Source_Obj
stringlengths 51
69
| Target_Obj
stringlengths 51
69
| Thinking
stringlengths 669
810
| Object
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| instruction
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| solution
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| Conversation
listlengths 2
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---|---|---|---|---|---|---|
[{"<|gray|><|triangular prism|>": ["<|4-2|><|local-3-3|>", 18]}] | [{"<|cyan|><|cube|>": ["<|13-22|><|local-2-2|>", 17]}] | LOCATE OBJECTS:
Target Object: <|gray|><|triangular prism|> found at <|4-2|><|local-3-3|> with height 18
Target Placement Location: <|cyan|><|cube|> at <|13-22|><|local-2-2|> with height 17
PLAN ACTIONS:
Step 1: Move above <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> with height 30
Step 2: Lower to <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> with height 18
Step 3: Close gripper on <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> with height 18
Step 4: Lift <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> to height 30
Step 5: Move to <|cyan|><|cube|> location at <|13-22|><|local-2-2|> with height 30
Step 6: Stack on top of <|cyan|><|cube|> location at <|13-22|><|local-2-2|> with height 17 + 5 and open gripper
| [{"black-cylinder": [97, 3, 18]}, {"cyan-cube": [54, 90, 17]}, {"gray-triangular prism": [19, 11, 18]}, {"black-triangular prism": [41, 37, 18]}, {"white-cube": [59, 64, 18]}] | Stack the gray triangular prism on top of the cyan cube | [
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[
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60,
90,
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[
54,
90,
22,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|black|><|cylinder|>\": 18, \"<|cyan|><|cube|>\": 17, \"<|gray|><|triangular prism|>\": 18, \"<|black|><|triangular prism|>\": 18, \"<|white|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 triangular prism on top of the cyan 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|><|local-3-3|><|gray|><|triangular prism|><|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|><|local-1-1|><|black|><|triangular prism|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|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|><|local-2-2|><|cyan|><|cube|><|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|><|local-3-0|><|white|><|cube|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|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|><|local-1-3|><|black|><|cylinder|><|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 <|4-2|><|local-3-3|> with height 18\nTarget Placement Location: <|cyan|><|cube|> at <|13-22|><|local-2-2|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> with height 30\nStep 2: Lower to <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> with height 18\nStep 3: Close gripper on <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> with height 18\nStep 4: Lift <|gray|><|triangular prism|> at <|4-2|><|local-3-3|> to height 30\nStep 5: Move to <|cyan|><|cube|> location at <|13-22|><|local-2-2|> with height 30\nStep 6: Stack on top of <|cyan|><|cube|> location at <|13-22|><|local-2-2|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|4-2|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|4-2|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|4-2|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|4-2|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|13-22|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|13-22|>\", \"<|local-2-2|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cube|>": ["<|8-9|><|local-2-2|>", 17]}] | [{"<|blue|><|container|>": ["<|20-8|><|local-1-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cube|> found at <|8-9|><|local-2-2|> with height 17
Target Placement Location: <|blue|><|container|> at <|20-8|><|local-1-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|blue|><|cube|> at <|8-9|><|local-2-2|> with height 30
Step 2: Lower to <|blue|><|cube|> at <|8-9|><|local-2-2|> with height 17
Step 3: Close gripper on <|blue|><|cube|> at <|8-9|><|local-2-2|> with height 17
Step 4: Lift <|blue|><|cube|> at <|8-9|><|local-2-2|> to height 30
Step 5: Move to <|blue|><|container|> location at <|20-8|><|local-1-0|> with height 30
Step 6: Place inside <|blue|><|container|> location at <|20-8|><|local-1-0|> with height 17 and open gripper
| [{"azure-star": [50, 7, 17]}, {"black-cube": [89, 46, 18]}, {"blue-cube": [34, 38, 17]}, {"olive-cube": [57, 89, 18]}, {"blue-container": [81, 32, 17]}, {"rose-cube": [73, 84, 17]}] | Pick up the blue cube and place it into the blue container | [
[
34,
38,
30,
0,
60,
90,
1
],
[
34,
38,
17,
0,
60,
90,
1
],
[
34,
38,
17,
0,
60,
90,
0
],
[
34,
38,
30,
0,
60,
90,
0
],
[
81,
32,
30,
0,
60,
90,
0
],
[
81,
32,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|star|>\": 17, \"<|black|><|cube|>\": 18, \"<|blue|><|cube|>\": 17, \"<|olive|><|cube|>\": 18, \"<|blue|><|container|>\": 17, \"<|rose|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cube 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|><|local-2-2|><|blue|><|cube|><|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|><|local-2-3|><|azure|><|star|><|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|><|local-1-1|><|olive|><|cube|><|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|><|local-1-0|><|rose|><|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|><|local-1-0|><|blue|><|container|><|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|><|local-1-2|><|black|><|cube|><|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|><|cube|> found at <|8-9|><|local-2-2|> with height 17\nTarget Placement Location: <|blue|><|container|> at <|20-8|><|local-1-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cube|> at <|8-9|><|local-2-2|> with height 30\nStep 2: Lower to <|blue|><|cube|> at <|8-9|><|local-2-2|> with height 17\nStep 3: Close gripper on <|blue|><|cube|> at <|8-9|><|local-2-2|> with height 17\nStep 4: Lift <|blue|><|cube|> at <|8-9|><|local-2-2|> to height 30\nStep 5: Move to <|blue|><|container|> location at <|20-8|><|local-1-0|> with height 30\nStep 6: Place inside <|blue|><|container|> location at <|20-8|><|local-1-0|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|8-9|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|8-9|>\", \"<|local-2-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|8-9|>\", \"<|local-2-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|8-9|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-8|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-8|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|moon|>": ["<|2-18|><|local-3-2|>", 17]}] | [{"<|white|><|cube|>": ["<|4-19|><|local-0-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|white|><|moon|> found at <|2-18|><|local-3-2|> with height 17
Target Placement Location: <|white|><|cube|> at <|4-19|><|local-0-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|white|><|moon|> at <|2-18|><|local-3-2|> with height 30
Step 2: Lower to <|white|><|moon|> at <|2-18|><|local-3-2|> with height 17
Step 3: Close gripper on <|white|><|moon|> at <|2-18|><|local-3-2|> with height 17
Step 4: Lift <|white|><|moon|> at <|2-18|><|local-3-2|> to height 30
Step 5: Move to <|white|><|cube|> location at <|4-19|><|local-0-1|> with height 30
Step 6: Stack on top of <|white|><|cube|> location at <|4-19|><|local-0-1|> with height 17 + 5 and open gripper
| [{"yellow-triangular prism": [22, 25, 18]}, {"white-moon": [11, 74, 17]}, {"rose-cylinder": [3, 28, 18]}, {"olive-triangular prism": [28, 9, 18]}, {"green-moon": [91, 41, 18]}, {"white-cube": [16, 77, 17]}] | Stack the white moon on top of the white cube | [
[
11,
74,
30,
0,
60,
90,
1
],
[
11,
74,
17,
0,
60,
90,
1
],
[
11,
74,
17,
0,
60,
90,
0
],
[
11,
74,
30,
0,
60,
90,
0
],
[
16,
77,
30,
0,
60,
90,
0
],
[
16,
77,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 17, \"<|rose|><|cylinder|>\": 18, \"<|olive|><|triangular prism|>\": 18, \"<|green|><|moon|>\": 18, \"<|white|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 white 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|><|local-3-0|><|rose|><|cylinder|><|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|><|local-3-2|><|white|><|moon|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|local-0-1|><|white|><|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|><|local-2-1|><|yellow|><|triangular prism|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|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|><|local-0-1|><|olive|><|triangular prism|><|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|><|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|><|local-3-1|><|green|><|moon|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|moon|> found at <|2-18|><|local-3-2|> with height 17\nTarget Placement Location: <|white|><|cube|> at <|4-19|><|local-0-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|white|><|moon|> at <|2-18|><|local-3-2|> with height 30\nStep 2: Lower to <|white|><|moon|> at <|2-18|><|local-3-2|> with height 17\nStep 3: Close gripper on <|white|><|moon|> at <|2-18|><|local-3-2|> with height 17\nStep 4: Lift <|white|><|moon|> at <|2-18|><|local-3-2|> to height 30\nStep 5: Move to <|white|><|cube|> location at <|4-19|><|local-0-1|> with height 30\nStep 6: Stack on top of <|white|><|cube|> location at <|4-19|><|local-0-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|2-18|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-18|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|2-18|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|2-18|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|4-19|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|4-19|>\", \"<|local-0-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|moon|>": ["<|13-18|><|local-1-3|>", 17]}] | [{"<|rose|><|container|>": ["<|8-11|><|local-3-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|rose|><|moon|> found at <|13-18|><|local-1-3|> with height 17
Target Placement Location: <|rose|><|container|> at <|8-11|><|local-3-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|rose|><|moon|> at <|13-18|><|local-1-3|> with height 30
Step 2: Lower to <|rose|><|moon|> at <|13-18|><|local-1-3|> with height 17
Step 3: Close gripper on <|rose|><|moon|> at <|13-18|><|local-1-3|> with height 17
Step 4: Lift <|rose|><|moon|> at <|13-18|><|local-1-3|> to height 30
Step 5: Move to <|rose|><|container|> location at <|8-11|><|local-3-1|> with height 30
Step 6: Place inside <|rose|><|container|> location at <|8-11|><|local-3-1|> with height 17 and open gripper
| [{"rose-container": [35, 45, 17]}, {"rose-moon": [53, 75, 17]}, {"cyan-cylinder": [80, 71, 18]}, {"lime-triangular prism": [90, 89, 17]}, {"purple-moon": [4, 34, 17]}] | Pick up the rose moon and place it into the rose container | [
[
53,
75,
30,
0,
60,
90,
1
],
[
53,
75,
17,
0,
60,
90,
1
],
[
53,
75,
17,
0,
60,
90,
0
],
[
53,
75,
30,
0,
60,
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35,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|rose|><|container|>\": 17, \"<|rose|><|moon|>\": 17, \"<|cyan|><|cylinder|>\": 18, \"<|lime|><|triangular prism|>\": 17, \"<|purple|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-0-2|><|purple|><|moon|><|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|><|local-3-1|><|rose|><|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|><|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|><|local-1-3|><|rose|><|moon|><|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|><|local-0-3|><|cyan|><|cylinder|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|local-2-1|><|lime|><|triangular prism|><|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 <|13-18|><|local-1-3|> with height 17\nTarget Placement Location: <|rose|><|container|> at <|8-11|><|local-3-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|13-18|><|local-1-3|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|13-18|><|local-1-3|> with height 17\nStep 3: Close gripper on <|rose|><|moon|> at <|13-18|><|local-1-3|> with height 17\nStep 4: Lift <|rose|><|moon|> at <|13-18|><|local-1-3|> to height 30\nStep 5: Move to <|rose|><|container|> location at <|8-11|><|local-3-1|> with height 30\nStep 6: Place inside <|rose|><|container|> location at <|8-11|><|local-3-1|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|13-18|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|13-18|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|13-18|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|13-18|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|8-11|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|8-11|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|cylinder|>": ["<|13-6|><|local-0-2|>", 19]}] | [{"<|white|><|triangular prism|>": ["<|10-5|><|local-3-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|purple|><|cylinder|> found at <|13-6|><|local-0-2|> with height 19
