nStep 1: [41, 74, 30, 0, 60, 90, 1]\nStep 2: [41, 74, 17, 0, 60, 90, 1]\nStep 3: [41, 74, 17, 0, 60, 90, 0]\nStep 4: [41, 74, 30, 0, 60, 90, 0]\nStep 5: [61, 44, 30, 0, 60, 90, 0]\nStep 6: [61, 44, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|moon|>": ["<|9-8|>", 17]}]
[{"<|purple|><|container|>": ["<|22-15|>", 17]}]
LOCATE OBJECTS: Target Object: <|red|><|moon|> found at <|9-8|> with height 17 Target Placement Location: <|purple|><|container|> at <|22-15|> with height 17 PLAN ACTIONS: Step 1: Move above <|red|><|moon|> at <|9-8|> with height 30 Step 2: Lower to <|red|><|moon|> at <|9-8|> with height 17 Step 3: Close gripper on <|red|><|moon|> at <|9-8|> with height 17 Step 4: Lift <|red|><|moon|> at <|9-8|> to height 30 Step 5: Move to <|purple|><|container|> location at <|22-15|> with height 30 Step 6: Place inside <|purple|><|container|> location at <|22-15|> with height 17 and open gripper
[{"maroon-cylinder": [90, 72, 17]}, {"silver-cylinder": [50, 44, 18]}, {"red-moon": [32, 39, 17]}, {"green-moon": [80, 81, 17]}, {"purple-container": [63, 89, 17]}]
Pick up the red moon and place it into the purple container
[ [ 32, 39, 30, 0, 60, 90, 1 ], [ 32, 39, 17, 0, 60, 90, 1 ], [ 32, 39, 17, 0, 60, 90, 0 ], [ 32, 39, 30, 0, 60, 90, 0 ], [ 63, 89, 30, 0, 60, 90, 0 ], [ 63, 89, 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|><|cylinder|>\": 17, \"<|silver|><|cylinder|>\": 18, \"<|red|><|moon|>\": 17, \"<|green|><|moon|>\": 17, \"<|purple|><|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 red moon 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|><|red|><|moon|><|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|><|silver|><|cylinder|><|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|><|empty|><|18-22|><|maroon|><|cylinder|><|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|><|green|><|moon|><|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|><|purple|><|container|><|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|><|moon|> found at <|9-8|> with height 17\nTarget Placement Location: <|purple|><|container|> at <|22-15|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|moon|> at <|9-8|> with height 30\nStep 2: Lower to <|red|><|moon|> at <|9-8|> with height 17\nStep 3: Close gripper on <|red|><|moon|> at <|9-8|> with height 17\nStep 4: Lift <|red|><|moon|> at <|9-8|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|22-15|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|22-15|> with height 17 and open gripper\n\n</think>\n\nStep 1: [32, 39, 30, 0, 60, 90, 1]\nStep 2: [32, 39, 17, 0, 60, 90, 1]\nStep 3: [32, 39, 17, 0, 60, 90, 0]\nStep 4: [32, 39, 30, 0, 60, 90, 0]\nStep 5: [63, 89, 30, 0, 60, 90, 0]\nStep 6: [63, 89, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|cube|>": ["<|9-18|>", 17]}]
[{"<|navy|><|container|>": ["<|12-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|purple|><|cube|> found at <|9-18|> with height 17 Target Placement Location: <|navy|><|container|> at <|12-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|purple|><|cube|> at <|9-18|> with height 30 Step 2: Lower to <|purple|><|cube|> at <|9-18|> with height 17 Step 3: Close gripper on <|purple|><|cube|> at <|9-18|> with height 17 Step 4: Lift <|purple|><|cube|> at <|9-18|> to height 30 Step 5: Move to <|navy|><|container|> location at <|12-21|> with height 30 Step 6: Place inside <|navy|><|container|> location at <|12-21|> with height 19 and open gripper
[{"azure-cube": [47, 58, 17]}, {"lime-moon": [54, 56, 17]}, {"blue-star": [87, 22, 18]}, {"navy-container": [84, 50, 19]}, {"olive-moon": [63, 44, 17]}, {"purple-cube": [75, 36, 17]}]
Pick up the purple cube and place it into the navy container
[ [ 75, 36, 30, 0, 60, 90, 1 ], [ 75, 36, 17, 0, 60, 90, 1 ], [ 75, 36, 17, 0, 60, 90, 0 ], [ 75, 36, 30, 0, 60, 90, 0 ], [ 84, 50, 30, 0, 60, 90, 0 ], [ 84, 50, 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: {\"<|azure|><|cube|>\": 17, \"<|lime|><|moon|>\": 17, \"<|blue|><|star|>\": 18, \"<|navy|><|container|>\": 19, \"<|olive|><|moon|>\": 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: Pick up the purple cube 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|><|blue|><|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|><|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|><|purple|><|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|><|olive|><|moon|><|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|><|navy|><|container|><|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|><|azure|><|cube|><|14-12|><|empty|><|14-13|><|lime|><|moon|><|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: <|purple|><|cube|> found at <|9-18|> with height 17\nTarget Placement Location: <|navy|><|container|> at <|12-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|cube|> at <|9-18|> with height 30\nStep 2: Lower to <|purple|><|cube|> at <|9-18|> with height 17\nStep 3: Close gripper on <|purple|><|cube|> at <|9-18|> with height 17\nStep 4: Lift <|purple|><|cube|> at <|9-18|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|12-21|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|12-21|> with height 19 and open gripper\n\n</think>\n\nStep 1: [75, 36, 30, 0, 60, 90, 1]\nStep 2: [75, 36, 17, 0, 60, 90, 1]\nStep 3: [75, 36, 17, 0, 60, 90, 0]\nStep 4: [75, 36, 30, 0, 60, 90, 0]\nStep 5: [84, 50, 30, 0, 60, 90, 0]\nStep 6: [84, 50, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|cube|>": ["<|5-6|>", 17]}]
[{"<|maroon|><|container|>": ["<|13-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|white|><|cube|> found at <|5-6|> with height 17 Target Placement Location: <|maroon|><|container|> at <|13-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|white|><|cube|> at <|5-6|> with height 30 Step 2: Lower to <|white|><|cube|> at <|5-6|> with height 17 Step 3: Close gripper on <|white|><|cube|> at <|5-6|> with height 17 Step 4: Lift <|white|><|cube|> at <|5-6|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|13-16|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|13-16|> with height 18 and open gripper
[{"cyan-cylinder": [32, 26, 17]}, {"white-cube": [25, 23, 17]}, {"red-cylinder": [57, 20, 18]}, {"maroon-container": [64, 53, 18]}, {"rose-cube": [62, 32, 17]}, {"gray-cube": [43, 50, 18]}]
Pick up the white cube and place it into the maroon container
[ [ 25, 23, 30, 0, 60, 90, 1 ], [ 25, 23, 17, 0, 60, 90, 1 ], [ 25, 23, 17, 0, 60, 90, 0 ], [ 25, 23, 30, 0, 60, 90, 0 ], [ 64, 53, 30, 0, 60, 90, 0 ], [ 64, 53, 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: {\"<|cyan|><|cylinder|>\": 17, \"<|white|><|cube|>\": 17, \"<|red|><|cylinder|>\": 18, \"<|maroon|><|container|>\": 18, \"<|rose|><|cube|>\": 17, \"<|gray|><|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 white cube 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|><|white|><|cube|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|red|><|cylinder|><|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|><|cyan|><|cylinder|><|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|><|rose|><|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|><|gray|><|cube|><|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|><|maroon|><|container|><|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|><|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|><|cube|> found at <|5-6|> with height 17\nTarget Placement Location: <|maroon|><|container|> at <|13-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cube|> at <|5-6|> with height 30\nStep 2: Lower to <|white|><|cube|> at <|5-6|> with height 17\nStep 3: Close gripper on <|white|><|cube|> at <|5-6|> with height 17\nStep 4: Lift <|white|><|cube|> at <|5-6|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|13-16|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|13-16|> with height 18 and open gripper\n\n</think>\n\nStep 1: [25, 23, 30, 0, 60, 90, 1]\nStep 2: [25, 23, 17, 0, 60, 90, 1]\nStep 3: [25, 23, 17, 0, 60, 90, 0]\nStep 4: [25, 23, 30, 0, 60, 90, 0]\nStep 5: [64, 53, 30, 0, 60, 90, 0]\nStep 6: [64, 53, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|cylinder|>": ["<|22-13|>", 18]}]
[{"<|magenta|><|cube|>": ["<|2-12|>", 17]}]
LOCATE OBJECTS: Target Object: <|navy|><|cylinder|> found at <|22-13|> with height 18 Target Placement Location: <|magenta|><|cube|> at <|2-12|> with height 17 PLAN ACTIONS: Step 1: Move above <|navy|><|cylinder|> at <|22-13|> with height 30 Step 2: Lower to <|navy|><|cylinder|> at <|22-13|> with height 18 Step 3: Close gripper on <|navy|><|cylinder|> at <|22-13|> with height 18 Step 4: Lift <|navy|><|cylinder|> at <|22-13|> to height 30 Step 5: Move to <|magenta|><|cube|> location at <|2-12|> with height 30 Step 6: Stack on top of <|magenta|><|cube|> location at <|2-12|> with height 17 + 4 and open gripper
[{"magenta-cube": [48, 10, 17]}, {"green-triangular prism": [80, 84, 17]}, {"purple-triangular prism": [32, 56, 18]}, {"maroon-moon": [70, 50, 18]}, {"cyan-moon": [31, 49, 18]}, {"navy-cylinder": [53, 90, 18]}]
Stack the navy cylinder on top of the magenta cube
[ [ 53, 90, 30, 0, 60, 90, 1 ], [ 53, 90, 18, 0, 60, 90, 1 ], [ 53, 90, 18, 0, 60, 90, 0 ], [ 53, 90, 30, 0, 60, 90, 0 ], [ 48, 10, 30, 0, 60, 90, 0 ], [ 48, 10, 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|><|cube|>\": 17, \"<|green|><|triangular prism|>\": 17, \"<|purple|><|triangular prism|>\": 18, \"<|maroon|><|moon|>\": 18, \"<|cyan|><|moon|>\": 18, \"<|navy|><|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 navy cylinder on top of the magenta 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|><|magenta|><|cube|><|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|><|cyan|><|moon|><|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|><|maroon|><|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|><|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|><|purple|><|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|><|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|><|green|><|triangular prism|><|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|><|navy|><|cylinder|><|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 <|22-13|> with height 18\nTarget Placement Location: <|magenta|><|cube|> at <|2-12|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cylinder|> at <|22-13|> with height 30\nStep 2: Lower to <|navy|><|cylinder|> at <|22-13|> with height 18\nStep 3: Close gripper on <|navy|><|cylinder|> at <|22-13|> with height 18\nStep 4: Lift <|navy|><|cylinder|> at <|22-13|> to height 30\nStep 5: Move to <|magenta|><|cube|> location at <|2-12|> with height 30\nStep 6: Stack on top of <|magenta|><|cube|> location at <|2-12|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [53, 90, 30, 0, 60, 90, 1]\nStep 2: [53, 90, 18, 0, 60, 90, 1]\nStep 3: [53, 90, 18, 0, 60, 90, 0]\nStep 4: [53, 90, 30, 0, 60, 90, 0]\nStep 5: [48, 10, 30, 0, 60, 90, 0]\nStep 6: [48, 10, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|cube|>": ["<|21-5|>", 18]}]
[{"<|green|><|cube|>": ["<|9-11|>", 18]}]
LOCATE OBJECTS: Target Object: <|olive|><|cube|> found at <|21-5|> with height 18 Target Placement Location: <|green|><|cube|> at <|9-11|> with height 18 PLAN ACTIONS: Step 1: Move above <|olive|><|cube|> at <|21-5|> with height 30 Step 2: Lower to <|olive|><|cube|> at <|21-5|> with height 18 Step 3: Close gripper on <|olive|><|cube|> at <|21-5|> with height 18 Step 4: Lift <|olive|><|cube|> at <|21-5|> to height 30 Step 5: Move to <|green|><|cube|> location at <|9-11|> with height 30 Step 6: Stack on top of <|green|><|cube|> location at <|9-11|> with height 18 + 4 and open gripper
[{"olive-cube": [20, 85, 18]}, {"navy-triangular prism": [31, 90, 18]}, {"green-cube": [47, 37, 18]}, {"magenta-star": [46, 20, 18]}, {"blue-moon": [41, 68, 17]}, {"magenta-moon": [70, 32, 17]}]
Stack the olive cube on top of the green cube
[ [ 20, 85, 30, 0, 60, 90, 1 ], [ 20, 85, 18, 0, 60, 90, 1 ], [ 20, 85, 18, 0, 60, 90, 0 ], [ 20, 85, 30, 0, 60, 90, 0 ], [ 47, 37, 30, 0, 60, 90, 0 ], [ 47, 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: {\"<|olive|><|cube|>\": 18, \"<|navy|><|triangular prism|>\": 18, \"<|green|><|cube|>\": 18, \"<|magenta|><|star|>\": 18, \"<|blue|><|moon|>\": 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 olive cube 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|><|magenta|><|star|><|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|><|magenta|><|moon|><|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|><|green|><|cube|><|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|><|blue|><|moon|><|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|><|olive|><|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|><|navy|><|triangular prism|><|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|><|cube|> found at <|21-5|> with height 18\nTarget Placement Location: <|green|><|cube|> at <|9-11|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cube|> at <|21-5|> with height 30\nStep 2: Lower to <|olive|><|cube|> at <|21-5|> with height 18\nStep 3: Close gripper on <|olive|><|cube|> at <|21-5|> with height 18\nStep 4: Lift <|olive|><|cube|> at <|21-5|> to height 30\nStep 5: Move to <|green|><|cube|> location at <|9-11|> with height 30\nStep 6: Stack on top of <|green|><|cube|> location at <|9-11|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [20, 85, 30, 0, 60, 90, 1]\nStep 2: [20, 85, 18, 0, 60, 90, 1]\nStep 3: [20, 85, 18, 0, 60, 90, 0]\nStep 4: [20, 85, 30, 0, 60, 90, 0]\nStep 5: [47, 37, 30, 0, 60, 90, 0]\nStep 6: [47, 37, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|cylinder|>": ["<|14-16|>", 18]}]
[{"<|green|><|triangular prism|>": ["<|5-5|>", 17]}]
LOCATE OBJECTS: Target Object: <|red|><|cylinder|> found at <|14-16|> with height 18 Target Placement Location: <|green|><|triangular prism|> at <|5-5|> with height 17 PLAN ACTIONS: Step 1: Move above <|red|><|cylinder|> at <|14-16|> with height 30 Step 2: Lower to <|red|><|cylinder|> at <|14-16|> with height 18 Step 3: Close gripper on <|red|><|cylinder|> at <|14-16|> with height 18 Step 4: Lift <|red|><|cylinder|> at <|14-16|> to height 30 Step 5: Move to <|green|><|triangular prism|> location at <|5-5|> with height 30 Step 6: Stack on top of <|green|><|triangular prism|> location at <|5-5|> with height 17 + 4 and open gripper
[{"magenta-triangular prism": [39, 50, 17]}, {"azure-triangular prism": [69, 64, 18]}, {"red-cylinder": [67, 59, 18]}, {"silver-cube": [77, 47, 17]}, {"red-star": [54, 22, 17]}, {"green-triangular prism": [20, 22, 17]}]
Stack the red cylinder on top of the green triangular prism
[ [ 67, 59, 30, 0, 60, 90, 1 ], [ 67, 59, 18, 0, 60, 90, 1 ], [ 67, 59, 18, 0, 60, 90, 0 ], [ 67, 59, 30, 0, 60, 90, 0 ], [ 20, 22, 30, 0, 60, 90, 0 ], [ 20, 22, 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, \"<|azure|><|triangular prism|>\": 18, \"<|red|><|cylinder|>\": 18, \"<|silver|><|cube|>\": 17, \"<|red|><|star|>\": 17, \"<|green|><|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 cylinder 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|><|green|><|triangular prism|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|red|><|star|><|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|><|silver|><|cube|><|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|><|magenta|><|triangular prism|><|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|><|red|><|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|><|azure|><|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|><|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: <|red|><|cylinder|> found at <|14-16|> with height 18\nTarget Placement Location: <|green|><|triangular prism|> at <|5-5|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cylinder|> at <|14-16|> with height 30\nStep 2: Lower to <|red|><|cylinder|> at <|14-16|> with height 18\nStep 3: Close gripper on <|red|><|cylinder|> at <|14-16|> with height 18\nStep 4: Lift <|red|><|cylinder|> at <|14-16|> to height 30\nStep 5: Move to <|green|><|triangular prism|> location at <|5-5|> with height 30\nStep 6: Stack on top of <|green|><|triangular prism|> location at <|5-5|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [67, 59, 30, 0, 60, 90, 1]\nStep 2: [67, 59, 18, 0, 60, 90, 1]\nStep 3: [67, 59, 18, 0, 60, 90, 0]\nStep 4: [67, 59, 30, 0, 60, 90, 0]\nStep 5: [20, 22, 30, 0, 60, 90, 0]\nStep 6: [20, 22, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|cylinder|>": ["<|8-11|>", 17]}]
[{"<|gray|><|moon|>": ["<|12-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|white|><|cylinder|> found at <|8-11|> with height 17 Target Placement Location: <|gray|><|moon|> at <|12-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|white|><|cylinder|> at <|8-11|> with height 30 Step 2: Lower to <|white|><|cylinder|> at <|8-11|> with height 17 Step 3: Close gripper on <|white|><|cylinder|> at <|8-11|> with height 17 Step 4: Lift <|white|><|cylinder|> at <|8-11|> to height 30 Step 5: Move to <|gray|><|moon|> location at <|12-21|> with height 30 Step 6: Stack on top of <|gray|><|moon|> location at <|12-21|> with height 19 + 4 and open gripper
[{"white-cylinder": [44, 32, 17]}, {"azure-cylinder": [48, 90, 18]}, {"blue-moon": [30, 37, 18]}, {"gray-moon": [84, 49, 19]}, {"teal-cube": [30, 87, 18]}]
Stack the white cylinder on top of the gray moon
[ [ 44, 32, 30, 0, 60, 90, 1 ], [ 44, 32, 17, 0, 60, 90, 1 ], [ 44, 32, 17, 0, 60, 90, 0 ], [ 44, 32, 30, 0, 60, 90, 0 ], [ 84, 49, 30, 0, 60, 90, 0 ], [ 84, 49, 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: {\"<|white|><|cylinder|>\": 17, \"<|azure|><|cylinder|>\": 18, \"<|blue|><|moon|>\": 18, \"<|gray|><|moon|>\": 19, \"<|teal|><|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 white cylinder on top of the gray 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|><|white|><|cylinder|><|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|><|blue|><|moon|><|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|><|gray|><|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|><|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|><|teal|><|cube|><|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|><|azure|><|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: <|white|><|cylinder|> found at <|8-11|> with height 17\nTarget Placement Location: <|gray|><|moon|> at <|12-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cylinder|> at <|8-11|> with height 30\nStep 2: Lower to <|white|><|cylinder|> at <|8-11|> with height 17\nStep 3: Close gripper on <|white|><|cylinder|> at <|8-11|> with height 17\nStep 4: Lift <|white|><|cylinder|> at <|8-11|> to height 30\nStep 5: Move to <|gray|><|moon|> location at <|12-21|> with height 30\nStep 6: Stack on top of <|gray|><|moon|> location at <|12-21|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [44, 32, 30, 0, 60, 90, 1]\nStep 2: [44, 32, 17, 0, 60, 90, 1]\nStep 3: [44, 32, 17, 0, 60, 90, 0]\nStep 4: [44, 32, 30, 0, 60, 90, 0]\nStep 5: [84, 49, 30, 0, 60, 90, 0]\nStep 6: [84, 49, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|azure|><|moon|>": ["<|15-20|>", 17]}]
[{"<|gray|><|cube|>": ["<|4-19|>", 19]}]
LOCATE OBJECTS: Target Object: <|azure|><|moon|> found at <|15-20|> with height 17 Target Placement Location: <|gray|><|cube|> at <|4-19|> with height 19 PLAN ACTIONS: Step 1: Move above <|azure|><|moon|> at <|15-20|> with height 30 Step 2: Lower to <|azure|><|moon|> at <|15-20|> with height 17 Step 3: Close gripper on <|azure|><|moon|> at <|15-20|> with height 17 Step 4: Lift <|azure|><|moon|> at <|15-20|> to height 30 Step 5: Move to <|gray|><|cube|> location at <|4-19|> with height 30 Step 6: Stack on top of <|gray|><|cube|> location at <|4-19|> with height 19 + 4 and open gripper
[{"maroon-cylinder": [23, 60, 18]}, {"gray-cube": [78, 17, 19]}, {"azure-moon": [81, 61, 17]}, {"maroon-triangular prism": [67, 79, 18]}, {"blue-moon": [39, 67, 17]}, {"maroon-cube": [82, 73, 18]}]
Stack the azure moon on top of the gray cube
[ [ 81, 61, 30, 0, 60, 90, 1 ], [ 81, 61, 17, 0, 60, 90, 1 ], [ 81, 61, 17, 0, 60, 90, 0 ], [ 81, 61, 30, 0, 60, 90, 0 ], [ 78, 17, 30, 0, 60, 90, 0 ], [ 78, 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: {\"<|maroon|><|cylinder|>\": 18, \"<|gray|><|cube|>\": 19, \"<|azure|><|moon|>\": 17, \"<|maroon|><|triangular prism|>\": 18, \"<|blue|><|moon|>\": 17, \"<|maroon|><|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 azure moon on top of the gray 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|><|gray|><|cube|><|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|><|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|><|maroon|><|cylinder|><|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|><|azure|><|moon|><|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|><|blue|><|moon|><|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|><|maroon|><|cube|><|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|><|maroon|><|triangular prism|><|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: <|azure|><|moon|> found at <|15-20|> with height 17\nTarget Placement Location: <|gray|><|cube|> at <|4-19|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|moon|> at <|15-20|> with height 30\nStep 2: Lower to <|azure|><|moon|> at <|15-20|> with height 17\nStep 3: Close gripper on <|azure|><|moon|> at <|15-20|> with height 17\nStep 4: Lift <|azure|><|moon|> at <|15-20|> to height 30\nStep 5: Move to <|gray|><|cube|> location at <|4-19|> with height 30\nStep 6: Stack on top of <|gray|><|cube|> location at <|4-19|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [81, 61, 30, 0, 60, 90, 1]\nStep 2: [81, 61, 17, 0, 60, 90, 1]\nStep 3: [81, 61, 17, 0, 60, 90, 0]\nStep 4: [81, 61, 30, 0, 60, 90, 0]\nStep 5: [78, 17, 30, 0, 60, 90, 0]\nStep 6: [78, 17, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|red|><|cube|>": ["<|15-8|>", 18]}]
[{"<|yellow|><|triangular prism|>": ["<|11-13|>", 18]}]
LOCATE OBJECTS: Target Object: <|red|><|cube|> found at <|15-8|> with height 18 Target Placement Location: <|yellow|><|triangular prism|> at <|11-13|> with height 18 PLAN ACTIONS: Step 1: Move above <|red|><|cube|> at <|15-8|> with height 30 Step 2: Lower to <|red|><|cube|> at <|15-8|> with height 18 Step 3: Close gripper on <|red|><|cube|> at <|15-8|> with height 18 Step 4: Lift <|red|><|cube|> at <|15-8|> to height 30 Step 5: Move to <|yellow|><|triangular prism|> location at <|11-13|> with height 30 Step 6: Stack on top of <|yellow|><|triangular prism|> location at <|11-13|> with height 18 + 4 and open gripper
[{"yellow-star": [79, 25, 17]}, {"yellow-triangular prism": [55, 46, 18]}, {"blue-star": [80, 77, 18]}, {"blue-triangular prism": [63, 62, 18]}, {"red-cube": [32, 61, 18]}, {"olive-cylinder": [65, 55, 17]}]
Stack the red cube on top of the yellow triangular prism
[ [ 32, 61, 30, 0, 60, 90, 1 ], [ 32, 61, 18, 0, 60, 90, 1 ], [ 32, 61, 18, 0, 60, 90, 0 ], [ 32, 61, 30, 0, 60, 90, 0 ], [ 55, 46, 30, 0, 60, 90, 0 ], [ 55, 46, 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: {\"<|yellow|><|star|>\": 17, \"<|yellow|><|triangular prism|>\": 18, \"<|blue|><|star|>\": 18, \"<|blue|><|triangular prism|>\": 18, \"<|red|><|cube|>\": 18, \"<|olive|><|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 red cube on top of the yellow 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|><|yellow|><|star|><|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|><|yellow|><|triangular prism|><|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|><|olive|><|cylinder|><|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|><|red|><|cube|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|blue|><|triangular prism|><|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|><|blue|><|star|><|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|><|cube|> found at <|15-8|> with height 18\nTarget Placement Location: <|yellow|><|triangular prism|> at <|11-13|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cube|> at <|15-8|> with height 30\nStep 2: Lower to <|red|><|cube|> at <|15-8|> with height 18\nStep 3: Close gripper on <|red|><|cube|> at <|15-8|> with height 18\nStep 4: Lift <|red|><|cube|> at <|15-8|> to height 30\nStep 5: Move to <|yellow|><|triangular prism|> location at <|11-13|> with height 30\nStep 6: Stack on top of <|yellow|><|triangular prism|> location at <|11-13|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [32, 61, 30, 0, 60, 90, 1]\nStep 2: [32, 61, 18, 0, 60, 90, 1]\nStep 3: [32, 61, 18, 0, 60, 90, 0]\nStep 4: [32, 61, 30, 0, 60, 90, 0]\nStep 5: [55, 46, 30, 0, 60, 90, 0]\nStep 6: [55, 46, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|azure|><|moon|>": ["<|15-8|>", 17]}]
[{"<|teal|><|container|>": ["<|8-22|>", 18]}]
LOCATE OBJECTS: Target Object: <|azure|><|moon|> found at <|15-8|> with height 17 Target Placement Location: <|teal|><|container|> at <|8-22|> with height 18 PLAN ACTIONS: Step 1: Move above <|azure|><|moon|> at <|15-8|> with height 30 Step 2: Lower to <|azure|><|moon|> at <|15-8|> with height 17 Step 3: Close gripper on <|azure|><|moon|> at <|15-8|> with height 17 Step 4: Lift <|azure|><|moon|> at <|15-8|> to height 30 Step 5: Move to <|teal|><|container|> location at <|8-22|> with height 30 Step 6: Place inside <|teal|><|container|> location at <|8-22|> with height 18 and open gripper
[{"black-moon": [76, 49, 17]}, {"azure-moon": [33, 60, 17]}, {"teal-container": [89, 33, 18]}, {"violet-cube": [72, 61, 17]}, {"violet-moon": [44, 67, 18]}, {"red-cube": [49, 65, 17]}]
Pick up the azure moon and place it into the teal container
[ [ 33, 60, 30, 0, 60, 90, 1 ], [ 33, 60, 17, 0, 60, 90, 1 ], [ 33, 60, 17, 0, 60, 90, 0 ], [ 33, 60, 30, 0, 60, 90, 0 ], [ 89, 33, 30, 0, 60, 90, 0 ], [ 89, 33, 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|><|moon|>\": 17, \"<|azure|><|moon|>\": 17, \"<|teal|><|container|>\": 18, \"<|violet|><|cube|>\": 17, \"<|violet|><|moon|>\": 18, \"<|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 azure moon and place it into the teal 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|><|teal|><|container|><|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|><|moon|><|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|><|azure|><|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|><|violet|><|cube|><|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|><|violet|><|moon|><|16-12|><|red|><|cube|><|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: <|azure|><|moon|> found at <|15-8|> with height 17\nTarget Placement Location: <|teal|><|container|> at <|8-22|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|moon|> at <|15-8|> with height 30\nStep 2: Lower to <|azure|><|moon|> at <|15-8|> with height 17\nStep 3: Close gripper on <|azure|><|moon|> at <|15-8|> with height 17\nStep 4: Lift <|azure|><|moon|> at <|15-8|> to height 30\nStep 5: Move to <|teal|><|container|> location at <|8-22|> with height 30\nStep 6: Place inside <|teal|><|container|> location at <|8-22|> with height 18 and open gripper\n\n</think>\n\nStep 1: [33, 60, 30, 0, 60, 90, 1]\nStep 2: [33, 60, 17, 0, 60, 90, 1]\nStep 3: [33, 60, 17, 0, 60, 90, 0]\nStep 4: [33, 60, 30, 0, 60, 90, 0]\nStep 5: [89, 33, 30, 0, 60, 90, 0]\nStep 6: [89, 33, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|triangular prism|>": ["<|9-11|>", 18]}]