Target Placement Location: <|white|><|triangular prism|> at <|10-5|><|local-3-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|purple|><|cylinder|> at <|13-6|><|local-0-2|> with height 30
Step 2: Lower to <|purple|><|cylinder|> at <|13-6|><|local-0-2|> with height 19
Step 3: Close gripper on <|purple|><|cylinder|> at <|13-6|><|local-0-2|> with height 19
Step 4: Lift <|purple|><|cylinder|> at <|13-6|><|local-0-2|> to height 30
Step 5: Move to <|white|><|triangular prism|> location at <|10-5|><|local-3-1|> with height 30
Step 6: Stack on top of <|white|><|triangular prism|> location at <|10-5|><|local-3-1|> with height 17 + 5 and open gripper
| [{"maroon-cube": [9, 38, 17]}, {"white-triangular prism": [43, 21, 17]}, {"blue-star": [92, 6, 17]}, {"teal-cylinder": [97, 77, 17]}, {"purple-cylinder": [52, 26, 19]}, {"teal-triangular prism": [43, 62, 17]}, {"teal-moon": [76, 0, 18]}] | Stack the purple cylinder on top of the white triangular prism | [
[
52,
26,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|cube|>\": 17, \"<|white|><|triangular prism|>\": 17, \"<|blue|><|star|>\": 17, \"<|teal|><|cylinder|>\": 17, \"<|purple|><|cylinder|>\": 19, \"<|teal|><|triangular prism|>\": 17, \"<|teal|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder on top of the white triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|local-1-2|><|maroon|><|cube|><|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|><|local-3-1|><|white|><|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|><|local-3-2|><|teal|><|triangular prism|><|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|><|local-0-2|><|purple|><|cylinder|><|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|><|local-0-0|><|teal|><|moon|><|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|><|local-0-2|><|blue|><|star|><|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|><|local-1-1|><|teal|><|cylinder|><|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 <|13-6|><|local-0-2|> with height 19\nTarget Placement Location: <|white|><|triangular prism|> at <|10-5|><|local-3-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|cylinder|> at <|13-6|><|local-0-2|> with height 30\nStep 2: Lower to <|purple|><|cylinder|> at <|13-6|><|local-0-2|> with height 19\nStep 3: Close gripper on <|purple|><|cylinder|> at <|13-6|><|local-0-2|> with height 19\nStep 4: Lift <|purple|><|cylinder|> at <|13-6|><|local-0-2|> to height 30\nStep 5: Move to <|white|><|triangular prism|> location at <|10-5|><|local-3-1|> with height 30\nStep 6: Stack on top of <|white|><|triangular prism|> location at <|10-5|><|local-3-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|13-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|13-6|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|13-6|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|13-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-5|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-5|>\", \"<|local-3-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|star|>": ["<|14-6|><|local-2-0|>", 18]}] | [{"<|black|><|cylinder|>": ["<|3-10|><|local-0-0|>", 18]}] | LOCATE OBJECTS:
Target Object: <|olive|><|star|> found at <|14-6|><|local-2-0|> with height 18
Target Placement Location: <|black|><|cylinder|> at <|3-10|><|local-0-0|> with height 18
PLAN ACTIONS:
Step 1: Move above <|olive|><|star|> at <|14-6|><|local-2-0|> with height 30
Step 2: Lower to <|olive|><|star|> at <|14-6|><|local-2-0|> with height 18
Step 3: Close gripper on <|olive|><|star|> at <|14-6|><|local-2-0|> with height 18
Step 4: Lift <|olive|><|star|> at <|14-6|><|local-2-0|> to height 30
Step 5: Move to <|black|><|cylinder|> location at <|3-10|><|local-0-0|> with height 30
Step 6: Stack on top of <|black|><|cylinder|> location at <|3-10|><|local-0-0|> with height 18 + 5 and open gripper
| [{"white-cylinder": [7, 56, 18]}, {"olive-star": [58, 24, 18]}, {"black-cylinder": [12, 40, 18]}, {"olive-cube": [39, 1, 18]}, {"navy-triangular prism": [38, 18, 17]}] | Stack the olive star on top of the black cylinder | [
[
58,
24,
30,
0,
60,
90,
1
],
[
58,
24,
18,
0,
60,
90,
1
],
[
58,
24,
18,
0,
60,
90,
0
],
[
58,
24,
30,
0,
60,
90,
0
],
[
12,
40,
30,
0,
60,
90,
0
],
[
12,
40,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|cylinder|>\": 18, \"<|olive|><|star|>\": 18, \"<|black|><|cylinder|>\": 18, \"<|olive|><|cube|>\": 18, \"<|navy|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-3-0|><|white|><|cylinder|><|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|><|local-0-0|><|black|><|cylinder|><|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|><|local-3-1|><|olive|><|cube|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|local-2-2|><|navy|><|triangular prism|><|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|><|local-2-0|><|olive|><|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|><|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: <|olive|><|star|> found at <|14-6|><|local-2-0|> with height 18\nTarget Placement Location: <|black|><|cylinder|> at <|3-10|><|local-0-0|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|14-6|><|local-2-0|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|14-6|><|local-2-0|> with height 18\nStep 3: Close gripper on <|olive|><|star|> at <|14-6|><|local-2-0|> with height 18\nStep 4: Lift <|olive|><|star|> at <|14-6|><|local-2-0|> to height 30\nStep 5: Move to <|black|><|cylinder|> location at <|3-10|><|local-0-0|> with height 30\nStep 6: Stack on top of <|black|><|cylinder|> location at <|3-10|><|local-0-0|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|14-6|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|14-6|>\", \"<|local-2-0|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|14-6|>\", \"<|local-2-0|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|14-6|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-10|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-10|>\", \"<|local-0-0|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|cylinder|>": ["<|8-11|><|local-0-3|>", 19]}] | [{"<|cyan|><|star|>": ["<|15-4|><|local-0-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|gray|><|cylinder|> found at <|8-11|><|local-0-3|> with height 19
Target Placement Location: <|cyan|><|star|> at <|15-4|><|local-0-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|gray|><|cylinder|> at <|8-11|><|local-0-3|> with height 30
Step 2: Lower to <|gray|><|cylinder|> at <|8-11|><|local-0-3|> with height 19
Step 3: Close gripper on <|gray|><|cylinder|> at <|8-11|><|local-0-3|> with height 19
Step 4: Lift <|gray|><|cylinder|> at <|8-11|><|local-0-3|> to height 30
Step 5: Move to <|cyan|><|star|> location at <|15-4|><|local-0-0|> with height 30
Step 6: Stack on top of <|cyan|><|star|> location at <|15-4|><|local-0-0|> with height 19 + 5 and open gripper
| [{"navy-cube": [27, 26, 18]}, {"gray-cylinder": [32, 47, 19]}, {"olive-moon": [98, 83, 17]}, {"lime-triangular prism": [38, 95, 17]}, {"cyan-star": [60, 16, 19]}] | Stack the gray cylinder on top of the cyan star | [
[
32,
47,
30,
0,
60,
90,
1
],
[
32,
47,
19,
0,
60,
90,
1
],
[
32,
47,
19,
0,
60,
90,
0
],
[
32,
47,
30,
0,
60,
90,
0
],
[
60,
16,
30,
0,
60,
90,
0
],
[
60,
16,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|cube|>\": 18, \"<|gray|><|cylinder|>\": 19, \"<|olive|><|moon|>\": 17, \"<|lime|><|triangular prism|>\": 17, \"<|cyan|><|star|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cyan 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|><|local-3-2|><|navy|><|cube|><|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|><|local-0-3|><|gray|><|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|><|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|><|local-2-3|><|lime|><|triangular prism|><|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|><|local-0-0|><|cyan|><|star|><|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|><|local-2-3|><|olive|><|moon|><|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 <|8-11|><|local-0-3|> with height 19\nTarget Placement Location: <|cyan|><|star|> at <|15-4|><|local-0-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|cylinder|> at <|8-11|><|local-0-3|> with height 30\nStep 2: Lower to <|gray|><|cylinder|> at <|8-11|><|local-0-3|> with height 19\nStep 3: Close gripper on <|gray|><|cylinder|> at <|8-11|><|local-0-3|> with height 19\nStep 4: Lift <|gray|><|cylinder|> at <|8-11|><|local-0-3|> to height 30\nStep 5: Move to <|cyan|><|star|> location at <|15-4|><|local-0-0|> with height 30\nStep 6: Stack on top of <|cyan|><|star|> location at <|15-4|><|local-0-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|8-11|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|8-11|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|8-11|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|8-11|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|15-4|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|15-4|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|moon|>": ["<|11-15|><|local-1-0|>", 17]}] | [{"<|gray|><|star|>": ["<|7-8|><|local-1-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|rose|><|moon|> found at <|11-15|><|local-1-0|> with height 17
Target Placement Location: <|gray|><|star|> at <|7-8|><|local-1-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|rose|><|moon|> at <|11-15|><|local-1-0|> with height 30
Step 2: Lower to <|rose|><|moon|> at <|11-15|><|local-1-0|> with height 17
Step 3: Close gripper on <|rose|><|moon|> at <|11-15|><|local-1-0|> with height 17
Step 4: Lift <|rose|><|moon|> at <|11-15|><|local-1-0|> to height 30
Step 5: Move to <|gray|><|star|> location at <|7-8|><|local-1-1|> with height 30
Step 6: Stack on top of <|gray|><|star|> location at <|7-8|><|local-1-1|> with height 17 + 5 and open gripper
| [{"rose-moon": [45, 60, 17]}, {"teal-cube": [50, 44, 18]}, {"white-triangular prism": [92, 0, 18]}, {"gray-star": [29, 33, 17]}, {"green-cylinder": [32, 77, 17]}] | Stack the rose moon on top of the gray star | [
[
45,
60,
30,
0,
60,
90,
1
],
[
45,
60,
17,
0,
60,
90,
1
],
[
45,
60,
17,
0,
60,
90,
0
],
[
45,
60,
30,
0,
60,
90,
0
],
[
29,
33,
30,
0,
60,
90,
0
],
[
29,
33,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|rose|><|moon|>\": 17, \"<|teal|><|cube|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|gray|><|star|>\": 17, \"<|green|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the rose moon on top of the gray 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|><|local-1-1|><|gray|><|star|><|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|><|local-0-1|><|green|><|cylinder|><|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|><|local-1-0|><|rose|><|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|><|local-2-0|><|teal|><|cube|><|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|><|local-0-0|><|white|><|triangular prism|><|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 <|11-15|><|local-1-0|> with height 17\nTarget Placement Location: <|gray|><|star|> at <|7-8|><|local-1-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|11-15|><|local-1-0|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|11-15|><|local-1-0|> with height 17\nStep 3: Close gripper on <|rose|><|moon|> at <|11-15|><|local-1-0|> with height 17\nStep 4: Lift <|rose|><|moon|> at <|11-15|><|local-1-0|> to height 30\nStep 5: Move to <|gray|><|star|> location at <|7-8|><|local-1-1|> with height 30\nStep 6: Stack on top of <|gray|><|star|> location at <|7-8|><|local-1-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|11-15|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-15|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|11-15|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|11-15|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|7-8|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|7-8|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cylinder|>": ["<|15-5|><|local-1-1|>", 18]}] | [{"<|navy|><|container|>": ["<|17-15|><|local-2-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|white|><|cylinder|> found at <|15-5|><|local-1-1|> with height 18
Target Placement Location: <|navy|><|container|> at <|17-15|><|local-2-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|white|><|cylinder|> at <|15-5|><|local-1-1|> with height 30
Step 2: Lower to <|white|><|cylinder|> at <|15-5|><|local-1-1|> with height 18
Step 3: Close gripper on <|white|><|cylinder|> at <|15-5|><|local-1-1|> with height 18
Step 4: Lift <|white|><|cylinder|> at <|15-5|><|local-1-1|> to height 30
Step 5: Move to <|navy|><|container|> location at <|17-15|><|local-2-0|> with height 30
Step 6: Place inside <|navy|><|container|> location at <|17-15|><|local-2-0|> with height 19 and open gripper