[{"<|teal|><|star|>": ["<|17-3|>", 17]}]
LOCATE OBJECTS: Target Object: <|rose|><|triangular prism|> found at <|9-11|> with height 18 Target Placement Location: <|teal|><|star|> at <|17-3|> with height 17 PLAN ACTIONS: Step 1: Move above <|rose|><|triangular prism|> at <|9-11|> with height 30 Step 2: Lower to <|rose|><|triangular prism|> at <|9-11|> with height 18 Step 3: Close gripper on <|rose|><|triangular prism|> at <|9-11|> with height 18 Step 4: Lift <|rose|><|triangular prism|> at <|9-11|> to height 30 Step 5: Move to <|teal|><|star|> location at <|17-3|> with height 30 Step 6: Stack on top of <|teal|><|star|> location at <|17-3|> with height 17 + 4 and open gripper
[{"silver-cylinder": [33, 65, 17]}, {"violet-cylinder": [69, 74, 18]}, {"black-cylinder": [71, 90, 17]}, {"teal-star": [14, 68, 17]}, {"blue-triangular prism": [56, 48, 18]}, {"green-cube": [78, 88, 18]}, {"rose-triangular prism": [47, 36, 18]}]
Stack the rose triangular prism on top of the teal star
[ [ 47, 36, 30, 0, 60, 90, 1 ], [ 47, 36, 18, 0, 60, 90, 1 ], [ 47, 36, 18, 0, 60, 90, 0 ], [ 47, 36, 30, 0, 60, 90, 0 ], [ 14, 68, 30, 0, 60, 90, 0 ], [ 14, 68, 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: {\"<|silver|><|cylinder|>\": 17, \"<|violet|><|cylinder|>\": 18, \"<|black|><|cylinder|>\": 17, \"<|teal|><|star|>\": 17, \"<|blue|><|triangular prism|>\": 18, \"<|green|><|cube|>\": 18, \"<|rose|><|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 rose triangular prism on top of the teal 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|><|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|><|rose|><|triangular prism|><|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|><|blue|><|triangular prism|><|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|><|silver|><|cylinder|><|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|><|teal|><|star|><|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|><|violet|><|cylinder|><|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|><|black|><|cylinder|><|22-18|><|empty|><|22-19|><|green|><|cube|><|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 <|9-11|> with height 18\nTarget Placement Location: <|teal|><|star|> at <|17-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|triangular prism|> at <|9-11|> with height 30\nStep 2: Lower to <|rose|><|triangular prism|> at <|9-11|> with height 18\nStep 3: Close gripper on <|rose|><|triangular prism|> at <|9-11|> with height 18\nStep 4: Lift <|rose|><|triangular prism|> at <|9-11|> to height 30\nStep 5: Move to <|teal|><|star|> location at <|17-3|> with height 30\nStep 6: Stack on top of <|teal|><|star|> location at <|17-3|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [47, 36, 30, 0, 60, 90, 1]\nStep 2: [47, 36, 18, 0, 60, 90, 1]\nStep 3: [47, 36, 18, 0, 60, 90, 0]\nStep 4: [47, 36, 30, 0, 60, 90, 0]\nStep 5: [14, 68, 30, 0, 60, 90, 0]\nStep 6: [14, 68, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|cylinder|>": ["<|20-14|>", 18]}]
[{"<|black|><|container|>": ["<|16-14|>", 17]}]
LOCATE OBJECTS: Target Object: <|olive|><|cylinder|> found at <|20-14|> with height 18 Target Placement Location: <|black|><|container|> at <|16-14|> with height 17 PLAN ACTIONS: Step 1: Move above <|olive|><|cylinder|> at <|20-14|> with height 30 Step 2: Lower to <|olive|><|cylinder|> at <|20-14|> with height 18 Step 3: Close gripper on <|olive|><|cylinder|> at <|20-14|> with height 18 Step 4: Lift <|olive|><|cylinder|> at <|20-14|> to height 30 Step 5: Move to <|black|><|container|> location at <|16-14|> with height 30 Step 6: Place inside <|black|><|container|> location at <|16-14|> with height 17 and open gripper
[{"purple-star": [80, 47, 17]}, {"olive-cylinder": [57, 80, 18]}, {"blue-cylinder": [88, 68, 17]}, {"violet-cylinder": [67, 41, 17]}, {"black-container": [58, 65, 17]}]
Pick up the olive cylinder and place it into the black container
[ [ 57, 80, 30, 0, 60, 90, 1 ], [ 57, 80, 18, 0, 60, 90, 1 ], [ 57, 80, 18, 0, 60, 90, 0 ], [ 57, 80, 30, 0, 60, 90, 0 ], [ 58, 65, 30, 0, 60, 90, 0 ], [ 58, 65, 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|><|star|>\": 17, \"<|olive|><|cylinder|>\": 18, \"<|blue|><|cylinder|>\": 17, \"<|violet|><|cylinder|>\": 17, \"<|black|><|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 olive 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|><|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|><|violet|><|cylinder|><|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|><|purple|><|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|><|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|><|black|><|container|><|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|><|blue|><|cylinder|><|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|><|olive|><|cylinder|><|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|><|cylinder|> found at <|20-14|> with height 18\nTarget Placement Location: <|black|><|container|> at <|16-14|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cylinder|> at <|20-14|> with height 30\nStep 2: Lower to <|olive|><|cylinder|> at <|20-14|> with height 18\nStep 3: Close gripper on <|olive|><|cylinder|> at <|20-14|> with height 18\nStep 4: Lift <|olive|><|cylinder|> at <|20-14|> to height 30\nStep 5: Move to <|black|><|container|> location at <|16-14|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|16-14|> with height 17 and open gripper\n\n</think>\n\nStep 1: [57, 80, 30, 0, 60, 90, 1]\nStep 2: [57, 80, 18, 0, 60, 90, 1]\nStep 3: [57, 80, 18, 0, 60, 90, 0]\nStep 4: [57, 80, 30, 0, 60, 90, 0]\nStep 5: [58, 65, 30, 0, 60, 90, 0]\nStep 6: [58, 65, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|moon|>": ["<|14-21|>", 18]}]
[{"<|azure|><|cylinder|>": ["<|3-2|>", 19]}]
LOCATE OBJECTS: Target Object: <|navy|><|moon|> found at <|14-21|> with height 18 Target Placement Location: <|azure|><|cylinder|> at <|3-2|> with height 19 PLAN ACTIONS: Step 1: Move above <|navy|><|moon|> at <|14-21|> with height 30 Step 2: Lower to <|navy|><|moon|> at <|14-21|> with height 18 Step 3: Close gripper on <|navy|><|moon|> at <|14-21|> with height 18 Step 4: Lift <|navy|><|moon|> at <|14-21|> to height 30 Step 5: Move to <|azure|><|cylinder|> location at <|3-2|> with height 30 Step 6: Stack on top of <|azure|><|cylinder|> location at <|3-2|> with height 19 + 4 and open gripper
[{"lime-moon": [89, 27, 18]}, {"black-triangular prism": [23, 50, 17]}, {"navy-cube": [52, 57, 17]}, {"azure-cylinder": [11, 12, 19]}, {"navy-moon": [87, 56, 18]}]
Stack the navy moon on top of the azure cylinder
[ [ 87, 56, 30, 0, 60, 90, 1 ], [ 87, 56, 18, 0, 60, 90, 1 ], [ 87, 56, 18, 0, 60, 90, 0 ], [ 87, 56, 30, 0, 60, 90, 0 ], [ 11, 12, 30, 0, 60, 90, 0 ], [ 11, 12, 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: {\"<|lime|><|moon|>\": 18, \"<|black|><|triangular prism|>\": 17, \"<|navy|><|cube|>\": 17, \"<|azure|><|cylinder|>\": 19, \"<|navy|><|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 navy moon 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|><|azure|><|cylinder|><|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|><|lime|><|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|><|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|><|black|><|triangular prism|><|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|><|navy|><|cube|><|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|><|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|><|moon|> found at <|14-21|> with height 18\nTarget Placement Location: <|azure|><|cylinder|> at <|3-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|moon|> at <|14-21|> with height 30\nStep 2: Lower to <|navy|><|moon|> at <|14-21|> with height 18\nStep 3: Close gripper on <|navy|><|moon|> at <|14-21|> with height 18\nStep 4: Lift <|navy|><|moon|> at <|14-21|> to height 30\nStep 5: Move to <|azure|><|cylinder|> location at <|3-2|> with height 30\nStep 6: Stack on top of <|azure|><|cylinder|> location at <|3-2|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [87, 56, 30, 0, 60, 90, 1]\nStep 2: [87, 56, 18, 0, 60, 90, 1]\nStep 3: [87, 56, 18, 0, 60, 90, 0]\nStep 4: [87, 56, 30, 0, 60, 90, 0]\nStep 5: [11, 12, 30, 0, 60, 90, 0]\nStep 6: [11, 12, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|lime|><|triangular prism|>": ["<|20-17|>", 17]}]
[{"<|teal|><|container|>": ["<|21-2|>", 18]}]
LOCATE OBJECTS: Target Object: <|lime|><|triangular prism|> found at <|20-17|> with height 17 Target Placement Location: <|teal|><|container|> at <|21-2|> with height 18 PLAN ACTIONS: Step 1: Move above <|lime|><|triangular prism|> at <|20-17|> with height 30 Step 2: Lower to <|lime|><|triangular prism|> at <|20-17|> with height 17 Step 3: Close gripper on <|lime|><|triangular prism|> at <|20-17|> with height 17 Step 4: Lift <|lime|><|triangular prism|> at <|20-17|> to height 30 Step 5: Move to <|teal|><|container|> location at <|21-2|> with height 30 Step 6: Place inside <|teal|><|container|> location at <|21-2|> with height 18 and open gripper
[{"lime-triangular prism": [71, 83, 17]}, {"blue-moon": [30, 35, 17]}, {"teal-container": [10, 87, 18]}, {"purple-triangular prism": [87, 37, 17]}, {"rose-star": [69, 28, 18]}, {"rose-moon": [68, 83, 18]}]
Pick up the lime triangular prism and place it into the teal container
[ [ 71, 83, 30, 0, 60, 90, 1 ], [ 71, 83, 17, 0, 60, 90, 1 ], [ 71, 83, 17, 0, 60, 90, 0 ], [ 71, 83, 30, 0, 60, 90, 0 ], [ 10, 87, 30, 0, 60, 90, 0 ], [ 10, 87, 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|><|triangular prism|>\": 17, \"<|blue|><|moon|>\": 17, \"<|teal|><|container|>\": 18, \"<|purple|><|triangular prism|>\": 17, \"<|rose|><|star|>\": 18, \"<|rose|><|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 teal 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|><|rose|><|star|><|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|><|blue|><|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|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|purple|><|triangular prism|><|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|><|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|><|rose|><|moon|><|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|><|teal|><|container|><|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|><|triangular prism|> found at <|20-17|> with height 17\nTarget Placement Location: <|teal|><|container|> at <|21-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|triangular prism|> at <|20-17|> with height 30\nStep 2: Lower to <|lime|><|triangular prism|> at <|20-17|> with height 17\nStep 3: Close gripper on <|lime|><|triangular prism|> at <|20-17|> with height 17\nStep 4: Lift <|lime|><|triangular prism|> at <|20-17|> to height 30\nStep 5: Move to <|teal|><|container|> location at <|21-2|> with height 30\nStep 6: Place inside <|teal|><|container|> location at <|21-2|> with height 18 and open gripper\n\n</think>\n\nStep 1: [71, 83, 30, 0, 60, 90, 1]\nStep 2: [71, 83, 17, 0, 60, 90, 1]\nStep 3: [71, 83, 17, 0, 60, 90, 0]\nStep 4: [71, 83, 30, 0, 60, 90, 0]\nStep 5: [10, 87, 30, 0, 60, 90, 0]\nStep 6: [10, 87, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|cylinder|>": ["<|16-11|>", 18]}]
[{"<|olive|><|container|>": ["<|20-10|>", 19]}]
LOCATE OBJECTS: Target Object: <|purple|><|cylinder|> found at <|16-11|> with height 18 Target Placement Location: <|olive|><|container|> at <|20-10|> with height 19 PLAN ACTIONS: Step 1: Move above <|purple|><|cylinder|> at <|16-11|> with height 30 Step 2: Lower to <|purple|><|cylinder|> at <|16-11|> with height 18 Step 3: Close gripper on <|purple|><|cylinder|> at <|16-11|> with height 18 Step 4: Lift <|purple|><|cylinder|> at <|16-11|> to height 30 Step 5: Move to <|olive|><|container|> location at <|20-10|> with height 30 Step 6: Place inside <|olive|><|container|> location at <|20-10|> with height 19 and open gripper
[{"teal-moon": [68, 51, 18]}, {"silver-moon": [28, 43, 17]}, {"purple-cylinder": [45, 65, 18]}, {"rose-cylinder": [26, 65, 17]}, {"olive-container": [42, 81, 19]}, {"blue-moon": [65, 40, 18]}]
Pick up the purple cylinder and place it into the olive container