| [{"white-cylinder": [61, 21, 18]}, {"teal-cylinder": [16, 73, 18]}, {"cyan-moon": [83, 36, 17]}, {"yellow-star": [35, 6, 17]}, {"rose-moon": [2, 67, 18]}, {"navy-container": [70, 60, 19]}, {"silver-triangular prism": [26, 28, 18]}] | Pick up the white cylinder and place it into the navy container | [
[
61,
21,
30,
0,
60,
90,
1
],
[
61,
21,
18,
0,
60,
90,
1
],
[
61,
21,
18,
0,
60,
90,
0
],
[
61,
21,
30,
0,
60,
90,
0
],
[
70,
60,
30,
0,
60,
90,
0
],
[
70,
60,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|cylinder|>\": 18, \"<|teal|><|cylinder|>\": 18, \"<|cyan|><|moon|>\": 17, \"<|yellow|><|star|>\": 17, \"<|rose|><|moon|>\": 18, \"<|navy|><|container|>\": 19, \"<|silver|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-3|><|rose|><|moon|><|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|><|local-0-1|><|teal|><|cylinder|><|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|><|local-2-0|><|silver|><|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|><|local-3-2|><|yellow|><|star|><|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|><|local-1-1|><|white|><|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|><|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|><|local-2-0|><|navy|><|container|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|local-3-0|><|cyan|><|moon|><|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|><|cylinder|> found at <|15-5|><|local-1-1|> with height 18\nTarget Placement Location: <|navy|><|container|> at <|17-15|><|local-2-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cylinder|> at <|15-5|><|local-1-1|> with height 30\nStep 2: Lower to <|white|><|cylinder|> at <|15-5|><|local-1-1|> with height 18\nStep 3: Close gripper on <|white|><|cylinder|> at <|15-5|><|local-1-1|> with height 18\nStep 4: Lift <|white|><|cylinder|> at <|15-5|><|local-1-1|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|17-15|><|local-2-0|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|17-15|><|local-2-0|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|15-5|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|15-5|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|15-5|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|15-5|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|17-15|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|17-15|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|star|>": ["<|6-17|><|local-2-3|>", 18]}] | [{"<|navy|><|container|>": ["<|20-15|><|local-2-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|olive|><|star|> found at <|6-17|><|local-2-3|> with height 18
Target Placement Location: <|navy|><|container|> at <|20-15|><|local-2-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|olive|><|star|> at <|6-17|><|local-2-3|> with height 30
Step 2: Lower to <|olive|><|star|> at <|6-17|><|local-2-3|> with height 18
Step 3: Close gripper on <|olive|><|star|> at <|6-17|><|local-2-3|> with height 18
Step 4: Lift <|olive|><|star|> at <|6-17|><|local-2-3|> to height 30
Step 5: Move to <|navy|><|container|> location at <|20-15|><|local-2-1|> with height 30
Step 6: Place inside <|navy|><|container|> location at <|20-15|><|local-2-1|> with height 17 and open gripper
| [{"olive-star": [26, 71, 18]}, {"black-star": [82, 87, 18]}, {"azure-triangular prism": [69, 8, 17]}, {"navy-container": [82, 61, 17]}, {"azure-moon": [7, 1, 17]}] | Pick up the olive star and place it into the navy container | [
[
26,
71,
30,
0,
60,
90,
1
],
[
26,
71,
18,
0,
60,
90,
1
],
[
26,
71,
18,
0,
60,
90,
0
],
[
26,
71,
30,
0,
60,
90,
0
],
[
82,
61,
30,
0,
60,
90,
0
],
[
82,
61,
17,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|star|>\": 18, \"<|black|><|star|>\": 18, \"<|azure|><|triangular prism|>\": 17, \"<|navy|><|container|>\": 17, \"<|azure|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-3-1|><|azure|><|moon|><|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|><|local-2-3|><|olive|><|star|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-1-0|><|azure|><|triangular prism|><|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|><|local-2-1|><|navy|><|container|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|local-2-3|><|black|><|star|><|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 <|6-17|><|local-2-3|> with height 18\nTarget Placement Location: <|navy|><|container|> at <|20-15|><|local-2-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|6-17|><|local-2-3|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|6-17|><|local-2-3|> with height 18\nStep 3: Close gripper on <|olive|><|star|> at <|6-17|><|local-2-3|> with height 18\nStep 4: Lift <|olive|><|star|> at <|6-17|><|local-2-3|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|20-15|><|local-2-1|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|20-15|><|local-2-1|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|6-17|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|6-17|>\", \"<|local-2-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|6-17|>\", \"<|local-2-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|6-17|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-15|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-15|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|11-0|><|local-1-0|>", 19]}] | [{"<|purple|><|container|>": ["<|7-1|><|local-3-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|11-0|><|local-1-0|> with height 19
Target Placement Location: <|purple|><|container|> at <|7-1|><|local-3-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|blue|><|cylinder|> at <|11-0|><|local-1-0|> with height 30
Step 2: Lower to <|blue|><|cylinder|> at <|11-0|><|local-1-0|> with height 19
Step 3: Close gripper on <|blue|><|cylinder|> at <|11-0|><|local-1-0|> with height 19
Step 4: Lift <|blue|><|cylinder|> at <|11-0|><|local-1-0|> to height 30
Step 5: Move to <|purple|><|container|> location at <|7-1|><|local-3-1|> with height 30
Step 6: Place inside <|purple|><|container|> location at <|7-1|><|local-3-1|> with height 18 and open gripper
| [{"purple-container": [31, 5, 18]}, {"magenta-moon": [54, 68, 18]}, {"silver-cube": [84, 29, 18]}, {"white-star": [74, 51, 18]}, {"blue-cylinder": [45, 0, 19]}, {"azure-cylinder": [58, 57, 17]}] | Pick up the blue cylinder and place it into the purple container | [
[
45,
0,
30,
0,
60,
90,
1
],
[
45,
0,
19,
0,
60,
90,
1
],
[
45,
0,
19,
0,
60,
90,
0
],
[
45,
0,
30,
0,
60,
90,
0
],
[
31,
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[
31,
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18,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|purple|><|container|>\": 18, \"<|magenta|><|moon|>\": 18, \"<|silver|><|cube|>\": 18, \"<|white|><|star|>\": 18, \"<|blue|><|cylinder|>\": 19, \"<|azure|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder 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|><|local-3-1|><|purple|><|container|><|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|><|local-1-0|><|blue|><|cylinder|><|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|><|local-2-0|><|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|><|local-2-1|><|azure|><|cylinder|><|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|><|local-2-3|><|white|><|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|><|local-0-1|><|silver|><|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|><|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 <|11-0|><|local-1-0|> with height 19\nTarget Placement Location: <|purple|><|container|> at <|7-1|><|local-3-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cylinder|> at <|11-0|><|local-1-0|> with height 30\nStep 2: Lower to <|blue|><|cylinder|> at <|11-0|><|local-1-0|> with height 19\nStep 3: Close gripper on <|blue|><|cylinder|> at <|11-0|><|local-1-0|> with height 19\nStep 4: Lift <|blue|><|cylinder|> at <|11-0|><|local-1-0|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|7-1|><|local-3-1|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|7-1|><|local-3-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|11-0|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-0|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|11-0|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|11-0|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|7-1|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|7-1|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|star|>": ["<|2-24|><|local-1-1|>", 19]}] | [{"<|navy|><|container|>": ["<|22-21|><|local-3-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|star|> found at <|2-24|><|local-1-1|> with height 19
Target Placement Location: <|navy|><|container|> at <|22-21|><|local-3-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|cyan|><|star|> at <|2-24|><|local-1-1|> with height 30
Step 2: Lower to <|cyan|><|star|> at <|2-24|><|local-1-1|> with height 19
Step 3: Close gripper on <|cyan|><|star|> at <|2-24|><|local-1-1|> with height 19
Step 4: Lift <|cyan|><|star|> at <|2-24|><|local-1-1|> to height 30
Step 5: Move to <|navy|><|container|> location at <|22-21|><|local-3-1|> with height 30
Step 6: Place inside <|navy|><|container|> location at <|22-21|><|local-3-1|> with height 18 and open gripper
| [{"teal-star": [28, 79, 17]}, {"azure-cube": [17, 28, 17]}, {"teal-moon": [10, 75, 18]}, {"navy-container": [91, 85, 18]}, {"yellow-cylinder": [1, 62, 17]}, {"silver-moon": [64, 35, 17]}, {"cyan-star": [9, 97, 19]}] | Pick up the cyan star and place it into the navy container | [
[
9,
97,
30,
0,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|star|>\": 17, \"<|azure|><|cube|>\": 17, \"<|teal|><|moon|>\": 18, \"<|navy|><|container|>\": 18, \"<|yellow|><|cylinder|>\": 17, \"<|silver|><|moon|>\": 17, \"<|cyan|><|star|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 star 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|><|local-1-2|><|yellow|><|cylinder|><|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|><|local-2-3|><|teal|><|moon|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|local-1-1|><|cyan|><|star|>\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|><|local-1-0|><|azure|><|cube|><|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|><|local-0-3|><|teal|><|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|><|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|><|local-0-3|><|silver|><|moon|><|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|><|local-3-1|><|navy|><|container|><|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 <|2-24|><|local-1-1|> with height 19\nTarget Placement Location: <|navy|><|container|> at <|22-21|><|local-3-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|star|> at <|2-24|><|local-1-1|> with height 30\nStep 2: Lower to <|cyan|><|star|> at <|2-24|><|local-1-1|> with height 19\nStep 3: Close gripper on <|cyan|><|star|> at <|2-24|><|local-1-1|> with height 19\nStep 4: Lift <|cyan|><|star|> at <|2-24|><|local-1-1|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|22-21|><|local-3-1|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|22-21|><|local-3-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|2-24|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-24|>\", \"<|local-1-1|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|2-24|>\", \"<|local-1-1|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|2-24|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|22-21|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|22-21|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|moon|>": ["<|16-0|><|local-0-3|>", 19]}] | [{"<|green|><|cube|>": ["<|16-2|><|local-0-2|>", 18]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|moon|> found at <|16-0|><|local-0-3|> with height 19
Target Placement Location: <|green|><|cube|> at <|16-2|><|local-0-2|> with height 18
PLAN ACTIONS:
Step 1: Move above <|maroon|><|moon|> at <|16-0|><|local-0-3|> with height 30
Step 2: Lower to <|maroon|><|moon|> at <|16-0|><|local-0-3|> with height 19
Step 3: Close gripper on <|maroon|><|moon|> at <|16-0|><|local-0-3|> with height 19
Step 4: Lift <|maroon|><|moon|> at <|16-0|><|local-0-3|> to height 30
Step 5: Move to <|green|><|cube|> location at <|16-2|><|local-0-2|> with height 30
Step 6: Stack on top of <|green|><|cube|> location at <|16-2|><|local-0-2|> with height 18 + 5 and open gripper
| [{"green-cube": [64, 10, 18]}, {"silver-star": [47, 71, 18]}, {"navy-triangular prism": [3, 77, 18]}, {"olive-triangular prism": [40, 79, 17]}, {"lime-cylinder": [83, 34, 18]}, {"maroon-moon": [64, 3, 19]}, {"red-cube": [84, 38, 18]}] | Stack the maroon moon on top of the green cube | [
[
64,
3,
30,
0,
60,
90,
1
],
[
64,
3,
19,
0,
60,
90,
1
],
[
64,
3,
19,
0,
60,
90,
0
],
[
64,
3,
30,
0,
60,
90,
0
],
[
64,
10,
30,
0,
60,
90,
0
],
[
64,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|green|><|cube|>\": 18, \"<|silver|><|star|>\": 18, \"<|navy|><|triangular prism|>\": 18, \"<|olive|><|triangular prism|>\": 17, \"<|lime|><|cylinder|>\": 18, \"<|maroon|><|moon|>\": 19, \"<|red|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon moon on top of the 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|><|local-3-1|><|navy|><|triangular prism|><|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|><|local-0-3|><|olive|><|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|><|local-3-3|><|silver|><|star|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|local-0-3|><|maroon|><|moon|><|16-1|><|empty|><|16-2|><|local-0-2|><|green|><|cube|><|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|><|local-3-2|><|lime|><|cylinder|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|local-0-2|><|red|><|cube|><|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 <|16-0|><|local-0-3|> with height 19\nTarget Placement Location: <|green|><|cube|> at <|16-2|><|local-0-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|16-0|><|local-0-3|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|16-0|><|local-0-3|> with height 19\nStep 3: Close gripper on <|maroon|><|moon|> at <|16-0|><|local-0-3|> with height 19\nStep 4: Lift <|maroon|><|moon|> at <|16-0|><|local-0-3|> to height 30\nStep 5: Move to <|green|><|cube|> location at <|16-2|><|local-0-2|> with height 30\nStep 6: Stack on top of <|green|><|cube|> location at <|16-2|><|local-0-2|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|16-0|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|16-0|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|16-0|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|16-0|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-2|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-2|>\", \"<|local-0-2|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cylinder|>": ["<|3-15|><|local-0-3|>", 19]}] | [{"<|violet|><|container|>": ["<|3-5|><|local-3-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cylinder|> found at <|3-15|><|local-0-3|> with height 19
Target Placement Location: <|violet|><|container|> at <|3-5|><|local-3-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> with height 30
Step 2: Lower to <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> with height 19
Step 3: Close gripper on <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> with height 19
Step 4: Lift <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> to height 30
Step 5: Move to <|violet|><|container|> location at <|3-5|><|local-3-1|> with height 30
Step 6: Place inside <|violet|><|container|> location at <|3-5|><|local-3-1|> with height 17 and open gripper
| [{"violet-container": [15, 21, 17]}, {"rose-cube": [23, 26, 17]}, {"silver-moon": [30, 30, 18]}, {"purple-cylinder": [53, 98, 17]}, {"maroon-moon": [44, 90, 17]}, {"cyan-cylinder": [12, 63, 19]}, {"navy-moon": [25, 91, 17]}] | Pick up the cyan cylinder and place it into the violet container | [
[
12,
63,
30,
0,
60,
90,
1
],
[
12,
63,
19,
0,
60,
90,
1
],
[
12,
63,
19,
0,
60,
90,
0
],
[
12,
63,
30,
0,
60,
90,
0
],
[
15,
21,
30,
0,
60,
90,
0
],
[
15,
21,
17,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|violet|><|container|>\": 17, \"<|rose|><|cube|>\": 17, \"<|silver|><|moon|>\": 18, \"<|purple|><|cylinder|>\": 17, \"<|maroon|><|moon|>\": 17, \"<|cyan|><|cylinder|>\": 19, \"<|navy|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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|><|local-3-1|><|violet|><|container|><|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|><|local-0-3|><|cyan|><|cylinder|><|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|><|local-3-2|><|rose|><|cube|><|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|><|local-1-3|><|navy|><|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|><|local-2-2|><|silver|><|moon|><|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|><|local-0-2|><|maroon|><|moon|><|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|><|local-1-2|><|purple|><|cylinder|>\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: <|cyan|><|cylinder|> found at <|3-15|><|local-0-3|> with height 19\nTarget Placement Location: <|violet|><|container|> at <|3-5|><|local-3-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> with height 30\nStep 2: Lower to <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> with height 19\nStep 3: Close gripper on <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> with height 19\nStep 4: Lift <|cyan|><|cylinder|> at <|3-15|><|local-0-3|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|3-5|><|local-3-1|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|3-5|><|local-3-1|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|3-15|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|3-15|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|3-15|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|3-15|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-5|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-5|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|triangular prism|>": ["<|24-13|><|local-0-1|>", 19]}] | [{"<|maroon|><|cylinder|>": ["<|2-8|><|local-3-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|black|><|triangular prism|> found at <|24-13|><|local-0-1|> with height 19
Target Placement Location: <|maroon|><|cylinder|> at <|2-8|><|local-3-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|black|><|triangular prism|> at <|24-13|><|local-0-1|> with height 30
Step 2: Lower to <|black|><|triangular prism|> at <|24-13|><|local-0-1|> with height 19
Step 3: Close gripper on <|black|><|triangular prism|> at <|24-13|><|local-0-1|> with height 19
Step 4: Lift <|black|><|triangular prism|> at <|24-13|><|local-0-1|> to height 30
Step 5: Move to <|maroon|><|cylinder|> location at <|2-8|><|local-3-2|> with height 30
Step 6: Stack on top of <|maroon|><|cylinder|> location at <|2-8|><|local-3-2|> with height 19 + 5 and open gripper
| [{"cyan-moon": [79, 95, 18]}, {"black-triangular prism": [96, 53, 19]}, {"azure-cylinder": [65, 24, 17]}, {"teal-triangular prism": [8, 30, 18]}, {"maroon-cylinder": [11, 34, 19]}, {"magenta-triangular prism": [72, 21, 17]}, {"white-cylinder": [74, 39, 17]}] | Stack the black triangular prism on top of the maroon cylinder | [
[
96,
53,
30,
0,
60,
90,
1
],
[
96,
53,
19,
0,
60,
90,
1
],
[
96,
53,
19,
0,
60,
90,
0
],
[
96,
53,
30,
0,
60,
90,
0
],
[
11,
34,
30,
0,
60,
90,
0
],
[
11,
34,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|moon|>\": 18, \"<|black|><|triangular prism|>\": 19, \"<|azure|><|cylinder|>\": 17, \"<|teal|><|triangular prism|>\": 18, \"<|maroon|><|cylinder|>\": 19, \"<|magenta|><|triangular prism|>\": 17, \"<|white|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the black triangular prism on top of the 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|><|local-0-2|><|teal|><|triangular prism|><|2-8|><|local-3-2|><|maroon|><|cylinder|><|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|><|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|><|local-1-0|><|azure|><|cylinder|><|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|><|local-0-1|><|magenta|><|triangular prism|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|local-2-3|><|white|><|cylinder|><|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|><|local-3-3|><|cyan|><|moon|><|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|><|local-0-1|><|black|><|triangular prism|><|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 <|24-13|><|local-0-1|> with height 19\nTarget Placement Location: <|maroon|><|cylinder|> at <|2-8|><|local-3-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|triangular prism|> at <|24-13|><|local-0-1|> with height 30\nStep 2: Lower to <|black|><|triangular prism|> at <|24-13|><|local-0-1|> with height 19\nStep 3: Close gripper on <|black|><|triangular prism|> at <|24-13|><|local-0-1|> with height 19\nStep 4: Lift <|black|><|triangular prism|> at <|24-13|><|local-0-1|> to height 30\nStep 5: Move to <|maroon|><|cylinder|> location at <|2-8|><|local-3-2|> with height 30\nStep 6: Stack on top of <|maroon|><|cylinder|> location at <|2-8|><|local-3-2|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|24-13|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|24-13|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|24-13|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|24-13|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|2-8|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|2-8|>\", \"<|local-3-2|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cube|>": ["<|3-19|><|local-3-1|>", 17]}] | [{"<|lime|><|triangular prism|>": ["<|20-5|><|local-1-2|>", 17]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cube|> found at <|3-19|><|local-3-1|> with height 17
Target Placement Location: <|lime|><|triangular prism|> at <|20-5|><|local-1-2|> with height 17
PLAN ACTIONS:
Step 1: Move above <|violet|><|cube|> at <|3-19|><|local-3-1|> with height 30
Step 2: Lower to <|violet|><|cube|> at <|3-19|><|local-3-1|> with height 17
Step 3: Close gripper on <|violet|><|cube|> at <|3-19|><|local-3-1|> with height 17
Step 4: Lift <|violet|><|cube|> at <|3-19|><|local-3-1|> to height 30
Step 5: Move to <|lime|><|triangular prism|> location at <|20-5|><|local-1-2|> with height 30
Step 6: Stack on top of <|lime|><|triangular prism|> location at <|20-5|><|local-1-2|> with height 17 + 5 and open gripper
| [{"lime-triangular prism": [81, 22, 17]}, {"silver-star": [79, 16, 17]}, {"violet-cube": [15, 77, 17]}, {"rose-triangular prism": [31, 64, 18]}, {"blue-cylinder": [51, 72, 17]}, {"green-cylinder": [49, 6, 18]}, {"azure-cube": [1, 9, 17]}] | Stack the violet cube on top of the lime triangular prism | [
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81,
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81,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|triangular prism|>\": 17, \"<|silver|><|star|>\": 17, \"<|violet|><|cube|>\": 17, \"<|rose|><|triangular prism|>\": 18, \"<|blue|><|cylinder|>\": 17, \"<|green|><|cylinder|>\": 18, \"<|azure|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the violet cube on top of the lime triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|local-1-1|><|azure|><|cube|><|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|><|local-3-1|><|violet|><|cube|><|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|><|local-3-0|><|rose|><|triangular prism|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|local-1-2|><|green|><|cylinder|><|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|><|local-3-0|><|blue|><|cylinder|><|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|><|local-3-0|><|silver|><|star|><|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|><|local-1-2|><|lime|><|triangular prism|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cube|> found at <|3-19|><|local-3-1|> with height 17\nTarget Placement Location: <|lime|><|triangular prism|> at <|20-5|><|local-1-2|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cube|> at <|3-19|><|local-3-1|> with height 30\nStep 2: Lower to <|violet|><|cube|> at <|3-19|><|local-3-1|> with height 17\nStep 3: Close gripper on <|violet|><|cube|> at <|3-19|><|local-3-1|> with height 17\nStep 4: Lift <|violet|><|cube|> at <|3-19|><|local-3-1|> to height 30\nStep 5: Move to <|lime|><|triangular prism|> location at <|20-5|><|local-1-2|> with height 30\nStep 6: Stack on top of <|lime|><|triangular prism|> location at <|20-5|><|local-1-2|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|3-19|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|3-19|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|3-19|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|3-19|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-5|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-5|>\", \"<|local-1-2|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|triangular prism|>": ["<|2-12|><|local-0-0|>", 19]}] | [{"<|cyan|><|container|>": ["<|12-3|><|local-0-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|olive|><|triangular prism|> found at <|2-12|><|local-0-0|> with height 19
Target Placement Location: <|cyan|><|container|> at <|12-3|><|local-0-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> with height 30
Step 2: Lower to <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> with height 19
Step 3: Close gripper on <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> with height 19
Step 4: Lift <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> to height 30
Step 5: Move to <|cyan|><|container|> location at <|12-3|><|local-0-3|> with height 30
Step 6: Place inside <|cyan|><|container|> location at <|12-3|><|local-0-3|> with height 18 and open gripper
| [{"cyan-container": [48, 15, 18]}, {"olive-triangular prism": [8, 48, 19]}, {"rose-star": [2, 15, 17]}, {"purple-moon": [65, 28, 18]}, {"white-triangular prism": [5, 89, 18]}, {"blue-triangular prism": [23, 8, 18]}] | Pick up the olive triangular prism and place it into the cyan container | [