[ [ 45, 65, 30, 0, 60, 90, 1 ], [ 45, 65, 18, 0, 60, 90, 1 ], [ 45, 65, 18, 0, 60, 90, 0 ], [ 45, 65, 30, 0, 60, 90, 0 ], [ 42, 81, 30, 0, 60, 90, 0 ], [ 42, 81, 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|><|moon|>\": 18, \"<|silver|><|moon|>\": 17, \"<|purple|><|cylinder|>\": 18, \"<|rose|><|cylinder|>\": 17, \"<|olive|><|container|>\": 19, \"<|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 purple cylinder 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|><|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|><|silver|><|moon|><|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|><|blue|><|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|><|teal|><|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|><|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|><|rose|><|cylinder|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|purple|><|cylinder|><|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|><|olive|><|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|><|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 <|16-11|> with height 18\nTarget Placement Location: <|olive|><|container|> at <|20-10|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|cylinder|> at <|16-11|> with height 30\nStep 2: Lower to <|purple|><|cylinder|> at <|16-11|> with height 18\nStep 3: Close gripper on <|purple|><|cylinder|> at <|16-11|> with height 18\nStep 4: Lift <|purple|><|cylinder|> at <|16-11|> to height 30\nStep 5: Move to <|olive|><|container|> location at <|20-10|> with height 30\nStep 6: Place inside <|olive|><|container|> location at <|20-10|> with height 19 and open gripper\n\n</think>\n\nStep 1: [45, 65, 30, 0, 60, 90, 1]\nStep 2: [45, 65, 18, 0, 60, 90, 1]\nStep 3: [45, 65, 18, 0, 60, 90, 0]\nStep 4: [45, 65, 30, 0, 60, 90, 0]\nStep 5: [42, 81, 30, 0, 60, 90, 0]\nStep 6: [42, 81, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cylinder|>": ["<|5-18|>", 18]}]
[{"<|maroon|><|container|>": ["<|4-3|>", 19]}]
LOCATE OBJECTS: Target Object: <|gray|><|cylinder|> found at <|5-18|> with height 18 Target Placement Location: <|maroon|><|container|> at <|4-3|> with height 19 PLAN ACTIONS: Step 1: Move above <|gray|><|cylinder|> at <|5-18|> with height 30 Step 2: Lower to <|gray|><|cylinder|> at <|5-18|> with height 18 Step 3: Close gripper on <|gray|><|cylinder|> at <|5-18|> with height 18 Step 4: Lift <|gray|><|cylinder|> at <|5-18|> to height 30 Step 5: Move to <|maroon|><|container|> location at <|4-3|> with height 30 Step 6: Place inside <|maroon|><|container|> location at <|4-3|> with height 19 and open gripper
[{"maroon-triangular prism": [88, 33, 17]}, {"purple-cube": [56, 69, 18]}, {"gray-cylinder": [73, 21, 18]}, {"gray-star": [76, 23, 18]}, {"lime-star": [37, 80, 17]}, {"maroon-container": [15, 17, 19]}]
Pick up the gray cylinder and place it into the maroon container
[ [ 73, 21, 30, 0, 60, 90, 1 ], [ 73, 21, 18, 0, 60, 90, 1 ], [ 73, 21, 18, 0, 60, 90, 0 ], [ 73, 21, 30, 0, 60, 90, 0 ], [ 15, 17, 30, 0, 60, 90, 0 ], [ 15, 17, 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|><|triangular prism|>\": 17, \"<|purple|><|cube|>\": 18, \"<|gray|><|cylinder|>\": 18, \"<|gray|><|star|>\": 18, \"<|lime|><|star|>\": 17, \"<|maroon|><|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 gray 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|><|maroon|><|container|><|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|><|gray|><|cylinder|><|5-19|><|gray|><|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|><|maroon|><|triangular prism|><|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|><|purple|><|cube|><|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|><|lime|><|star|><|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|><|cylinder|> found at <|5-18|> with height 18\nTarget Placement Location: <|maroon|><|container|> at <|4-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|5-18|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|5-18|> with height 18\nStep 3: Close gripper on <|gray|><|cylinder|> at <|5-18|> with height 18\nStep 4: Lift <|gray|><|cylinder|> at <|5-18|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|4-3|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|4-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [73, 21, 30, 0, 60, 90, 1]\nStep 2: [73, 21, 18, 0, 60, 90, 1]\nStep 3: [73, 21, 18, 0, 60, 90, 0]\nStep 4: [73, 21, 30, 0, 60, 90, 0]\nStep 5: [15, 17, 30, 0, 60, 90, 0]\nStep 6: [15, 17, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|violet|><|moon|>": ["<|10-14|>", 17]}]
[{"<|navy|><|cube|>": ["<|7-15|>", 17]}]
LOCATE OBJECTS: Target Object: <|violet|><|moon|> found at <|10-14|> with height 17 Target Placement Location: <|navy|><|cube|> at <|7-15|> with height 17 PLAN ACTIONS: Step 1: Move above <|violet|><|moon|> at <|10-14|> with height 30 Step 2: Lower to <|violet|><|moon|> at <|10-14|> with height 17 Step 3: Close gripper on <|violet|><|moon|> at <|10-14|> with height 17 Step 4: Lift <|violet|><|moon|> at <|10-14|> to height 30 Step 5: Move to <|navy|><|cube|> location at <|7-15|> with height 30 Step 6: Stack on top of <|navy|><|cube|> location at <|7-15|> with height 17 + 4 and open gripper
[{"violet-moon": [59, 42, 17]}, {"navy-cube": [62, 30, 17]}, {"olive-moon": [27, 83, 18]}, {"violet-triangular prism": [47, 69, 18]}, {"cyan-moon": [43, 85, 18]}, {"purple-cube": [32, 61, 18]}]
Stack the violet moon on top of the navy cube
[ [ 59, 42, 30, 0, 60, 90, 1 ], [ 59, 42, 17, 0, 60, 90, 1 ], [ 59, 42, 17, 0, 60, 90, 0 ], [ 59, 42, 30, 0, 60, 90, 0 ], [ 62, 30, 30, 0, 60, 90, 0 ], [ 62, 30, 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: {\"<|violet|><|moon|>\": 17, \"<|navy|><|cube|>\": 17, \"<|olive|><|moon|>\": 18, \"<|violet|><|triangular prism|>\": 18, \"<|cyan|><|moon|>\": 18, \"<|purple|><|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 violet moon 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|><|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|><|navy|><|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|><|violet|><|moon|><|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|><|purple|><|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|><|violet|><|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|><|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|><|olive|><|moon|><|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|><|cyan|><|moon|><|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|><|moon|> found at <|10-14|> with height 17\nTarget Placement Location: <|navy|><|cube|> at <|7-15|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|moon|> at <|10-14|> with height 30\nStep 2: Lower to <|violet|><|moon|> at <|10-14|> with height 17\nStep 3: Close gripper on <|violet|><|moon|> at <|10-14|> with height 17\nStep 4: Lift <|violet|><|moon|> at <|10-14|> to height 30\nStep 5: Move to <|navy|><|cube|> location at <|7-15|> with height 30\nStep 6: Stack on top of <|navy|><|cube|> location at <|7-15|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [59, 42, 30, 0, 60, 90, 1]\nStep 2: [59, 42, 17, 0, 60, 90, 1]\nStep 3: [59, 42, 17, 0, 60, 90, 0]\nStep 4: [59, 42, 30, 0, 60, 90, 0]\nStep 5: [62, 30, 30, 0, 60, 90, 0]\nStep 6: [62, 30, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|moon|>": ["<|8-20|>", 17]}]
[{"<|blue|><|star|>": ["<|11-17|>", 18]}]
LOCATE OBJECTS: Target Object: <|white|><|moon|> found at <|8-20|> with height 17 Target Placement Location: <|blue|><|star|> at <|11-17|> with height 18 PLAN ACTIONS: Step 1: Move above <|white|><|moon|> at <|8-20|> with height 30 Step 2: Lower to <|white|><|moon|> at <|8-20|> with height 17 Step 3: Close gripper on <|white|><|moon|> at <|8-20|> with height 17 Step 4: Lift <|white|><|moon|> at <|8-20|> to height 30 Step 5: Move to <|blue|><|star|> location at <|11-17|> with height 30 Step 6: Stack on top of <|blue|><|star|> location at <|11-17|> with height 18 + 4 and open gripper
[{"white-triangular prism": [33, 21, 18]}, {"white-moon": [83, 32, 17]}, {"teal-cylinder": [25, 86, 17]}, {"silver-cylinder": [81, 75, 18]}, {"azure-cube": [55, 27, 17]}, {"blue-star": [70, 47, 18]}, {"cyan-cube": [24, 58, 18]}]
Stack the white moon on top of the blue star
[ [ 83, 32, 30, 0, 60, 90, 1 ], [ 83, 32, 17, 0, 60, 90, 1 ], [ 83, 32, 17, 0, 60, 90, 0 ], [ 83, 32, 30, 0, 60, 90, 0 ], [ 70, 47, 30, 0, 60, 90, 0 ], [ 70, 47, 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|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 17, \"<|teal|><|cylinder|>\": 17, \"<|silver|><|cylinder|>\": 18, \"<|azure|><|cube|>\": 17, \"<|blue|><|star|>\": 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: Stack the white moon on top of the blue 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|><|white|><|triangular prism|><|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|><|azure|><|cube|><|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|><|white|><|moon|><|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|><|blue|><|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|><|cyan|><|cube|><|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|><|silver|><|cylinder|><|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|><|teal|><|cylinder|><|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 <|8-20|> with height 17\nTarget Placement Location: <|blue|><|star|> at <|11-17|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|white|><|moon|> at <|8-20|> with height 30\nStep 2: Lower to <|white|><|moon|> at <|8-20|> with height 17\nStep 3: Close gripper on <|white|><|moon|> at <|8-20|> with height 17\nStep 4: Lift <|white|><|moon|> at <|8-20|> to height 30\nStep 5: Move to <|blue|><|star|> location at <|11-17|> with height 30\nStep 6: Stack on top of <|blue|><|star|> location at <|11-17|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [83, 32, 30, 0, 60, 90, 1]\nStep 2: [83, 32, 17, 0, 60, 90, 1]\nStep 3: [83, 32, 17, 0, 60, 90, 0]\nStep 4: [83, 32, 30, 0, 60, 90, 0]\nStep 5: [70, 47, 30, 0, 60, 90, 0]\nStep 6: [70, 47, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|star|>": ["<|12-20|>", 18]}]
[{"<|white|><|container|>": ["<|2-3|>", 19]}]
LOCATE OBJECTS: Target Object: <|green|><|star|> found at <|12-20|> with height 18 Target Placement Location: <|white|><|container|> at <|2-3|> with height 19 PLAN ACTIONS: Step 1: Move above <|green|><|star|> at <|12-20|> with height 30 Step 2: Lower to <|green|><|star|> at <|12-20|> with height 18 Step 3: Close gripper on <|green|><|star|> at <|12-20|> with height 18 Step 4: Lift <|green|><|star|> at <|12-20|> to height 30 Step 5: Move to <|white|><|container|> location at <|2-3|> with height 30 Step 6: Place inside <|white|><|container|> location at <|2-3|> with height 19 and open gripper
[{"white-container": [14, 10, 19]}, {"gray-cube": [66, 44, 18]}, {"azure-triangular prism": [37, 55, 18]}, {"yellow-star": [29, 21, 18]}, {"green-star": [82, 51, 18]}, {"yellow-triangular prism": [66, 50, 17]}]
Pick up the green star and place it into the white container
[ [ 82, 51, 30, 0, 60, 90, 1 ], [ 82, 51, 18, 0, 60, 90, 1 ], [ 82, 51, 18, 0, 60, 90, 0 ], [ 82, 51, 30, 0, 60, 90, 0 ], [ 14, 10, 30, 0, 60, 90, 0 ], [ 14, 10, 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: {\"<|white|><|container|>\": 19, \"<|gray|><|cube|>\": 18, \"<|azure|><|triangular prism|>\": 18, \"<|yellow|><|star|>\": 18, \"<|green|><|star|>\": 18, \"<|yellow|><|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 star 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|><|white|><|container|><|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|><|star|><|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|><|gray|><|cube|><|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|><|yellow|><|triangular prism|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|green|><|star|><|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|><|azure|><|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|><|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|><|star|> found at <|12-20|> with height 18\nTarget Placement Location: <|white|><|container|> at <|2-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|green|><|star|> at <|12-20|> with height 30\nStep 2: Lower to <|green|><|star|> at <|12-20|> with height 18\nStep 3: Close gripper on <|green|><|star|> at <|12-20|> with height 18\nStep 4: Lift <|green|><|star|> at <|12-20|> to height 30\nStep 5: Move to <|white|><|container|> location at <|2-3|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|2-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [82, 51, 30, 0, 60, 90, 1]\nStep 2: [82, 51, 18, 0, 60, 90, 1]\nStep 3: [82, 51, 18, 0, 60, 90, 0]\nStep 4: [82, 51, 30, 0, 60, 90, 0]\nStep 5: [14, 10, 30, 0, 60, 90, 0]\nStep 6: [14, 10, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|triangular prism|>": ["<|6-7|>", 18]}]
[{"<|teal|><|container|>": ["<|17-8|>", 18]}]
LOCATE OBJECTS: Target Object: <|gray|><|triangular prism|> found at <|6-7|> with height 18 Target Placement Location: <|teal|><|container|> at <|17-8|> with height 18 PLAN ACTIONS: Step 1: Move above <|gray|><|triangular prism|> at <|6-7|> with height 30 Step 2: Lower to <|gray|><|triangular prism|> at <|6-7|> with height 18 Step 3: Close gripper on <|gray|><|triangular prism|> at <|6-7|> with height 18 Step 4: Lift <|gray|><|triangular prism|> at <|6-7|> to height 30 Step 5: Move to <|teal|><|container|> location at <|17-8|> with height 30 Step 6: Place inside <|teal|><|container|> location at <|17-8|> with height 18 and open gripper
[{"gray-star": [45, 56, 17]}, {"black-cube": [62, 51, 18]}, {"blue-star": [73, 47, 17]}, {"teal-container": [32, 70, 18]}, {"gray-triangular prism": [28, 24, 18]}]
Pick up the gray triangular prism and place it into the teal container
[ [ 28, 24, 30, 0, 60, 90, 1 ], [ 28, 24, 18, 0, 60, 90, 1 ], [ 28, 24, 18, 0, 60, 90, 0 ], [ 28, 24, 30, 0, 60, 90, 0 ], [ 32, 70, 30, 0, 60, 90, 0 ], [ 32, 70, 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|><|star|>\": 17, \"<|black|><|cube|>\": 18, \"<|blue|><|star|>\": 17, \"<|teal|><|container|>\": 18, \"<|gray|><|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 gray triangular prism and place it into the teal 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|><|gray|><|triangular prism|><|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|><|blue|><|star|><|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|><|black|><|cube|><|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|><|gray|><|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|><|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|><|teal|><|container|><|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: <|gray|><|triangular prism|> found at <|6-7|> with height 18\nTarget Placement Location: <|teal|><|container|> at <|17-8|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|triangular prism|> at <|6-7|> with height 30\nStep 2: Lower to <|gray|><|triangular prism|> at <|6-7|> with height 18\nStep 3: Close gripper on <|gray|><|triangular prism|> at <|6-7|> with height 18\nStep 4: Lift <|gray|><|triangular prism|> at <|6-7|> to height 30\nStep 5: Move to <|teal|><|container|> location at <|17-8|> with height 30\nStep 6: Place inside <|teal|><|container|> location at <|17-8|> with height 18 and open gripper\n\n</think>\n\nStep 1: [28, 24, 30, 0, 60, 90, 1]\nStep 2: [28, 24, 18, 0, 60, 90, 1]\nStep 3: [28, 24, 18, 0, 60, 90, 0]\nStep 4: [28, 24, 30, 0, 60, 90, 0]\nStep 5: [32, 70, 30, 0, 60, 90, 0]\nStep 6: [32, 70, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|green|><|triangular prism|>": ["<|20-9|>", 17]}]
[{"<|navy|><|star|>": ["<|11-10|>", 18]}]
LOCATE OBJECTS: Target Object: <|green|><|triangular prism|> found at <|20-9|> with height 17 Target Placement Location: <|navy|><|star|> at <|11-10|> with height 18 PLAN ACTIONS: Step 1: Move above <|green|><|triangular prism|> at <|20-9|> with height 30 Step 2: Lower to <|green|><|triangular prism|> at <|20-9|> with height 17 Step 3: Close gripper on <|green|><|triangular prism|> at <|20-9|> with height 17 Step 4: Lift <|green|><|triangular prism|> at <|20-9|> to height 30 Step 5: Move to <|navy|><|star|> location at <|11-10|> with height 30 Step 6: Stack on top of <|navy|><|star|> location at <|11-10|> with height 18 + 4 and open gripper
[{"green-triangular prism": [37, 82, 17]}, {"lime-cylinder": [51, 50, 17]}, {"blue-cube": [55, 39, 18]}, {"navy-star": [43, 47, 18]}, {"olive-cube": [81, 56, 17]}]
Stack the green triangular prism on top of the navy star
[ [ 37, 82, 30, 0, 60, 90, 1 ], [ 37, 82, 17, 0, 60, 90, 1 ], [ 37, 82, 17, 0, 60, 90, 0 ], [ 37, 82, 30, 0, 60, 90, 0 ], [ 43, 47, 30, 0, 60, 90, 0 ], [ 43, 47, 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|>\": 17, \"<|lime|><|cylinder|>\": 17, \"<|blue|><|cube|>\": 18, \"<|navy|><|star|>\": 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: Stack the green triangular prism on top of the navy 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|><|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|><|blue|><|cube|><|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|><|navy|><|star|><|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|><|lime|><|cylinder|><|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|><|olive|><|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|><|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|><|green|><|triangular prism|><|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 <|20-9|> with height 17\nTarget Placement Location: <|navy|><|star|> at <|11-10|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|green|><|triangular prism|> at <|20-9|> with height 30\nStep 2: Lower to <|green|><|triangular prism|> at <|20-9|> with height 17\nStep 3: Close gripper on <|green|><|triangular prism|> at <|20-9|> with height 17\nStep 4: Lift <|green|><|triangular prism|> at <|20-9|> to height 30\nStep 5: Move to <|navy|><|star|> location at <|11-10|> with height 30\nStep 6: Stack on top of <|navy|><|star|> location at <|11-10|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [37, 82, 30, 0, 60, 90, 1]\nStep 2: [37, 82, 17, 0, 60, 90, 1]\nStep 3: [37, 82, 17, 0, 60, 90, 0]\nStep 4: [37, 82, 30, 0, 60, 90, 0]\nStep 5: [43, 47, 30, 0, 60, 90, 0]\nStep 6: [43, 47, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cylinder|>": ["<|5-8|>", 17]}]
[{"<|green|><|star|>": ["<|6-7|>", 19]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cylinder|> found at <|5-8|> with height 17 Target Placement Location: <|green|><|star|> at <|6-7|> with height 19 PLAN ACTIONS: Step 1: Move above <|yellow|><|cylinder|> at <|5-8|> with height 30 Step 2: Lower to <|yellow|><|cylinder|> at <|5-8|> with height 17 Step 3: Close gripper on <|yellow|><|cylinder|> at <|5-8|> with height 17 Step 4: Lift <|yellow|><|cylinder|> at <|5-8|> to height 30 Step 5: Move to <|green|><|star|> location at <|6-7|> with height 30 Step 6: Stack on top of <|green|><|star|> location at <|6-7|> with height 19 + 4 and open gripper
[{"green-star": [30, 25, 19]}, {"magenta-cube": [77, 36, 17]}, {"blue-triangular prism": [78, 52, 17]}, {"green-cylinder": [31, 68, 17]}, {"gray-cylinder": [88, 72, 17]}, {"yellow-cylinder": [32, 20, 17]}]
Stack the yellow cylinder on top of the green star
[ [ 32, 20, 30, 0, 60, 90, 1 ], [ 32, 20, 17, 0, 60, 90, 1 ], [ 32, 20, 17, 0, 60, 90, 0 ], [ 32, 20, 30, 0, 60, 90, 0 ], [ 30, 25, 30, 0, 60, 90, 0 ], [ 30, 25, 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|><|star|>\": 19, \"<|magenta|><|cube|>\": 17, \"<|blue|><|triangular prism|>\": 17, \"<|green|><|cylinder|>\": 17, \"<|gray|><|cylinder|>\": 17, \"<|yellow|><|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 yellow cylinder 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|><|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|><|yellow|><|cylinder|><|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|><|green|><|star|><|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|><|magenta|><|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|><|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|><|blue|><|triangular prism|><|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|><|green|><|cylinder|><|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|><|gray|><|cylinder|><|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|><|cylinder|> found at <|5-8|> with height 17\nTarget Placement Location: <|green|><|star|> at <|6-7|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cylinder|> at <|5-8|> with height 30\nStep 2: Lower to <|yellow|><|cylinder|> at <|5-8|> with height 17\nStep 3: Close gripper on <|yellow|><|cylinder|> at <|5-8|> with height 17\nStep 4: Lift <|yellow|><|cylinder|> at <|5-8|> to height 30\nStep 5: Move to <|green|><|star|> location at <|6-7|> with height 30\nStep 6: Stack on top of <|green|><|star|> location at <|6-7|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [32, 20, 30, 0, 60, 90, 1]\nStep 2: [32, 20, 17, 0, 60, 90, 1]\nStep 3: [32, 20, 17, 0, 60, 90, 0]\nStep 4: [32, 20, 30, 0, 60, 90, 0]\nStep 5: [30, 25, 30, 0, 60, 90, 0]\nStep 6: [30, 25, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|black|><|cylinder|>": ["<|14-6|>", 18]}]
[{"<|lime|><|cylinder|>": ["<|14-11|>", 17]}]
LOCATE OBJECTS: Target Object: <|black|><|cylinder|> found at <|14-6|> with height 18 Target Placement Location: <|lime|><|cylinder|> at <|14-11|> with height 17 PLAN ACTIONS: Step 1: Move above <|black|><|cylinder|> at <|14-6|> with height 30 Step 2: Lower to <|black|><|cylinder|> at <|14-6|> with height 18 Step 3: Close gripper on <|black|><|cylinder|> at <|14-6|> with height 18 Step 4: Lift <|black|><|cylinder|> at <|14-6|> to height 30 Step 5: Move to <|lime|><|cylinder|> location at <|14-11|> with height 30 Step 6: Stack on top of <|lime|><|cylinder|> location at <|14-11|> with height 17 + 4 and open gripper
[{"silver-cube": [30, 56, 18]}, {"black-cylinder": [24, 58, 18]}, {"lime-cylinder": [46, 59, 17]}, {"silver-star": [38, 86, 17]}, {"yellow-star": [80, 72, 17]}]
Stack the black cylinder on top of the lime cylinder
[ [ 24, 58, 30, 0, 60, 90, 1 ], [ 24, 58, 18, 0, 60, 90, 1 ], [ 24, 58, 18, 0, 60, 90, 0 ], [ 24, 58, 30, 0, 60, 90, 0 ], [ 46, 59, 30, 0, 60, 90, 0 ], [ 46, 59, 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: {\"<|silver|><|cube|>\": 18, \"<|black|><|cylinder|>\": 18, \"<|lime|><|cylinder|>\": 17, \"<|silver|><|star|>\": 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 black cylinder on top of the lime 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|><|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|><|black|><|cylinder|><|14-7|><|silver|><|cube|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|lime|><|cylinder|><|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|><|yellow|><|star|><|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|><|silver|><|star|><|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 <|14-6|> with height 18\nTarget Placement Location: <|lime|><|cylinder|> at <|14-11|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cylinder|> at <|14-6|> with height 30\nStep 2: Lower to <|black|><|cylinder|> at <|14-6|> with height 18\nStep 3: Close gripper on <|black|><|cylinder|> at <|14-6|> with height 18\nStep 4: Lift <|black|><|cylinder|> at <|14-6|> to height 30\nStep 5: Move to <|lime|><|cylinder|> location at <|14-11|> with height 30\nStep 6: Stack on top of <|lime|><|cylinder|> location at <|14-11|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [24, 58, 30, 0, 60, 90, 1]\nStep 2: [24, 58, 18, 0, 60, 90, 1]\nStep 3: [24, 58, 18, 0, 60, 90, 0]\nStep 4: [24, 58, 30, 0, 60, 90, 0]\nStep 5: [46, 59, 30, 0, 60, 90, 0]\nStep 6: [46, 59, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|triangular prism|>": ["<|11-11|>", 17]}]
[{"<|rose|><|cylinder|>": ["<|15-21|>", 19]}]
LOCATE OBJECTS: Target Object: <|yellow|><|triangular prism|> found at <|11-11|> with height 17 Target Placement Location: <|rose|><|cylinder|> at <|15-21|> with height 19 PLAN ACTIONS: Step 1: Move above <|yellow|><|triangular prism|> at <|11-11|> with height 30 Step 2: Lower to <|yellow|><|triangular prism|> at <|11-11|> with height 17 Step 3: Close gripper on <|yellow|><|triangular prism|> at <|11-11|> with height 17 Step 4: Lift <|yellow|><|triangular prism|> at <|11-11|> to height 30 Step 5: Move to <|rose|><|cylinder|> location at <|15-21|> with height 30 Step 6: Stack on top of <|rose|><|cylinder|> location at <|15-21|> with height 19 + 4 and open gripper
[{"gray-moon": [86, 58, 18]}, {"magenta-star": [73, 39, 17]}, {"yellow-triangular prism": [47, 46, 17]}, {"rose-cylinder": [87, 61, 19]}, {"violet-star": [57, 50, 17]}]
Stack the yellow triangular prism on top of the rose cylinder
[ [ 47, 46, 30, 0, 60, 90, 1 ], [ 47, 46, 17, 0, 60, 90, 1 ], [ 47, 46, 17, 0, 60, 90, 0 ], [ 47, 46, 30, 0, 60, 90, 0 ], [ 87, 61, 30, 0, 60, 90, 0 ], [ 87, 61, 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: {\"<|gray|><|moon|>\": 18, \"<|magenta|><|star|>\": 17, \"<|yellow|><|triangular prism|>\": 17, \"<|rose|><|cylinder|>\": 19, \"<|violet|><|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 triangular prism 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|><|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|><|magenta|><|star|><|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|><|yellow|><|triangular prism|><|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|><|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|><|gray|><|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|><|rose|><|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|><|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|><|triangular prism|> found at <|11-11|> with height 17\nTarget Placement Location: <|rose|><|cylinder|> at <|15-21|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|triangular prism|> at <|11-11|> with height 30\nStep 2: Lower to <|yellow|><|triangular prism|> at <|11-11|> with height 17\nStep 3: Close gripper on <|yellow|><|triangular prism|> at <|11-11|> with height 17\nStep 4: Lift <|yellow|><|triangular prism|> at <|11-11|> to height 30\nStep 5: Move to <|rose|><|cylinder|> location at <|15-21|> with height 30\nStep 6: Stack on top of <|rose|><|cylinder|> location at <|15-21|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [47, 46, 30, 0, 60, 90, 1]\nStep 2: [47, 46, 17, 0, 60, 90, 1]\nStep 3: [47, 46, 17, 0, 60, 90, 0]\nStep 4: [47, 46, 30, 0, 60, 90, 0]\nStep 5: [87, 61, 30, 0, 60, 90, 0]\nStep 6: [87, 61, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|cylinder|>": ["<|14-10|>", 18]}]
[{"<|olive|><|cube|>": ["<|9-7|>", 19]}]
LOCATE OBJECTS: Target Object: <|maroon|><|cylinder|> found at <|14-10|> with height 18 Target Placement Location: <|olive|><|cube|> at <|9-7|> with height 19 PLAN ACTIONS: Step 1: Move above <|maroon|><|cylinder|> at <|14-10|> with height 30 Step 2: Lower to <|maroon|><|cylinder|> at <|14-10|> with height 18 Step 3: Close gripper on <|maroon|><|cylinder|> at <|14-10|> with height 18 Step 4: Lift <|maroon|><|cylinder|> at <|14-10|> to height 30 Step 5: Move to <|olive|><|cube|> location at <|9-7|> with height 30 Step 6: Stack on top of <|olive|><|cube|> location at <|9-7|> with height 19 + 4 and open gripper
[{"maroon-cylinder": [43, 58, 18]}, {"lime-triangular prism": [89, 70, 17]}, {"olive-cube": [29, 37, 19]}, {"lime-cube": [84, 77, 17]}, {"olive-triangular prism": [20, 41, 18]}, {"white-moon": [27, 55, 18]}, {"lime-moon": [72, 44, 18]}]