[
8,
48,
30,
0,
60,
90,
1
],
[
8,
48,
19,
0,
60,
90,
1
],
[
8,
48,
19,
0,
60,
90,
0
],
[
8,
48,
30,
0,
60,
90,
0
],
[
48,
15,
30,
0,
60,
90,
0
],
[
48,
15,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|container|>\": 18, \"<|olive|><|triangular prism|>\": 19, \"<|rose|><|star|>\": 17, \"<|purple|><|moon|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|blue|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive triangular prism and place it into the cyan container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|local-2-3|><|rose|><|star|><|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|><|local-1-1|><|white|><|triangular prism|><|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|><|local-0-0|><|olive|><|triangular prism|><|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|><|local-3-0|><|blue|><|triangular prism|><|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|><|local-0-3|><|cyan|><|container|><|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|><|local-1-0|><|purple|><|moon|><|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: <|olive|><|triangular prism|> found at <|2-12|><|local-0-0|> with height 19\nTarget Placement Location: <|cyan|><|container|> at <|12-3|><|local-0-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> with height 30\nStep 2: Lower to <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> with height 19\nStep 3: Close gripper on <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> with height 19\nStep 4: Lift <|olive|><|triangular prism|> at <|2-12|><|local-0-0|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|12-3|><|local-0-3|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|12-3|><|local-0-3|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|2-12|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-12|>\", \"<|local-0-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|2-12|>\", \"<|local-0-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|2-12|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|12-3|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|12-3|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cylinder|>": ["<|2-13|><|local-2-2|>", 19]}] | [{"<|gray|><|container|>": ["<|7-11|><|local-2-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cylinder|> found at <|2-13|><|local-2-2|> with height 19
Target Placement Location: <|gray|><|container|> at <|7-11|><|local-2-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|azure|><|cylinder|> at <|2-13|><|local-2-2|> with height 30
Step 2: Lower to <|azure|><|cylinder|> at <|2-13|><|local-2-2|> with height 19
Step 3: Close gripper on <|azure|><|cylinder|> at <|2-13|><|local-2-2|> with height 19
Step 4: Lift <|azure|><|cylinder|> at <|2-13|><|local-2-2|> to height 30
Step 5: Move to <|gray|><|container|> location at <|7-11|><|local-2-1|> with height 30
Step 6: Place inside <|gray|><|container|> location at <|7-11|><|local-2-1|> with height 17 and open gripper
| [{"azure-cylinder": [10, 54, 19]}, {"black-cylinder": [43, 35, 17]}, {"teal-moon": [32, 11, 18]}, {"gray-container": [30, 45, 17]}, {"violet-star": [2, 77, 17]}, {"gray-cube": [27, 84, 18]}, {"lime-cube": [30, 2, 17]}] | Pick up the azure cylinder and place it into the gray container | [
[
10,
54,
30,
0,
60,
90,
1
],
[
10,
54,
19,
0,
60,
90,
1
],
[
10,
54,
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0,
60,
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[
10,
54,
30,
0,
60,
90,
0
],
[
30,
45,
30,
0,
60,
90,
0
],
[
30,
45,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|cylinder|>\": 19, \"<|black|><|cylinder|>\": 17, \"<|teal|><|moon|>\": 18, \"<|gray|><|container|>\": 17, \"<|violet|><|star|>\": 17, \"<|gray|><|cube|>\": 18, \"<|lime|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|local-2-1|><|violet|><|star|><|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|><|local-2-2|><|azure|><|cylinder|><|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|><|local-3-0|><|gray|><|cube|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|local-2-2|><|lime|><|cube|><|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|><|local-2-1|><|gray|><|container|><|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|><|local-0-3|><|teal|><|moon|><|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|><|local-3-3|><|black|><|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|><|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: <|azure|><|cylinder|> found at <|2-13|><|local-2-2|> with height 19\nTarget Placement Location: <|gray|><|container|> at <|7-11|><|local-2-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|cylinder|> at <|2-13|><|local-2-2|> with height 30\nStep 2: Lower to <|azure|><|cylinder|> at <|2-13|><|local-2-2|> with height 19\nStep 3: Close gripper on <|azure|><|cylinder|> at <|2-13|><|local-2-2|> with height 19\nStep 4: Lift <|azure|><|cylinder|> at <|2-13|><|local-2-2|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|7-11|><|local-2-1|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|7-11|><|local-2-1|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|2-13|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-13|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|2-13|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|2-13|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|7-11|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|7-11|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|moon|>": ["<|11-9|><|local-3-2|>", 18]}] | [{"<|navy|><|container|>": ["<|1-9|><|local-0-2|>", 18]}] | LOCATE OBJECTS:
Target Object: <|teal|><|moon|> found at <|11-9|><|local-3-2|> with height 18
Target Placement Location: <|navy|><|container|> at <|1-9|><|local-0-2|> with height 18
PLAN ACTIONS:
Step 1: Move above <|teal|><|moon|> at <|11-9|><|local-3-2|> with height 30
Step 2: Lower to <|teal|><|moon|> at <|11-9|><|local-3-2|> with height 18
Step 3: Close gripper on <|teal|><|moon|> at <|11-9|><|local-3-2|> with height 18
Step 4: Lift <|teal|><|moon|> at <|11-9|><|local-3-2|> to height 30
Step 5: Move to <|navy|><|container|> location at <|1-9|><|local-0-2|> with height 30
Step 6: Place inside <|navy|><|container|> location at <|1-9|><|local-0-2|> with height 18 and open gripper
| [{"teal-moon": [47, 38, 18]}, {"maroon-moon": [98, 55, 18]}, {"navy-container": [4, 38, 18]}, {"rose-cube": [48, 65, 18]}, {"silver-triangular prism": [1, 83, 17]}] | Pick up the teal moon and place it into the navy container | [
[
47,
38,
30,
0,
60,
90,
1
],
[
47,
38,
18,
0,
60,
90,
1
],
[
47,
38,
18,
0,
60,
90,
0
],
[
47,
38,
30,
0,
60,
90,
0
],
[
4,
38,
30,
0,
60,
90,
0
],
[
4,
38,
18,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|moon|>\": 18, \"<|maroon|><|moon|>\": 18, \"<|navy|><|container|>\": 18, \"<|rose|><|cube|>\": 18, \"<|silver|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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|><|local-1-3|><|silver|><|triangular prism|><|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|><|local-0-2|><|navy|><|container|><|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|><|local-3-2|><|teal|><|moon|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|local-0-1|><|rose|><|cube|><|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|><|local-2-3|><|maroon|><|moon|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|moon|> found at <|11-9|><|local-3-2|> with height 18\nTarget Placement Location: <|navy|><|container|> at <|1-9|><|local-0-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|moon|> at <|11-9|><|local-3-2|> with height 30\nStep 2: Lower to <|teal|><|moon|> at <|11-9|><|local-3-2|> with height 18\nStep 3: Close gripper on <|teal|><|moon|> at <|11-9|><|local-3-2|> with height 18\nStep 4: Lift <|teal|><|moon|> at <|11-9|><|local-3-2|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|1-9|><|local-0-2|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|1-9|><|local-0-2|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|11-9|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-9|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|11-9|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|11-9|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|1-9|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|1-9|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|moon|>": ["<|1-19|><|local-2-3|>", 17]}] | [{"<|violet|><|cube|>": ["<|14-12|><|local-3-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|moon|> found at <|1-19|><|local-2-3|> with height 17
Target Placement Location: <|violet|><|cube|> at <|14-12|><|local-3-3|> with height 17
PLAN ACTIONS:
Step 1: Move above <|cyan|><|moon|> at <|1-19|><|local-2-3|> with height 30
Step 2: Lower to <|cyan|><|moon|> at <|1-19|><|local-2-3|> with height 17
Step 3: Close gripper on <|cyan|><|moon|> at <|1-19|><|local-2-3|> with height 17
Step 4: Lift <|cyan|><|moon|> at <|1-19|><|local-2-3|> to height 30
Step 5: Move to <|violet|><|cube|> location at <|14-12|><|local-3-3|> with height 30
Step 6: Stack on top of <|violet|><|cube|> location at <|14-12|><|local-3-3|> with height 17 + 5 and open gripper
| [{"rose-cube": [41, 19, 18]}, {"lime-cylinder": [0, 0, 18]}, {"violet-cube": [59, 51, 17]}, {"blue-cylinder": [15, 57, 17]}, {"cyan-moon": [6, 79, 17]}, {"blue-triangular prism": [57, 89, 17]}, {"olive-cube": [90, 15, 18]}] | Stack the cyan moon on top of the violet cube | [
[
6,
79,
30,
0,
60,
90,
1
],
[
6,
79,
17,
0,
60,
90,
1
],
[
6,
79,
17,
0,
60,
90,
0
],
[
6,
79,
30,
0,
60,
90,
0
],
[
59,
51,
30,
0,
60,
90,
0
],
[
59,
51,
22,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|rose|><|cube|>\": 18, \"<|lime|><|cylinder|>\": 18, \"<|violet|><|cube|>\": 17, \"<|blue|><|cylinder|>\": 17, \"<|cyan|><|moon|>\": 17, \"<|blue|><|triangular prism|>\": 17, \"<|olive|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 violet cube\n<desk>\n<|0-0|><|local-0-0|><|lime|><|cylinder|><|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|><|local-2-3|><|cyan|><|moon|><|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|><|local-3-1|><|blue|><|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|><|local-1-3|><|rose|><|cube|><|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|><|local-3-3|><|violet|><|cube|><|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|><|local-1-1|><|blue|><|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|><|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|><|local-2-3|><|olive|><|cube|><|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 <|1-19|><|local-2-3|> with height 17\nTarget Placement Location: <|violet|><|cube|> at <|14-12|><|local-3-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|moon|> at <|1-19|><|local-2-3|> with height 30\nStep 2: Lower to <|cyan|><|moon|> at <|1-19|><|local-2-3|> with height 17\nStep 3: Close gripper on <|cyan|><|moon|> at <|1-19|><|local-2-3|> with height 17\nStep 4: Lift <|cyan|><|moon|> at <|1-19|><|local-2-3|> to height 30\nStep 5: Move to <|violet|><|cube|> location at <|14-12|><|local-3-3|> with height 30\nStep 6: Stack on top of <|violet|><|cube|> location at <|14-12|><|local-3-3|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|1-19|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|1-19|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|1-19|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|1-19|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|14-12|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|14-12|>\", \"<|local-3-3|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|triangular prism|>": ["<|4-6|><|local-0-2|>", 17]}] | [{"<|cyan|><|container|>": ["<|19-4|><|local-1-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|blue|><|triangular prism|> found at <|4-6|><|local-0-2|> with height 17
Target Placement Location: <|cyan|><|container|> at <|19-4|><|local-1-3|> with height 17
PLAN ACTIONS:
Step 1: Move above <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> with height 30
Step 2: Lower to <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> with height 17
Step 3: Close gripper on <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> with height 17
Step 4: Lift <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> to height 30
Step 5: Move to <|cyan|><|container|> location at <|19-4|><|local-1-3|> with height 30
Step 6: Place inside <|cyan|><|container|> location at <|19-4|><|local-1-3|> with height 17 and open gripper
| [{"azure-cube": [61, 73, 17]}, {"blue-triangular prism": [16, 26, 17]}, {"cyan-triangular prism": [79, 15, 18]}, {"silver-star": [43, 43, 17]}, {"cyan-container": [77, 19, 17]}, {"cyan-cylinder": [0, 73, 18]}] | Pick up the blue triangular prism and place it into the cyan container | [
[
16,
26,
30,
0,
60,
90,
1
],
[
16,
26,
17,
0,
60,
90,
1
],
[
16,
26,
17,
0,
60,
90,
0
],
[
16,
26,
30,
0,
60,
90,
0
],
[
77,
19,
30,
0,
60,
90,
0
],
[
77,