Stack the maroon cylinder on top of the olive cube
[ [ 43, 58, 30, 0, 60, 90, 1 ], [ 43, 58, 18, 0, 60, 90, 1 ], [ 43, 58, 18, 0, 60, 90, 0 ], [ 43, 58, 30, 0, 60, 90, 0 ], [ 29, 37, 30, 0, 60, 90, 0 ], [ 29, 37, 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|><|cylinder|>\": 18, \"<|lime|><|triangular prism|>\": 17, \"<|olive|><|cube|>\": 19, \"<|lime|><|cube|>\": 17, \"<|olive|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 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: Stack the maroon cylinder 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|><|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|><|olive|><|cube|><|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|><|olive|><|triangular prism|><|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|><|lime|><|moon|><|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|><|white|><|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|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|maroon|><|cylinder|><|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|><|lime|><|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|><|lime|><|cube|><|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|><|cylinder|> found at <|14-10|> with height 18\nTarget Placement Location: <|olive|><|cube|> at <|9-7|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|cylinder|> at <|14-10|> with height 30\nStep 2: Lower to <|maroon|><|cylinder|> at <|14-10|> with height 18\nStep 3: Close gripper on <|maroon|><|cylinder|> at <|14-10|> with height 18\nStep 4: Lift <|maroon|><|cylinder|> at <|14-10|> to height 30\nStep 5: Move to <|olive|><|cube|> location at <|9-7|> with height 30\nStep 6: Stack on top of <|olive|><|cube|> location at <|9-7|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [43, 58, 30, 0, 60, 90, 1]\nStep 2: [43, 58, 18, 0, 60, 90, 1]\nStep 3: [43, 58, 18, 0, 60, 90, 0]\nStep 4: [43, 58, 30, 0, 60, 90, 0]\nStep 5: [29, 37, 30, 0, 60, 90, 0]\nStep 6: [29, 37, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|yellow|><|cube|>": ["<|9-11|>", 17]}]
[{"<|violet|><|container|>": ["<|7-7|>", 18]}]
LOCATE OBJECTS: Target Object: <|yellow|><|cube|> found at <|9-11|> with height 17 Target Placement Location: <|violet|><|container|> at <|7-7|> with height 18 PLAN ACTIONS: Step 1: Move above <|yellow|><|cube|> at <|9-11|> with height 30 Step 2: Lower to <|yellow|><|cube|> at <|9-11|> with height 17 Step 3: Close gripper on <|yellow|><|cube|> at <|9-11|> with height 17 Step 4: Lift <|yellow|><|cube|> at <|9-11|> to height 30 Step 5: Move to <|violet|><|container|> location at <|7-7|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|7-7|> with height 18 and open gripper
[{"purple-cylinder": [42, 44, 18]}, {"violet-container": [30, 31, 18]}, {"yellow-cube": [46, 38, 17]}, {"rose-star": [69, 82, 17]}, {"navy-triangular prism": [46, 89, 17]}]
Pick up the yellow cube and place it into the violet container
[ [ 46, 38, 30, 0, 60, 90, 1 ], [ 46, 38, 17, 0, 60, 90, 1 ], [ 46, 38, 17, 0, 60, 90, 0 ], [ 46, 38, 30, 0, 60, 90, 0 ], [ 30, 31, 30, 0, 60, 90, 0 ], [ 30, 31, 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|>\": 18, \"<|violet|><|container|>\": 18, \"<|yellow|><|cube|>\": 17, \"<|rose|><|star|>\": 17, \"<|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 yellow cube 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|><|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|><|violet|><|container|><|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|><|yellow|><|cube|><|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|><|purple|><|cylinder|><|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|><|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|><|rose|><|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|><|navy|><|triangular prism|><|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 <|9-11|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|7-7|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cube|> at <|9-11|> with height 30\nStep 2: Lower to <|yellow|><|cube|> at <|9-11|> with height 17\nStep 3: Close gripper on <|yellow|><|cube|> at <|9-11|> with height 17\nStep 4: Lift <|yellow|><|cube|> at <|9-11|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|7-7|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|7-7|> with height 18 and open gripper\n\n</think>\n\nStep 1: [46, 38, 30, 0, 60, 90, 1]\nStep 2: [46, 38, 17, 0, 60, 90, 1]\nStep 3: [46, 38, 17, 0, 60, 90, 0]\nStep 4: [46, 38, 30, 0, 60, 90, 0]\nStep 5: [30, 31, 30, 0, 60, 90, 0]\nStep 6: [30, 31, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|magenta|><|triangular prism|>": ["<|5-17|>", 18]}]
[{"<|azure|><|container|>": ["<|14-8|>", 18]}]
LOCATE OBJECTS: Target Object: <|magenta|><|triangular prism|> found at <|5-17|> with height 18 Target Placement Location: <|azure|><|container|> at <|14-8|> with height 18 PLAN ACTIONS: Step 1: Move above <|magenta|><|triangular prism|> at <|5-17|> with height 30 Step 2: Lower to <|magenta|><|triangular prism|> at <|5-17|> with height 18 Step 3: Close gripper on <|magenta|><|triangular prism|> at <|5-17|> with height 18 Step 4: Lift <|magenta|><|triangular prism|> at <|5-17|> to height 30 Step 5: Move to <|azure|><|container|> location at <|14-8|> with height 30 Step 6: Place inside <|azure|><|container|> location at <|14-8|> with height 18 and open gripper
[{"red-triangular prism": [86, 35, 17]}, {"magenta-triangular prism": [70, 22, 18]}, {"teal-cylinder": [55, 37, 17]}, {"azure-container": [34, 56, 18]}, {"silver-star": [43, 50, 18]}]
Pick up the magenta triangular prism and place it into the azure container
[ [ 70, 22, 30, 0, 60, 90, 1 ], [ 70, 22, 18, 0, 60, 90, 1 ], [ 70, 22, 18, 0, 60, 90, 0 ], [ 70, 22, 30, 0, 60, 90, 0 ], [ 34, 56, 30, 0, 60, 90, 0 ], [ 34, 56, 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, \"<|magenta|><|triangular prism|>\": 18, \"<|teal|><|cylinder|>\": 17, \"<|azure|><|container|>\": 18, \"<|silver|><|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 magenta 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|><|magenta|><|triangular prism|><|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|><|red|><|triangular prism|><|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|><|teal|><|cylinder|><|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|><|silver|><|star|><|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|><|azure|><|container|><|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: <|magenta|><|triangular prism|> found at <|5-17|> with height 18\nTarget Placement Location: <|azure|><|container|> at <|14-8|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|triangular prism|> at <|5-17|> with height 30\nStep 2: Lower to <|magenta|><|triangular prism|> at <|5-17|> with height 18\nStep 3: Close gripper on <|magenta|><|triangular prism|> at <|5-17|> with height 18\nStep 4: Lift <|magenta|><|triangular prism|> at <|5-17|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|14-8|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|14-8|> with height 18 and open gripper\n\n</think>\n\nStep 1: [70, 22, 30, 0, 60, 90, 1]\nStep 2: [70, 22, 18, 0, 60, 90, 1]\nStep 3: [70, 22, 18, 0, 60, 90, 0]\nStep 4: [70, 22, 30, 0, 60, 90, 0]\nStep 5: [34, 56, 30, 0, 60, 90, 0]\nStep 6: [34, 56, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|cube|>": ["<|13-11|>", 17]}]
[{"<|teal|><|container|>": ["<|5-22|>", 17]}]
LOCATE OBJECTS: Target Object: <|rose|><|cube|> found at <|13-11|> with height 17 Target Placement Location: <|teal|><|container|> at <|5-22|> with height 17 PLAN ACTIONS: Step 1: Move above <|rose|><|cube|> at <|13-11|> with height 30 Step 2: Lower to <|rose|><|cube|> at <|13-11|> with height 17 Step 3: Close gripper on <|rose|><|cube|> at <|13-11|> with height 17 Step 4: Lift <|rose|><|cube|> at <|13-11|> to height 30 Step 5: Move to <|teal|><|container|> location at <|5-22|> with height 30 Step 6: Place inside <|teal|><|container|> location at <|5-22|> with height 17 and open gripper
[{"violet-star": [26, 82, 17]}, {"azure-star": [24, 58, 18]}, {"rose-cube": [47, 52, 17]}, {"green-triangular prism": [87, 46, 18]}, {"maroon-cylinder": [60, 63, 17]}, {"teal-container": [88, 20, 17]}]
Pick up the rose cube and place it into the teal container
[ [ 47, 52, 30, 0, 60, 90, 1 ], [ 47, 52, 17, 0, 60, 90, 1 ], [ 47, 52, 17, 0, 60, 90, 0 ], [ 47, 52, 30, 0, 60, 90, 0 ], [ 88, 20, 30, 0, 60, 90, 0 ], [ 88, 20, 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: {\"<|violet|><|star|>\": 17, \"<|azure|><|star|>\": 18, \"<|rose|><|cube|>\": 17, \"<|green|><|triangular prism|>\": 18, \"<|maroon|><|cylinder|>\": 17, \"<|teal|><|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 rose cube and place it into the teal 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|><|teal|><|container|><|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|><|green|><|triangular prism|><|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|><|rose|><|cube|><|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|><|azure|><|star|><|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|><|maroon|><|cylinder|><|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|><|violet|><|star|><|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|><|cube|> found at <|13-11|> with height 17\nTarget Placement Location: <|teal|><|container|> at <|5-22|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|cube|> at <|13-11|> with height 30\nStep 2: Lower to <|rose|><|cube|> at <|13-11|> with height 17\nStep 3: Close gripper on <|rose|><|cube|> at <|13-11|> with height 17\nStep 4: Lift <|rose|><|cube|> at <|13-11|> to height 30\nStep 5: Move to <|teal|><|container|> location at <|5-22|> with height 30\nStep 6: Place inside <|teal|><|container|> location at <|5-22|> with height 17 and open gripper\n\n</think>\n\nStep 1: [47, 52, 30, 0, 60, 90, 1]\nStep 2: [47, 52, 17, 0, 60, 90, 1]\nStep 3: [47, 52, 17, 0, 60, 90, 0]\nStep 4: [47, 52, 30, 0, 60, 90, 0]\nStep 5: [88, 20, 30, 0, 60, 90, 0]\nStep 6: [88, 20, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|cube|>": ["<|17-18|>", 18]}]
[{"<|rose|><|triangular prism|>": ["<|17-17|>", 18]}]
LOCATE OBJECTS: Target Object: <|olive|><|cube|> found at <|17-18|> with height 18 Target Placement Location: <|rose|><|triangular prism|> at <|17-17|> with height 18 PLAN ACTIONS: Step 1: Move above <|olive|><|cube|> at <|17-18|> with height 30 Step 2: Lower to <|olive|><|cube|> at <|17-18|> with height 18 Step 3: Close gripper on <|olive|><|cube|> at <|17-18|> with height 18 Step 4: Lift <|olive|><|cube|> at <|17-18|> to height 30 Step 5: Move to <|rose|><|triangular prism|> location at <|17-17|> with height 30 Step 6: Stack on top of <|rose|><|triangular prism|> location at <|17-17|> with height 18 + 4 and open gripper
[{"teal-triangular prism": [32, 62, 17]}, {"olive-cube": [74, 71, 18]}, {"cyan-cylinder": [33, 40, 18]}, {"purple-triangular prism": [46, 30, 18]}, {"rose-triangular prism": [69, 68, 18]}]
Stack the olive cube on top of the rose triangular prism
[ [ 74, 71, 30, 0, 60, 90, 1 ], [ 74, 71, 18, 0, 60, 90, 1 ], [ 74, 71, 18, 0, 60, 90, 0 ], [ 74, 71, 30, 0, 60, 90, 0 ], [ 69, 68, 30, 0, 60, 90, 0 ], [ 69, 68, 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|><|triangular prism|>\": 17, \"<|olive|><|cube|>\": 18, \"<|cyan|><|cylinder|>\": 18, \"<|purple|><|triangular prism|>\": 18, \"<|rose|><|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 olive cube on top of the rose 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|><|purple|><|triangular prism|><|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|><|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|><|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|><|teal|><|triangular prism|><|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|><|rose|><|triangular prism|><|17-18|><|olive|><|cube|><|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: <|olive|><|cube|> found at <|17-18|> with height 18\nTarget Placement Location: <|rose|><|triangular prism|> at <|17-17|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cube|> at <|17-18|> with height 30\nStep 2: Lower to <|olive|><|cube|> at <|17-18|> with height 18\nStep 3: Close gripper on <|olive|><|cube|> at <|17-18|> with height 18\nStep 4: Lift <|olive|><|cube|> at <|17-18|> to height 30\nStep 5: Move to <|rose|><|triangular prism|> location at <|17-17|> with height 30\nStep 6: Stack on top of <|rose|><|triangular prism|> location at <|17-17|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [74, 71, 30, 0, 60, 90, 1]\nStep 2: [74, 71, 18, 0, 60, 90, 1]\nStep 3: [74, 71, 18, 0, 60, 90, 0]\nStep 4: [74, 71, 30, 0, 60, 90, 0]\nStep 5: [69, 68, 30, 0, 60, 90, 0]\nStep 6: [69, 68, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|purple|><|cube|>": ["<|16-15|>", 17]}]
[{"<|lime|><|cylinder|>": ["<|5-3|>", 18]}]
LOCATE OBJECTS: Target Object: <|purple|><|cube|> found at <|16-15|> with height 17 Target Placement Location: <|lime|><|cylinder|> at <|5-3|> with height 18 PLAN ACTIONS: Step 1: Move above <|purple|><|cube|> at <|16-15|> with height 30 Step 2: Lower to <|purple|><|cube|> at <|16-15|> with height 17 Step 3: Close gripper on <|purple|><|cube|> at <|16-15|> with height 17 Step 4: Lift <|purple|><|cube|> at <|16-15|> to height 30 Step 5: Move to <|lime|><|cylinder|> location at <|5-3|> with height 30 Step 6: Stack on top of <|lime|><|cylinder|> location at <|5-3|> with height 18 + 4 and open gripper