19,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|cube|>\": 17, \"<|blue|><|triangular prism|>\": 17, \"<|cyan|><|triangular prism|>\": 18, \"<|silver|><|star|>\": 17, \"<|cyan|><|container|>\": 17, \"<|cyan|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 triangular prism 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|><|local-0-1|><|cyan|><|cylinder|><|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|><|local-0-2|><|blue|><|triangular prism|><|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|><|local-3-3|><|silver|><|star|><|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|><|local-1-1|><|azure|><|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|><|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|><|local-3-3|><|cyan|><|triangular prism|><|19-4|><|local-1-3|><|cyan|><|container|><|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|><|triangular prism|> found at <|4-6|><|local-0-2|> with height 17\nTarget Placement Location: <|cyan|><|container|> at <|19-4|><|local-1-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> with height 30\nStep 2: Lower to <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> with height 17\nStep 3: Close gripper on <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> with height 17\nStep 4: Lift <|blue|><|triangular prism|> at <|4-6|><|local-0-2|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|19-4|><|local-1-3|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|19-4|><|local-1-3|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|4-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|4-6|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|4-6|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|4-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|19-4|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|19-4|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cube|>": ["<|5-4|><|local-0-2|>", 17]}] | [{"<|gray|><|cylinder|>": ["<|21-11|><|local-2-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cube|> found at <|5-4|><|local-0-2|> with height 17
Target Placement Location: <|gray|><|cylinder|> at <|21-11|><|local-2-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|teal|><|cube|> at <|5-4|><|local-0-2|> with height 30
Step 2: Lower to <|teal|><|cube|> at <|5-4|><|local-0-2|> with height 17
Step 3: Close gripper on <|teal|><|cube|> at <|5-4|><|local-0-2|> with height 17
Step 4: Lift <|teal|><|cube|> at <|5-4|><|local-0-2|> to height 30
Step 5: Move to <|gray|><|cylinder|> location at <|21-11|><|local-2-3|> with height 30
Step 6: Stack on top of <|gray|><|cylinder|> location at <|21-11|><|local-2-3|> with height 19 + 5 and open gripper
| [{"gray-cylinder": [86, 47, 19]}, {"gray-triangular prism": [7, 82, 18]}, {"teal-moon": [48, 31, 17]}, {"lime-moon": [60, 61, 17]}, {"green-cylinder": [90, 27, 17]}, {"teal-cube": [20, 18, 17]}, {"blue-star": [35, 81, 17]}] | Stack the teal cube on top of the gray cylinder | [
[
20,
18,
30,
0,
60,
90,
1
],
[
20,
18,
17,
0,
60,
90,
1
],
[
20,
18,
17,
0,
60,
90,
0
],
[
20,
18,
30,
0,
60,
90,
0
],
[
86,
47,
30,
0,
60,
90,
0
],
[
86,
47,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|gray|><|cylinder|>\": 19, \"<|gray|><|triangular prism|>\": 18, \"<|teal|><|moon|>\": 17, \"<|lime|><|moon|>\": 17, \"<|green|><|cylinder|>\": 17, \"<|teal|><|cube|>\": 17, \"<|blue|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal cube on top of the gray 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|><|local-3-2|><|gray|><|triangular prism|><|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|><|local-0-2|><|teal|><|cube|><|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|><|local-3-1|><|blue|><|star|><|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|><|local-0-3|><|teal|><|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|><|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|><|local-0-1|><|lime|><|moon|><|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|><|local-2-3|><|gray|><|cylinder|><|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|><|local-2-3|><|green|><|cylinder|><|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 <|5-4|><|local-0-2|> with height 17\nTarget Placement Location: <|gray|><|cylinder|> at <|21-11|><|local-2-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cube|> at <|5-4|><|local-0-2|> with height 30\nStep 2: Lower to <|teal|><|cube|> at <|5-4|><|local-0-2|> with height 17\nStep 3: Close gripper on <|teal|><|cube|> at <|5-4|><|local-0-2|> with height 17\nStep 4: Lift <|teal|><|cube|> at <|5-4|><|local-0-2|> to height 30\nStep 5: Move to <|gray|><|cylinder|> location at <|21-11|><|local-2-3|> with height 30\nStep 6: Stack on top of <|gray|><|cylinder|> location at <|21-11|><|local-2-3|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|5-4|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-4|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|5-4|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|5-4|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|21-11|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|21-11|>\", \"<|local-2-3|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cylinder|>": ["<|19-15|><|local-1-0|>", 18]}] | [{"<|lime|><|cylinder|>": ["<|16-11|><|local-0-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cylinder|> found at <|19-15|><|local-1-0|> with height 18
Target Placement Location: <|lime|><|cylinder|> at <|16-11|><|local-0-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> with height 30
Step 2: Lower to <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> with height 18
Step 3: Close gripper on <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> with height 18
Step 4: Lift <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> to height 30
Step 5: Move to <|lime|><|cylinder|> location at <|16-11|><|local-0-0|> with height 30
Step 6: Stack on top of <|lime|><|cylinder|> location at <|16-11|><|local-0-0|> with height 19 + 5 and open gripper
| [{"magenta-star": [97, 16, 18]}, {"navy-cube": [29, 28, 17]}, {"lime-cylinder": [64, 44, 19]}, {"rose-cube": [73, 69, 17]}, {"cyan-cylinder": [77, 60, 18]}, {"navy-triangular prism": [30, 60, 18]}, {"azure-star": [73, 73, 17]}] | Stack the cyan cylinder on top of the lime cylinder | [
[
77,
60,
30,
0,
60,
90,
1
],
[
77,
60,
18,
0,
60,
90,
1
],
[
77,
60,
18,
0,
60,
90,
0
],
[
77,
60,
30,
0,
60,
90,
0
],
[
64,
44,
30,
0,
60,
90,
0
],
[
64,
44,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|magenta|><|star|>\": 18, \"<|navy|><|cube|>\": 17, \"<|lime|><|cylinder|>\": 19, \"<|rose|><|cube|>\": 17, \"<|cyan|><|cylinder|>\": 18, \"<|navy|><|triangular prism|>\": 18, \"<|azure|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-1-0|><|navy|><|cube|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|local-2-0|><|navy|><|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|><|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|><|local-0-0|><|lime|><|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|><|local-1-1|><|rose|><|cube|><|18-18|><|local-1-1|><|azure|><|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|><|local-1-0|><|cyan|><|cylinder|><|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|><|local-1-0|><|magenta|><|star|><|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 <|19-15|><|local-1-0|> with height 18\nTarget Placement Location: <|lime|><|cylinder|> at <|16-11|><|local-0-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> with height 30\nStep 2: Lower to <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> with height 18\nStep 3: Close gripper on <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> with height 18\nStep 4: Lift <|cyan|><|cylinder|> at <|19-15|><|local-1-0|> to height 30\nStep 5: Move to <|lime|><|cylinder|> location at <|16-11|><|local-0-0|> with height 30\nStep 6: Stack on top of <|lime|><|cylinder|> location at <|16-11|><|local-0-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|19-15|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|19-15|>\", \"<|local-1-0|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|19-15|>\", \"<|local-1-0|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|19-15|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-11|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-11|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|triangular prism|>": ["<|12-3|><|local-0-2|>", 19]}] | [{"<|black|><|cube|>": ["<|9-20|><|local-2-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|red|><|triangular prism|> found at <|12-3|><|local-0-2|> with height 19
Target Placement Location: <|black|><|cube|> at <|9-20|><|local-2-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|red|><|triangular prism|> at <|12-3|><|local-0-2|> with height 30
Step 2: Lower to <|red|><|triangular prism|> at <|12-3|><|local-0-2|> with height 19
Step 3: Close gripper on <|red|><|triangular prism|> at <|12-3|><|local-0-2|> with height 19
Step 4: Lift <|red|><|triangular prism|> at <|12-3|><|local-0-2|> to height 30
Step 5: Move to <|black|><|cube|> location at <|9-20|><|local-2-3|> with height 30
Step 6: Stack on top of <|black|><|cube|> location at <|9-20|><|local-2-3|> with height 18 + 5 and open gripper
| [{"lime-cylinder": [27, 82, 18]}, {"olive-moon": [68, 45, 18]}, {"black-cube": [38, 83, 18]}, {"red-triangular prism": [48, 14, 19]}, {"blue-cube": [77, 68, 17]}, {"black-cylinder": [96, 93, 17]}, {"teal-cube": [56, 22, 18]}] | Stack the red triangular prism on top of the black cube | [
[
48,
14,
30,
0,
60,
90,
1
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|cylinder|>\": 18, \"<|olive|><|moon|>\": 18, \"<|black|><|cube|>\": 18, \"<|red|><|triangular prism|>\": 19, \"<|blue|><|cube|>\": 17, \"<|black|><|cylinder|>\": 17, \"<|teal|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the red triangular prism on top of the black 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|><|local-3-2|><|lime|><|cylinder|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|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|><|local-2-3|><|black|><|cube|><|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|><|local-0-2|><|red|><|triangular prism|><|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|><|local-0-2|><|teal|><|cube|><|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|><|local-0-1|><|olive|><|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|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|local-1-0|><|blue|><|cube|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|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|><|local-0-1|><|black|><|cylinder|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|red|><|triangular prism|> found at <|12-3|><|local-0-2|> with height 19\nTarget Placement Location: <|black|><|cube|> at <|9-20|><|local-2-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|triangular prism|> at <|12-3|><|local-0-2|> with height 30\nStep 2: Lower to <|red|><|triangular prism|> at <|12-3|><|local-0-2|> with height 19\nStep 3: Close gripper on <|red|><|triangular prism|> at <|12-3|><|local-0-2|> with height 19\nStep 4: Lift <|red|><|triangular prism|> at <|12-3|><|local-0-2|> to height 30\nStep 5: Move to <|black|><|cube|> location at <|9-20|><|local-2-3|> with height 30\nStep 6: Stack on top of <|black|><|cube|> location at <|9-20|><|local-2-3|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|12-3|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|12-3|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|12-3|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|12-3|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|9-20|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|9-20|>\", \"<|local-2-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|cube|>": ["<|18-9|><|local-2-2|>", 19]}] | [{"<|green|><|cylinder|>": ["<|14-0|><|local-1-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|cube|> found at <|18-9|><|local-2-2|> with height 19
Target Placement Location: <|green|><|cylinder|> at <|14-0|><|local-1-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|maroon|><|cube|> at <|18-9|><|local-2-2|> with height 30
Step 2: Lower to <|maroon|><|cube|> at <|18-9|><|local-2-2|> with height 19
Step 3: Close gripper on <|maroon|><|cube|> at <|18-9|><|local-2-2|> with height 19
Step 4: Lift <|maroon|><|cube|> at <|18-9|><|local-2-2|> to height 30
Step 5: Move to <|green|><|cylinder|> location at <|14-0|><|local-1-3|> with height 30
Step 6: Stack on top of <|green|><|cylinder|> location at <|14-0|><|local-1-3|> with height 19 + 5 and open gripper
| [{"maroon-cube": [74, 38, 19]}, {"green-cylinder": [57, 3, 19]}, {"rose-moon": [45, 47, 17]}, {"silver-moon": [74, 78, 17]}, {"silver-cube": [64, 0, 17]}, {"white-cube": [32, 42, 18]}] | Stack the maroon cube on top of the green cylinder | [
[
74,
38,
30,
0,
60,
90,
1
],
[
74,
38,
19,
0,
60,
90,
1
],
[
74,
38,
19,
0,
60,
90,
0
],
[
74,
38,
30,
0,
60,
90,
0
],
[
57,
3,
30,
0,
60,
90,
0
],
[
57,
3,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|cube|>\": 19, \"<|green|><|cylinder|>\": 19, \"<|rose|><|moon|>\": 17, \"<|silver|><|moon|>\": 17, \"<|silver|><|cube|>\": 17, \"<|white|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon cube on top of the 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|><|local-0-2|><|white|><|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|><|local-1-3|><|rose|><|moon|><|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|><|local-1-3|><|green|><|cylinder|><|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|><|local-0-0|><|silver|><|cube|><|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|><|local-2-2|><|maroon|><|cube|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|local-2-2|><|silver|><|moon|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|cube|> found at <|18-9|><|local-2-2|> with height 19\nTarget Placement Location: <|green|><|cylinder|> at <|14-0|><|local-1-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|cube|> at <|18-9|><|local-2-2|> with height 30\nStep 2: Lower to <|maroon|><|cube|> at <|18-9|><|local-2-2|> with height 19\nStep 3: Close gripper on <|maroon|><|cube|> at <|18-9|><|local-2-2|> with height 19\nStep 4: Lift <|maroon|><|cube|> at <|18-9|><|local-2-2|> to height 30\nStep 5: Move to <|green|><|cylinder|> location at <|14-0|><|local-1-3|> with height 30\nStep 6: Stack on top of <|green|><|cylinder|> location at <|14-0|><|local-1-3|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|18-9|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|18-9|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|18-9|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|18-9|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|14-0|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|14-0|>\", \"<|local-1-3|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|15-19|><|local-1-0|>", 19]}] | [{"<|purple|><|container|>": ["<|14-23|><|local-1-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|15-19|><|local-1-0|> with height 19
Target Placement Location: <|purple|><|container|> at <|14-23|><|local-1-1|> with height 19
PLAN ACTIONS:
Step 1: Move above <|teal|><|cylinder|> at <|15-19|><|local-1-0|> with height 30
Step 2: Lower to <|teal|><|cylinder|> at <|15-19|><|local-1-0|> with height 19
Step 3: Close gripper on <|teal|><|cylinder|> at <|15-19|><|local-1-0|> with height 19
Step 4: Lift <|teal|><|cylinder|> at <|15-19|><|local-1-0|> to height 30
Step 5: Move to <|purple|><|container|> location at <|14-23|><|local-1-1|> with height 30
Step 6: Place inside <|purple|><|container|> location at <|14-23|><|local-1-1|> with height 19 and open gripper
| [{"white-star": [33, 90, 18]}, {"azure-cylinder": [11, 79, 17]}, {"purple-container": [57, 93, 19]}, {"teal-cylinder": [61, 76, 19]}, {"magenta-moon": [16, 29, 17]}, {"navy-moon": [48, 94, 17]}, {"yellow-triangular prism": [86, 67, 18]}] | Pick up the teal cylinder and place it into the purple container | [
[
61,
76,
30,
0,
60,
90,
1
],
[
61,
76,
19,
0,
60,
90,
1
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[
61,
76,
19,
0,
60,
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],
[
61,
76,
30,
0,
60,
90,
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],
[
57,
93,
30,
0,
60,
90,
0
],
[
57,
93,
19,
0,
60,
90,
1
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|star|>\": 18, \"<|azure|><|cylinder|>\": 17, \"<|purple|><|container|>\": 19, \"<|teal|><|cylinder|>\": 19, \"<|magenta|><|moon|>\": 17, \"<|navy|><|moon|>\": 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: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder 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|><|local-3-3|><|azure|><|cylinder|><|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|><|local-0-1|><|magenta|><|moon|><|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|><|local-1-2|><|white|><|star|><|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|><|local-0-2|><|navy|><|moon|><|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|><|local-1-1|><|purple|><|container|><|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|><|local-1-0|><|teal|><|cylinder|><|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|><|local-2-3|><|yellow|><|triangular prism|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|cylinder|> found at <|15-19|><|local-1-0|> with height 19\nTarget Placement Location: <|purple|><|container|> at <|14-23|><|local-1-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cylinder|> at <|15-19|><|local-1-0|> with height 30\nStep 2: Lower to <|teal|><|cylinder|> at <|15-19|><|local-1-0|> with height 19\nStep 3: Close gripper on <|teal|><|cylinder|> at <|15-19|><|local-1-0|> with height 19\nStep 4: Lift <|teal|><|cylinder|> at <|15-19|><|local-1-0|> to height 30\nStep 5: Move to <|purple|><|container|> location at <|14-23|><|local-1-1|> with height 30\nStep 6: Place inside <|purple|><|container|> location at <|14-23|><|local-1-1|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|15-19|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|15-19|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|15-19|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|15-19|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|14-23|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|14-23|>\", \"<|local-1-1|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cylinder|>": ["<|5-3|><|local-0-0|>", 17]}] | [{"<|gray|><|container|>": ["<|16-22|><|local-1-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cylinder|> found at <|5-3|><|local-0-0|> with height 17
Target Placement Location: <|gray|><|container|> at <|16-22|><|local-1-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|azure|><|cylinder|> at <|5-3|><|local-0-0|> with height 30
Step 2: Lower to <|azure|><|cylinder|> at <|5-3|><|local-0-0|> with height 17
Step 3: Close gripper on <|azure|><|cylinder|> at <|5-3|><|local-0-0|> with height 17
Step 4: Lift <|azure|><|cylinder|> at <|5-3|><|local-0-0|> to height 30
Step 5: Move to <|gray|><|container|> location at <|16-22|><|local-1-1|> with height 30
Step 6: Place inside <|gray|><|container|> location at <|16-22|><|local-1-1|> with height 18 and open gripper
| [{"blue-moon": [63, 75, 18]}, {"black-star": [84, 81, 18]}, {"azure-cylinder": [20, 12, 17]}, {"gray-container": [65, 89, 18]}, {"violet-cylinder": [33, 15, 18]}, {"azure-moon": [84, 91, 18]}, {"white-cube": [92, 48, 18]}] | Pick up the azure cylinder and place it into the gray container | [
[
20,
12,
30,
0,
60,
90,
1
],
[
20,
12,
17,
0,
60,
90,
1
],
[
20,
12,
17,
0,
60,
90,
0
],
[
20,
12,
30,
0,
60,
90,
0
],
[
65,
89,
30,
0,
60,
90,
0
],
[
65,
89,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|blue|><|moon|>\": 18, \"<|black|><|star|>\": 18, \"<|azure|><|cylinder|>\": 17, \"<|gray|><|container|>\": 18, \"<|violet|><|cylinder|>\": 18, \"<|azure|><|moon|>\": 18, \"<|white|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|local-0-0|><|azure|><|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|><|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|><|local-1-3|><|violet|><|cylinder|><|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|><|local-3-3|><|blue|><|moon|><|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|><|local-1-1|><|gray|><|container|><|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|><|local-0-1|><|black|><|star|><|21-21|><|empty|><|21-22|><|local-0-3|><|azure|><|moon|><|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|><|local-0-0|><|white|><|cube|><|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 <|5-3|><|local-0-0|> with height 17\nTarget Placement Location: <|gray|><|container|> at <|16-22|><|local-1-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|cylinder|> at <|5-3|><|local-0-0|> with height 30\nStep 2: Lower to <|azure|><|cylinder|> at <|5-3|><|local-0-0|> with height 17\nStep 3: Close gripper on <|azure|><|cylinder|> at <|5-3|><|local-0-0|> with height 17\nStep 4: Lift <|azure|><|cylinder|> at <|5-3|><|local-0-0|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|16-22|><|local-1-1|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|16-22|><|local-1-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|5-3|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-3|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|5-3|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|5-3|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-22|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-22|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|moon|>": ["<|10-16|><|local-2-0|>", 19]}] | [{"<|navy|><|cube|>": ["<|12-6|><|local-3-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|red|><|moon|> found at <|10-16|><|local-2-0|> with height 19
Target Placement Location: <|navy|><|cube|> at <|12-6|><|local-3-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|red|><|moon|> at <|10-16|><|local-2-0|> with height 30
Step 2: Lower to <|red|><|moon|> at <|10-16|><|local-2-0|> with height 19
Step 3: Close gripper on <|red|><|moon|> at <|10-16|><|local-2-0|> with height 19
Step 4: Lift <|red|><|moon|> at <|10-16|><|local-2-0|> to height 30
Step 5: Move to <|navy|><|cube|> location at <|12-6|><|local-3-2|> with height 30
Step 6: Stack on top of <|navy|><|cube|> location at <|12-6|><|local-3-2|> with height 19 + 5 and open gripper
| [{"olive-cylinder": [69, 50, 18]}, {"red-moon": [42, 64, 19]}, {"rose-cylinder": [70, 27, 17]}, {"cyan-triangular prism": [3, 63, 18]}, {"navy-cube": [51, 26, 19]}] | Stack the red moon on top of the navy cube | [
[
42,
64,
30,
0,
60,
90,
1
],
[
42,
64,
19,
0,
60,
90,
1
],
[
42,
64,
19,
0,
60,
90,
0
],
[
42,
64,
30,
0,
60,
90,
0
],
[
51,
26,
30,
0,
60,
90,
0
],
[
51,
26,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|cylinder|>\": 18, \"<|red|><|moon|>\": 19, \"<|rose|><|cylinder|>\": 17, \"<|cyan|><|triangular prism|>\": 18, \"<|navy|><|cube|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-3-3|><|cyan|><|triangular prism|><|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|><|local-2-0|><|red|><|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|><|local-3-2|><|navy|><|cube|><|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|><|local-2-3|><|rose|><|cylinder|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|local-1-2|><|olive|><|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|><|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|><|moon|> found at <|10-16|><|local-2-0|> with height 19\nTarget Placement Location: <|navy|><|cube|> at <|12-6|><|local-3-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|red|><|moon|> at <|10-16|><|local-2-0|> with height 30\nStep 2: Lower to <|red|><|moon|> at <|10-16|><|local-2-0|> with height 19\nStep 3: Close gripper on <|red|><|moon|> at <|10-16|><|local-2-0|> with height 19\nStep 4: Lift <|red|><|moon|> at <|10-16|><|local-2-0|> to height 30\nStep 5: Move to <|navy|><|cube|> location at <|12-6|><|local-3-2|> with height 30\nStep 6: Stack on top of <|navy|><|cube|> location at <|12-6|><|local-3-2|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|10-16|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|10-16|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|10-16|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|10-16|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|12-6|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|12-6|>\", \"<|local-3-2|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|11-21|><|local-3-2|>", 18]}] | [{"<|teal|><|cylinder|>": ["<|10-13|><|local-2-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|11-21|><|local-3-2|> with height 18
Target Placement Location: <|teal|><|cylinder|> at <|10-13|><|local-2-3|> with height 17
PLAN ACTIONS:
Step 1: Move above <|blue|><|cylinder|> at <|11-21|><|local-3-2|> with height 30
Step 2: Lower to <|blue|><|cylinder|> at <|11-21|><|local-3-2|> with height 18
Step 3: Close gripper on <|blue|><|cylinder|> at <|11-21|><|local-3-2|> with height 18
Step 4: Lift <|blue|><|cylinder|> at <|11-21|><|local-3-2|> to height 30
Step 5: Move to <|teal|><|cylinder|> location at <|10-13|><|local-2-3|> with height 30
Step 6: Stack on top of <|teal|><|cylinder|> location at <|10-13|><|local-2-3|> with height 17 + 5 and open gripper
| [{"azure-cylinder": [98, 3, 18]}, {"teal-cylinder": [42, 55, 17]}, {"magenta-moon": [36, 72, 17]}, {"silver-star": [82, 15, 18]}, {"blue-cylinder": [47, 86, 18]}] | Stack the blue cylinder on top of the teal cylinder | [
[
47,
86,
30,
0,
60,
90,
1
],
[
47,
86,
18,
0,
60,
90,
1
],
[
47,
86,
18,
0,
60,
90,
0
],
[
47,
86,
30,
0,