[{"purple-triangular prism": [59, 62, 17]}, {"purple-cylinder": [72, 23, 18]}, {"purple-cube": [62, 64, 17]}, {"lime-cylinder": [15, 21, 18]}, {"magenta-cylinder": [56, 45, 18]}, {"silver-moon": [41, 29, 18]}, {"maroon-cylinder": [51, 31, 18]}]
Stack the purple cube on top of the lime cylinder
[ [ 62, 64, 30, 0, 60, 90, 1 ], [ 62, 64, 17, 0, 60, 90, 1 ], [ 62, 64, 17, 0, 60, 90, 0 ], [ 62, 64, 30, 0, 60, 90, 0 ], [ 15, 21, 30, 0, 60, 90, 0 ], [ 15, 21, 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: {\"<|purple|><|triangular prism|>\": 17, \"<|purple|><|cylinder|>\": 18, \"<|purple|><|cube|>\": 17, \"<|lime|><|cylinder|>\": 18, \"<|magenta|><|cylinder|>\": 18, \"<|silver|><|moon|>\": 18, \"<|maroon|><|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 cube on top of the lime 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|><|lime|><|cylinder|><|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|><|purple|><|cylinder|><|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|><|silver|><|moon|><|7-11|><|empty|><|7-12|><|maroon|><|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|><|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|><|magenta|><|cylinder|><|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|><|purple|><|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|><|purple|><|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: <|purple|><|cube|> found at <|16-15|> with height 17\nTarget Placement Location: <|lime|><|cylinder|> at <|5-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|cube|> at <|16-15|> with height 30\nStep 2: Lower to <|purple|><|cube|> at <|16-15|> with height 17\nStep 3: Close gripper on <|purple|><|cube|> at <|16-15|> with height 17\nStep 4: Lift <|purple|><|cube|> at <|16-15|> to height 30\nStep 5: Move to <|lime|><|cylinder|> location at <|5-3|> with height 30\nStep 6: Stack on top of <|lime|><|cylinder|> location at <|5-3|> with height 18 + 4 and open gripper\n\n</think>\n\nStep 1: [62, 64, 30, 0, 60, 90, 1]\nStep 2: [62, 64, 17, 0, 60, 90, 1]\nStep 3: [62, 64, 17, 0, 60, 90, 0]\nStep 4: [62, 64, 30, 0, 60, 90, 0]\nStep 5: [15, 21, 30, 0, 60, 90, 0]\nStep 6: [15, 21, 22, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|navy|><|cylinder|>": ["<|22-20|>", 17]}]
[{"<|yellow|><|star|>": ["<|9-7|>", 17]}]
LOCATE OBJECTS: Target Object: <|navy|><|cylinder|> found at <|22-20|> with height 17 Target Placement Location: <|yellow|><|star|> at <|9-7|> with height 17 PLAN ACTIONS: Step 1: Move above <|navy|><|cylinder|> at <|22-20|> with height 30 Step 2: Lower to <|navy|><|cylinder|> at <|22-20|> with height 17 Step 3: Close gripper on <|navy|><|cylinder|> at <|22-20|> with height 17 Step 4: Lift <|navy|><|cylinder|> at <|22-20|> to height 30 Step 5: Move to <|yellow|><|star|> location at <|9-7|> with height 30 Step 6: Stack on top of <|yellow|><|star|> location at <|9-7|> with height 17 + 4 and open gripper
[{"maroon-triangular prism": [83, 25, 17]}, {"magenta-triangular prism": [85, 33, 18]}, {"yellow-star": [31, 39, 17]}, {"navy-cylinder": [81, 90, 17]}, {"black-cube": [86, 30, 17]}]
Stack the navy cylinder on top of the yellow star
[ [ 81, 90, 30, 0, 60, 90, 1 ], [ 81, 90, 17, 0, 60, 90, 1 ], [ 81, 90, 17, 0, 60, 90, 0 ], [ 81, 90, 30, 0, 60, 90, 0 ], [ 31, 39, 30, 0, 60, 90, 0 ], [ 31, 39, 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|><|triangular prism|>\": 17, \"<|magenta|><|triangular prism|>\": 18, \"<|yellow|><|star|>\": 17, \"<|navy|><|cylinder|>\": 17, \"<|black|><|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 navy 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|><|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|><|maroon|><|triangular prism|><|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|><|black|><|cube|><|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|><|magenta|><|triangular prism|><|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|><|yellow|><|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|><|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|><|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|><|cylinder|><|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 <|22-20|> with height 17\nTarget Placement Location: <|yellow|><|star|> at <|9-7|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cylinder|> at <|22-20|> with height 30\nStep 2: Lower to <|navy|><|cylinder|> at <|22-20|> with height 17\nStep 3: Close gripper on <|navy|><|cylinder|> at <|22-20|> with height 17\nStep 4: Lift <|navy|><|cylinder|> at <|22-20|> to height 30\nStep 5: Move to <|yellow|><|star|> location at <|9-7|> with height 30\nStep 6: Stack on top of <|yellow|><|star|> location at <|9-7|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [81, 90, 30, 0, 60, 90, 1]\nStep 2: [81, 90, 17, 0, 60, 90, 1]\nStep 3: [81, 90, 17, 0, 60, 90, 0]\nStep 4: [81, 90, 30, 0, 60, 90, 0]\nStep 5: [31, 39, 30, 0, 60, 90, 0]\nStep 6: [31, 39, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|blue|><|star|>": ["<|22-13|>", 17]}]
[{"<|violet|><|container|>": ["<|7-10|>", 17]}]
LOCATE OBJECTS: Target Object: <|blue|><|star|> found at <|22-13|> with height 17 Target Placement Location: <|violet|><|container|> at <|7-10|> with height 17 PLAN ACTIONS: Step 1: Move above <|blue|><|star|> at <|22-13|> with height 30 Step 2: Lower to <|blue|><|star|> at <|22-13|> with height 17 Step 3: Close gripper on <|blue|><|star|> at <|22-13|> with height 17 Step 4: Lift <|blue|><|star|> at <|22-13|> to height 30 Step 5: Move to <|violet|><|container|> location at <|7-10|> with height 30 Step 6: Place inside <|violet|><|container|> location at <|7-10|> with height 17 and open gripper
[{"azure-triangular prism": [51, 60, 17]}, {"teal-cube": [55, 36, 17]}, {"violet-container": [43, 28, 17]}, {"purple-cylinder": [55, 66, 17]}, {"rose-cylinder": [82, 22, 17]}, {"blue-star": [54, 89, 17]}]
Pick up the blue star and place it into the violet container
[ [ 54, 89, 30, 0, 60, 90, 1 ], [ 54, 89, 17, 0, 60, 90, 1 ], [ 54, 89, 17, 0, 60, 90, 0 ], [ 54, 89, 30, 0, 60, 90, 0 ], [ 43, 28, 30, 0, 60, 90, 0 ], [ 43, 28, 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|><|triangular prism|>\": 17, \"<|teal|><|cube|>\": 17, \"<|violet|><|container|>\": 17, \"<|purple|><|cylinder|>\": 17, \"<|rose|><|cylinder|>\": 17, \"<|blue|><|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 blue 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|><|rose|><|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|><|violet|><|container|><|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|><|teal|><|cube|><|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|><|azure|><|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|><|purple|><|cylinder|><|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|><|blue|><|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: <|blue|><|star|> found at <|22-13|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|7-10|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|star|> at <|22-13|> with height 30\nStep 2: Lower to <|blue|><|star|> at <|22-13|> with height 17\nStep 3: Close gripper on <|blue|><|star|> at <|22-13|> with height 17\nStep 4: Lift <|blue|><|star|> at <|22-13|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|7-10|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|7-10|> with height 17 and open gripper\n\n</think>\n\nStep 1: [54, 89, 30, 0, 60, 90, 1]\nStep 2: [54, 89, 17, 0, 60, 90, 1]\nStep 3: [54, 89, 17, 0, 60, 90, 0]\nStep 4: [54, 89, 30, 0, 60, 90, 0]\nStep 5: [43, 28, 30, 0, 60, 90, 0]\nStep 6: [43, 28, 17, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|star|>": ["<|15-21|>", 17]}]
[{"<|red|><|container|>": ["<|5-12|>", 18]}]
LOCATE OBJECTS: Target Object: <|olive|><|star|> found at <|15-21|> with height 17 Target Placement Location: <|red|><|container|> at <|5-12|> with height 18 PLAN ACTIONS: Step 1: Move above <|olive|><|star|> at <|15-21|> with height 30 Step 2: Lower to <|olive|><|star|> at <|15-21|> with height 17 Step 3: Close gripper on <|olive|><|star|> at <|15-21|> with height 17 Step 4: Lift <|olive|><|star|> at <|15-21|> to height 30 Step 5: Move to <|red|><|container|> location at <|5-12|> with height 30 Step 6: Place inside <|red|><|container|> location at <|5-12|> with height 18 and open gripper
[{"blue-star": [32, 67, 18]}, {"silver-cylinder": [53, 46, 17]}, {"white-moon": [67, 34, 18]}, {"red-container": [48, 20, 18]}, {"olive-star": [87, 61, 17]}, {"silver-star": [90, 87, 17]}]
Pick up the olive star and place it into the red container
[ [ 87, 61, 30, 0, 60, 90, 1 ], [ 87, 61, 17, 0, 60, 90, 1 ], [ 87, 61, 17, 0, 60, 90, 0 ], [ 87, 61, 30, 0, 60, 90, 0 ], [ 48, 20, 30, 0, 60, 90, 0 ], [ 48, 20, 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|><|star|>\": 18, \"<|silver|><|cylinder|>\": 17, \"<|white|><|moon|>\": 18, \"<|red|><|container|>\": 18, \"<|olive|><|star|>\": 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 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|><|red|><|container|><|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|><|white|><|moon|><|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|><|silver|><|cylinder|><|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|><|olive|><|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|><|blue|><|star|><|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|><|silver|><|star|><|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 <|15-21|> with height 17\nTarget Placement Location: <|red|><|container|> at <|5-12|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|15-21|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|15-21|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|15-21|> with height 17\nStep 4: Lift <|olive|><|star|> at <|15-21|> to height 30\nStep 5: Move to <|red|><|container|> location at <|5-12|> with height 30\nStep 6: Place inside <|red|><|container|> location at <|5-12|> with height 18 and open gripper\n\n</think>\n\nStep 1: [87, 61, 30, 0, 60, 90, 1]\nStep 2: [87, 61, 17, 0, 60, 90, 1]\nStep 3: [87, 61, 17, 0, 60, 90, 0]\nStep 4: [87, 61, 30, 0, 60, 90, 0]\nStep 5: [48, 20, 30, 0, 60, 90, 0]\nStep 6: [48, 20, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|cube|>": ["<|15-12|>", 17]}]
[{"<|olive|><|triangular prism|>": ["<|6-12|>", 19]}]
LOCATE OBJECTS: Target Object: <|gray|><|cube|> found at <|15-12|> with height 17 Target Placement Location: <|olive|><|triangular prism|> at <|6-12|> with height 19 PLAN ACTIONS: Step 1: Move above <|gray|><|cube|> at <|15-12|> with height 30 Step 2: Lower to <|gray|><|cube|> at <|15-12|> with height 17 Step 3: Close gripper on <|gray|><|cube|> at <|15-12|> with height 17 Step 4: Lift <|gray|><|cube|> at <|15-12|> to height 30 Step 5: Move to <|olive|><|triangular prism|> location at <|6-12|> with height 30 Step 6: Stack on top of <|olive|><|triangular prism|> location at <|6-12|> with height 19 + 4 and open gripper
[{"cyan-cylinder": [81, 82, 17]}, {"navy-star": [24, 39, 18]}, {"yellow-star": [23, 58, 18]}, {"olive-triangular prism": [48, 25, 19]}, {"blue-cube": [73, 63, 18]}, {"violet-star": [25, 69, 18]}, {"gray-cube": [50, 63, 17]}]
Stack the gray cube on top of the olive triangular prism
[ [ 50, 63, 30, 0, 60, 90, 1 ], [ 50, 63, 17, 0, 60, 90, 1 ], [ 50, 63, 17, 0, 60, 90, 0 ], [ 50, 63, 30, 0, 60, 90, 0 ], [ 48, 25, 30, 0, 60, 90, 0 ], [ 48, 25, 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: {\"<|cyan|><|cylinder|>\": 17, \"<|navy|><|star|>\": 18, \"<|yellow|><|star|>\": 18, \"<|olive|><|triangular prism|>\": 19, \"<|blue|><|cube|>\": 18, \"<|violet|><|star|>\": 18, \"<|gray|><|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 gray cube on top of the olive 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|><|olive|><|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|><|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|><|navy|><|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|><|yellow|><|star|><|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|><|cube|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|blue|><|cube|><|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|><|violet|><|star|><|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|><|cyan|><|cylinder|><|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|><|cube|> found at <|15-12|> with height 17\nTarget Placement Location: <|olive|><|triangular prism|> at <|6-12|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cube|> at <|15-12|> with height 30\nStep 2: Lower to <|gray|><|cube|> at <|15-12|> with height 17\nStep 3: Close gripper on <|gray|><|cube|> at <|15-12|> with height 17\nStep 4: Lift <|gray|><|cube|> at <|15-12|> to height 30\nStep 5: Move to <|olive|><|triangular prism|> location at <|6-12|> with height 30\nStep 6: Stack on top of <|olive|><|triangular prism|> location at <|6-12|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [50, 63, 30, 0, 60, 90, 1]\nStep 2: [50, 63, 17, 0, 60, 90, 1]\nStep 3: [50, 63, 17, 0, 60, 90, 0]\nStep 4: [50, 63, 30, 0, 60, 90, 0]\nStep 5: [48, 25, 30, 0, 60, 90, 0]\nStep 6: [48, 25, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|white|><|triangular prism|>": ["<|20-17|>", 18]}]
[{"<|teal|><|cylinder|>": ["<|3-14|>", 17]}]
LOCATE OBJECTS: Target Object: <|white|><|triangular prism|> found at <|20-17|> with height 18 Target Placement Location: <|teal|><|cylinder|> at <|3-14|> with height 17 PLAN ACTIONS: Step 1: Move above <|white|><|triangular prism|> at <|20-17|> with height 30 Step 2: Lower to <|white|><|triangular prism|> at <|20-17|> with height 18 Step 3: Close gripper on <|white|><|triangular prism|> at <|20-17|> with height 18 Step 4: Lift <|white|><|triangular prism|> at <|20-17|> to height 30 Step 5: Move to <|teal|><|cylinder|> location at <|3-14|> with height 30 Step 6: Stack on top of <|teal|><|cylinder|> location at <|3-14|> with height 17 + 4 and open gripper
[{"white-triangular prism": [69, 83, 18]}, {"teal-cylinder": [59, 13, 17]}, {"olive-moon": [77, 64, 17]}, {"purple-triangular prism": [66, 54, 18]}, {"azure-moon": [25, 85, 17]}]
Stack the white triangular prism on top of the teal cylinder
[ [ 69, 83, 30, 0, 60, 90, 1 ], [ 69, 83, 18, 0, 60, 90, 1 ], [ 69, 83, 18, 0, 60, 90, 0 ], [ 69, 83, 30, 0, 60, 90, 0 ], [ 59, 13, 30, 0, 60, 90, 0 ], [ 59, 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: {\"<|white|><|triangular prism|>\": 18, \"<|teal|><|cylinder|>\": 17, \"<|olive|><|moon|>\": 17, \"<|purple|><|triangular prism|>\": 18, \"<|azure|><|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 white triangular prism on top of the teal 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|><|teal|><|cylinder|><|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|><|purple|><|triangular prism|><|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|><|olive|><|moon|><|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|><|white|><|triangular prism|><|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|><|moon|><|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 <|20-17|> with height 18\nTarget Placement Location: <|teal|><|cylinder|> at <|3-14|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|white|><|triangular prism|> at <|20-17|> with height 30\nStep 2: Lower to <|white|><|triangular prism|> at <|20-17|> with height 18\nStep 3: Close gripper on <|white|><|triangular prism|> at <|20-17|> with height 18\nStep 4: Lift <|white|><|triangular prism|> at <|20-17|> to height 30\nStep 5: Move to <|teal|><|cylinder|> location at <|3-14|> with height 30\nStep 6: Stack on top of <|teal|><|cylinder|> location at <|3-14|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [69, 83, 30, 0, 60, 90, 1]\nStep 2: [69, 83, 18, 0, 60, 90, 1]\nStep 3: [69, 83, 18, 0, 60, 90, 0]\nStep 4: [69, 83, 30, 0, 60, 90, 0]\nStep 5: [59, 13, 30, 0, 60, 90, 0]\nStep 6: [59, 13, 21, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|rose|><|moon|>": ["<|15-13|>", 18]}]
[{"<|gray|><|container|>": ["<|4-6|>", 19]}]
LOCATE OBJECTS: Target Object: <|rose|><|moon|> found at <|15-13|> with height 18 Target Placement Location: <|gray|><|container|> at <|4-6|> with height 19 PLAN ACTIONS: Step 1: Move above <|rose|><|moon|> at <|15-13|> with height 30 Step 2: Lower to <|rose|><|moon|> at <|15-13|> with height 18 Step 3: Close gripper on <|rose|><|moon|> at <|15-13|> with height 18 Step 4: Lift <|rose|><|moon|> at <|15-13|> to height 30 Step 5: Move to <|gray|><|container|> location at <|4-6|> with height 30 Step 6: Place inside <|gray|><|container|> location at <|4-6|> with height 19 and open gripper
[{"rose-moon": [54, 60, 18]}, {"purple-triangular prism": [28, 55, 18]}, {"gray-triangular prism": [43, 45, 17]}, {"purple-cylinder": [45, 58, 18]}, {"gray-container": [27, 17, 19]}]
Pick up the rose moon and place it into the gray container
[ [ 54, 60, 30, 0, 60, 90, 1 ], [ 54, 60, 18, 0, 60, 90, 1 ], [ 54, 60, 18, 0, 60, 90, 0 ], [ 54, 60, 30, 0, 60, 90, 0 ], [ 27, 17, 30, 0, 60, 90, 0 ], [ 27, 17, 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: {\"<|rose|><|moon|>\": 18, \"<|purple|><|triangular prism|>\": 18, \"<|gray|><|triangular prism|>\": 17, \"<|purple|><|cylinder|>\": 18, \"<|gray|><|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 rose moon 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|><|gray|><|container|><|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|><|gray|><|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|><|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|><|purple|><|triangular prism|><|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|><|purple|><|cylinder|><|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|><|rose|><|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|><|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 <|15-13|> with height 18\nTarget Placement Location: <|gray|><|container|> at <|4-6|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|15-13|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|15-13|> with height 18\nStep 3: Close gripper on <|rose|><|moon|> at <|15-13|> with height 18\nStep 4: Lift <|rose|><|moon|> at <|15-13|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|4-6|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|4-6|> with height 19 and open gripper\n\n</think>\n\nStep 1: [54, 60, 30, 0, 60, 90, 1]\nStep 2: [54, 60, 18, 0, 60, 90, 1]\nStep 3: [54, 60, 18, 0, 60, 90, 0]\nStep 4: [54, 60, 30, 0, 60, 90, 0]\nStep 5: [27, 17, 30, 0, 60, 90, 0]\nStep 6: [27, 17, 19, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|olive|><|star|>": ["<|8-12|>", 17]}]
[{"<|cyan|><|cylinder|>": ["<|18-13|>", 19]}]
LOCATE OBJECTS: Target Object: <|olive|><|star|> found at <|8-12|> with height 17 Target Placement Location: <|cyan|><|cylinder|> at <|18-13|> with height 19 PLAN ACTIONS: Step 1: Move above <|olive|><|star|> at <|8-12|> with height 30 Step 2: Lower to <|olive|><|star|> at <|8-12|> with height 17 Step 3: Close gripper on <|olive|><|star|> at <|8-12|> with height 17 Step 4: Lift <|olive|><|star|> at <|8-12|> to height 30 Step 5: Move to <|cyan|><|cylinder|> location at <|18-13|> with height 30 Step 6: Stack on top of <|cyan|><|cylinder|> location at <|18-13|> with height 19 + 4 and open gripper
[{"green-star": [31, 33, 18]}, {"green-moon": [55, 59, 18]}, {"navy-star": [36, 79, 17]}, {"cyan-cylinder": [53, 74, 19]}, {"purple-triangular prism": [79, 41, 17]}, {"olive-star": [50, 32, 17]}]
Stack the olive star on top of the cyan cylinder
[ [ 50, 32, 30, 0, 60, 90, 1 ], [ 50, 32, 17, 0, 60, 90, 1 ], [ 50, 32, 17, 0, 60, 90, 0 ], [ 50, 32, 30, 0, 60, 90, 0 ], [ 53, 74, 30, 0, 60, 90, 0 ], [ 53, 74, 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|><|star|>\": 18, \"<|green|><|moon|>\": 18, \"<|navy|><|star|>\": 17, \"<|cyan|><|cylinder|>\": 19, \"<|purple|><|triangular prism|>\": 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 olive star 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|><|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|><|green|><|star|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|olive|><|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|><|purple|><|triangular prism|><|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|><|green|><|moon|><|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|><|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|><|navy|><|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|><|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|><|star|> found at <|8-12|> with height 17\nTarget Placement Location: <|cyan|><|cylinder|> at <|18-13|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|8-12|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|8-12|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|8-12|> with height 17\nStep 4: Lift <|olive|><|star|> at <|8-12|> to height 30\nStep 5: Move to <|cyan|><|cylinder|> location at <|18-13|> with height 30\nStep 6: Stack on top of <|cyan|><|cylinder|> location at <|18-13|> with height 19 + 4 and open gripper\n\n</think>\n\nStep 1: [50, 32, 30, 0, 60, 90, 1]\nStep 2: [50, 32, 17, 0, 60, 90, 1]\nStep 3: [50, 32, 17, 0, 60, 90, 0]\nStep 4: [50, 32, 30, 0, 60, 90, 0]\nStep 5: [53, 74, 30, 0, 60, 90, 0]\nStep 6: [53, 74, 23, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|maroon|><|moon|>": ["<|6-20|>", 18]}]
[{"<|purple|><|container|>": ["<|12-16|>", 18]}]
LOCATE OBJECTS: Target Object: <|maroon|><|moon|> found at <|6-20|> with height 18 Target Placement Location: <|purple|><|container|> at <|12-16|> with height 18 PLAN ACTIONS: Step 1: Move above <|maroon|><|moon|> at <|6-20|> with height 30 Step 2: Lower to <|maroon|><|moon|> at <|6-20|> with height 18 Step 3: Close gripper on <|maroon|><|moon|> at <|6-20|> with height 18 Step 4: Lift <|maroon|><|moon|> at <|6-20|> to height 30 Step 5: Move to <|purple|><|container|> location at <|12-16|> with height 30 Step 6: Place inside <|purple|><|container|> location at <|12-16|> with height 18 and open gripper
[{"navy-triangular prism": [57, 28, 18]}, {"navy-moon": [23, 20, 17]}, {"navy-star": [69, 65, 17]}, {"purple-container": [67, 49, 18]}, {"magenta-cube": [34, 23, 18]}, {"maroon-moon": [81, 27, 18]}]
Pick up the maroon moon and place it into the purple container
[ [ 81, 27, 30, 0, 60, 90, 1 ], [ 81, 27, 18, 0, 60, 90, 1 ], [ 81, 27, 18, 0, 60, 90, 0 ], [ 81, 27, 30, 0, 60, 90, 0 ], [ 67, 49, 30, 0, 60, 90, 0 ], [ 67, 49, 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, \"<|navy|><|moon|>\": 17, \"<|navy|><|star|>\": 17, \"<|purple|><|container|>\": 18, \"<|magenta|><|cube|>\": 18, \"<|maroon|><|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 maroon moon 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|><|navy|><|moon|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|magenta|><|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|><|maroon|><|moon|><|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|><|navy|><|triangular prism|><|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|><|purple|><|container|><|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|><|navy|><|star|><|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 <|6-20|> with height 18\nTarget Placement Location: <|purple|><|container|> at <|12-16|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|6-20|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|6-20|> with height 18\nStep 3: Close gripper on <|maroon|><|moon|> at <|6-20|> with height 18\nStep 4: Lift <|maroon|><|moon|> at <|6-20|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|12-16|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|12-16|> with height 18 and open gripper\n\n</think>\n\nStep 1: [81, 27, 30, 0, 60, 90, 1]\nStep 2: [81, 27, 18, 0, 60, 90, 1]\nStep 3: [81, 27, 18, 0, 60, 90, 0]\nStep 4: [81, 27, 30, 0, 60, 90, 0]\nStep 5: [67, 49, 30, 0, 60, 90, 0]\nStep 6: [67, 49, 18, 0, 60, 90, 1]", "role": "assistant" } ]
[{"<|gray|><|moon|>": ["<|15-17|>", 17]}]
[{"<|maroon|><|triangular prism|>": ["<|9-15|>", 17]}]
LOCATE OBJECTS: Target Object: <|gray|><|moon|> found at <|15-17|> with height 17 Target Placement Location: <|maroon|><|triangular prism|> at <|9-15|> with height 17 PLAN ACTIONS: Step 1: Move above <|gray|><|moon|> at <|15-17|> with height 30 Step 2: Lower to <|gray|><|moon|> at <|15-17|> with height 17 Step 3: Close gripper on <|gray|><|moon|> at <|15-17|> with height 17 Step 4: Lift <|gray|><|moon|> at <|15-17|> to height 30 Step 5: Move to <|maroon|><|triangular prism|> location at <|9-15|> with height 30 Step 6: Stack on top of <|maroon|><|triangular prism|> location at <|9-15|> with height 17 + 4 and open gripper
[{"maroon-triangular prism": [60, 36, 17]}, {"silver-triangular prism": [77, 69, 17]}, {"blue-triangular prism": [76, 57, 18]}, {"gray-moon": [69, 63, 17]}, {"navy-moon": [24, 63, 18]}]
Stack the gray moon on top of the maroon triangular prism
[ [ 69, 63, 30, 0, 60, 90, 1 ], [ 69, 63, 17, 0, 60, 90, 1 ], [ 69, 63, 17, 0, 60, 90, 0 ], [ 69, 63, 30, 0, 60, 90, 0 ], [ 60, 36, 30, 0, 60, 90, 0 ], [ 60, 36, 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|><|triangular prism|>\": 17, \"<|silver|><|triangular prism|>\": 17, \"<|blue|><|triangular prism|>\": 18, \"<|gray|><|moon|>\": 17, \"<|navy|><|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 gray moon 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|><|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|><|maroon|><|triangular prism|><|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|><|blue|><|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|><|navy|><|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|><|gray|><|moon|><|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|><|silver|><|triangular prism|><|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: <|gray|><|moon|> found at <|15-17|> with height 17\nTarget Placement Location: <|maroon|><|triangular prism|> at <|9-15|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|moon|> at <|15-17|> with height 30\nStep 2: Lower to <|gray|><|moon|> at <|15-17|> with height 17\nStep 3: Close gripper on <|gray|><|moon|> at <|15-17|> with height 17\nStep 4: Lift <|gray|><|moon|> at <|15-17|> to height 30\nStep 5: Move to <|maroon|><|triangular prism|> location at <|9-15|> with height 30\nStep 6: Stack on top of <|maroon|><|triangular prism|> location at <|9-15|> with height 17 + 4 and open gripper\n\n</think>\n\nStep 1: [69, 63, 30, 0, 60, 90, 1]\nStep 2: [69, 63, 17, 0, 60, 90, 1]\nStep 3: [69, 63, 17, 0, 60, 90, 0]\nStep 4: [69, 63, 30, 0, 60, 90, 0]\nStep 5: [60, 36, 30, 0, 60, 90, 0]\nStep 6: [60, 36, 21, 0, 60, 90, 1]", "role": "assistant" } ]