60,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|cylinder|>\": 18, \"<|teal|><|cylinder|>\": 17, \"<|magenta|><|moon|>\": 17, \"<|silver|><|star|>\": 18, \"<|blue|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|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|><|local-0-0|><|magenta|><|moon|><|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|><|local-2-3|><|teal|><|cylinder|><|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|><|local-3-2|><|blue|><|cylinder|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|local-2-3|><|silver|><|star|><|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|><|local-2-3|><|azure|><|cylinder|><|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 <|11-21|><|local-3-2|> with height 18\nTarget Placement Location: <|teal|><|cylinder|> at <|10-13|><|local-2-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cylinder|> at <|11-21|><|local-3-2|> with height 30\nStep 2: Lower to <|blue|><|cylinder|> at <|11-21|><|local-3-2|> with height 18\nStep 3: Close gripper on <|blue|><|cylinder|> at <|11-21|><|local-3-2|> with height 18\nStep 4: Lift <|blue|><|cylinder|> at <|11-21|><|local-3-2|> to height 30\nStep 5: Move to <|teal|><|cylinder|> location at <|10-13|><|local-2-3|> with height 30\nStep 6: Stack on top of <|teal|><|cylinder|> location at <|10-13|><|local-2-3|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|11-21|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-21|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|11-21|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|11-21|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-13|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-13|>\", \"<|local-2-3|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cylinder|>": ["<|13-12|><|local-3-0|>", 17]}] | [{"<|white|><|container|>": ["<|10-16|><|local-2-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cylinder|> found at <|13-12|><|local-3-0|> with height 17
Target Placement Location: <|white|><|container|> at <|10-16|><|local-2-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|azure|><|cylinder|> at <|13-12|><|local-3-0|> with height 30
Step 2: Lower to <|azure|><|cylinder|> at <|13-12|><|local-3-0|> with height 17
Step 3: Close gripper on <|azure|><|cylinder|> at <|13-12|><|local-3-0|> with height 17
Step 4: Lift <|azure|><|cylinder|> at <|13-12|><|local-3-0|> to height 30
Step 5: Move to <|white|><|container|> location at <|10-16|><|local-2-2|> with height 30
Step 6: Place inside <|white|><|container|> location at <|10-16|><|local-2-2|> with height 19 and open gripper
| [{"teal-cube": [11, 38, 18]}, {"white-container": [42, 66, 19]}, {"yellow-cylinder": [66, 80, 17]}, {"red-star": [3, 16, 17]}, {"maroon-cylinder": [15, 15, 17]}, {"black-cube": [42, 54, 17]}, {"azure-cylinder": [55, 48, 17]}] | Pick up the azure cylinder and place it into the white container | [
[
55,
48,
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[
55,
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[
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[
42,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|cube|>\": 18, \"<|white|><|container|>\": 19, \"<|yellow|><|cylinder|>\": 17, \"<|red|><|star|>\": 17, \"<|maroon|><|cylinder|>\": 17, \"<|black|><|cube|>\": 17, \"<|azure|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|local-3-0|><|red|><|star|><|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|><|local-3-2|><|teal|><|cube|><|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|><|local-3-3|><|maroon|><|cylinder|><|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|><|local-2-2|><|black|><|cube|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|local-2-2|><|white|><|container|><|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|><|local-3-0|><|azure|><|cylinder|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|local-2-0|><|yellow|><|cylinder|><|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|><|cylinder|> found at <|13-12|><|local-3-0|> with height 17\nTarget Placement Location: <|white|><|container|> at <|10-16|><|local-2-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|cylinder|> at <|13-12|><|local-3-0|> with height 30\nStep 2: Lower to <|azure|><|cylinder|> at <|13-12|><|local-3-0|> with height 17\nStep 3: Close gripper on <|azure|><|cylinder|> at <|13-12|><|local-3-0|> with height 17\nStep 4: Lift <|azure|><|cylinder|> at <|13-12|><|local-3-0|> to height 30\nStep 5: Move to <|white|><|container|> location at <|10-16|><|local-2-2|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|10-16|><|local-2-2|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|13-12|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|13-12|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|13-12|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|13-12|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-16|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-16|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|star|>": ["<|23-9|><|local-2-3|>", 19]}] | [{"<|white|><|container|>": ["<|11-12|><|local-3-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|green|><|star|> found at <|23-9|><|local-2-3|> with height 19
Target Placement Location: <|white|><|container|> at <|11-12|><|local-3-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|green|><|star|> at <|23-9|><|local-2-3|> with height 30
Step 2: Lower to <|green|><|star|> at <|23-9|><|local-2-3|> with height 19
Step 3: Close gripper on <|green|><|star|> at <|23-9|><|local-2-3|> with height 19
Step 4: Lift <|green|><|star|> at <|23-9|><|local-2-3|> to height 30
Step 5: Move to <|white|><|container|> location at <|11-12|><|local-3-3|> with height 30
Step 6: Place inside <|white|><|container|> location at <|11-12|><|local-3-3|> with height 19 and open gripper
| [{"cyan-triangular prism": [90, 5, 18]}, {"silver-triangular prism": [43, 93, 17]}, {"white-cube": [8, 86, 17]}, {"white-triangular prism": [61, 4, 18]}, {"maroon-moon": [53, 26, 17]}, {"white-container": [47, 51, 19]}, {"green-star": [94, 39, 19]}] | Pick up the green star and place it into the white container | [
[
94,
39,
30,
0,
60,
90,
1
],
[
94,
39,
19,
0,
60,
90,
1
],
[
94,
39,
19,
0,
60,
90,
0
],
[
94,
39,
30,
0,
60,
90,
0
],
[
47,
51,
30,
0,
60,
90,
0
],
[
47,
51,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|triangular prism|>\": 18, \"<|silver|><|triangular prism|>\": 17, \"<|white|><|cube|>\": 17, \"<|white|><|triangular prism|>\": 18, \"<|maroon|><|moon|>\": 17, \"<|white|><|container|>\": 19, \"<|green|><|star|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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|><|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|><|local-0-2|><|white|><|cube|><|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|><|local-3-1|><|silver|><|triangular prism|><|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|><|local-3-3|><|white|><|container|><|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|><|local-1-2|><|maroon|><|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|><|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|><|local-1-0|><|white|><|triangular prism|><|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|><|local-2-1|><|cyan|><|triangular prism|><|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|><|local-2-3|><|green|><|star|><|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 <|23-9|><|local-2-3|> with height 19\nTarget Placement Location: <|white|><|container|> at <|11-12|><|local-3-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|green|><|star|> at <|23-9|><|local-2-3|> with height 30\nStep 2: Lower to <|green|><|star|> at <|23-9|><|local-2-3|> with height 19\nStep 3: Close gripper on <|green|><|star|> at <|23-9|><|local-2-3|> with height 19\nStep 4: Lift <|green|><|star|> at <|23-9|><|local-2-3|> to height 30\nStep 5: Move to <|white|><|container|> location at <|11-12|><|local-3-3|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|11-12|><|local-3-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|23-9|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|23-9|>\", \"<|local-2-3|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|23-9|>\", \"<|local-2-3|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|23-9|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|11-12|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|11-12|>\", \"<|local-3-3|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|moon|>": ["<|11-13|><|local-0-0|>", 17]}] | [{"<|yellow|><|cylinder|>": ["<|20-13|><|local-0-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|violet|><|moon|> found at <|11-13|><|local-0-0|> with height 17
Target Placement Location: <|yellow|><|cylinder|> at <|20-13|><|local-0-1|> with height 19
PLAN ACTIONS:
Step 1: Move above <|violet|><|moon|> at <|11-13|><|local-0-0|> with height 30
Step 2: Lower to <|violet|><|moon|> at <|11-13|><|local-0-0|> with height 17
Step 3: Close gripper on <|violet|><|moon|> at <|11-13|><|local-0-0|> with height 17
Step 4: Lift <|violet|><|moon|> at <|11-13|><|local-0-0|> to height 30
Step 5: Move to <|yellow|><|cylinder|> location at <|20-13|><|local-0-1|> with height 30
Step 6: Stack on top of <|yellow|><|cylinder|> location at <|20-13|><|local-0-1|> with height 19 + 5 and open gripper
| [{"lime-cylinder": [22, 6, 17]}, {"violet-moon": [44, 52, 17]}, {"rose-cube": [22, 15, 18]}, {"black-cylinder": [18, 47, 17]}, {"yellow-cylinder": [80, 53, 19]}, {"white-star": [63, 57, 17]}] | Stack the violet moon on top of the yellow cylinder | [
[
44,
52,
30,
0,
60,
90,
1
],
[
44,
52,
17,
0,
60,
90,
1
],
[
44,
52,
17,
0,
60,
90,
0
],
[
44,
52,
30,
0,
60,
90,
0
],
[
80,
53,
30,
0,
60,
90,
0
],
[
80,
53,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|cylinder|>\": 17, \"<|violet|><|moon|>\": 17, \"<|rose|><|cube|>\": 18, \"<|black|><|cylinder|>\": 17, \"<|yellow|><|cylinder|>\": 19, \"<|white|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|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|><|local-2-3|><|black|><|cylinder|><|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|><|local-2-2|><|lime|><|cylinder|><|5-2|><|empty|><|5-3|><|local-2-3|><|rose|><|cube|><|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|><|local-0-0|><|violet|><|moon|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|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|><|local-3-1|><|white|><|star|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|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|><|local-0-1|><|yellow|><|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|><|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|><|moon|> found at <|11-13|><|local-0-0|> with height 17\nTarget Placement Location: <|yellow|><|cylinder|> at <|20-13|><|local-0-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|moon|> at <|11-13|><|local-0-0|> with height 30\nStep 2: Lower to <|violet|><|moon|> at <|11-13|><|local-0-0|> with height 17\nStep 3: Close gripper on <|violet|><|moon|> at <|11-13|><|local-0-0|> with height 17\nStep 4: Lift <|violet|><|moon|> at <|11-13|><|local-0-0|> to height 30\nStep 5: Move to <|yellow|><|cylinder|> location at <|20-13|><|local-0-1|> with height 30\nStep 6: Stack on top of <|yellow|><|cylinder|> location at <|20-13|><|local-0-1|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|11-13|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-13|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|11-13|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|11-13|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-13|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-13|>\", \"<|local-0-1|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|moon|>": ["<|16-18|><|local-0-2|>", 18]}] | [{"<|yellow|><|container|>": ["<|13-10|><|local-1-0|>", 18]}] | LOCATE OBJECTS:
Target Object: <|blue|><|moon|> found at <|16-18|><|local-0-2|> with height 18
Target Placement Location: <|yellow|><|container|> at <|13-10|><|local-1-0|> with height 18
PLAN ACTIONS:
Step 1: Move above <|blue|><|moon|> at <|16-18|><|local-0-2|> with height 30
Step 2: Lower to <|blue|><|moon|> at <|16-18|><|local-0-2|> with height 18
Step 3: Close gripper on <|blue|><|moon|> at <|16-18|><|local-0-2|> with height 18
Step 4: Lift <|blue|><|moon|> at <|16-18|><|local-0-2|> to height 30
Step 5: Move to <|yellow|><|container|> location at <|13-10|><|local-1-0|> with height 30
Step 6: Place inside <|yellow|><|container|> location at <|13-10|><|local-1-0|> with height 18 and open gripper
| [{"violet-moon": [10, 70, 17]}, {"blue-moon": [64, 74, 18]}, {"yellow-container": [53, 40, 18]}, {"silver-cube": [3, 0, 18]}, {"silver-moon": [28, 5, 17]}, {"violet-cylinder": [84, 41, 17]}] | Pick up the blue moon and place it into the yellow container | [
[
64,
74,
30,
0,
60,
90,
1
],
[
64,
74,
18,
0,
60,
90,
1
],
[
64,
74,
18,
0,
60,
90,
0
],
[
64,
74,
30,
0,
60,
90,
0
],
[
53,
40,
30,
0,
60,
90,
0
],
[
53,
40,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|violet|><|moon|>\": 17, \"<|blue|><|moon|>\": 18, \"<|yellow|><|container|>\": 18, \"<|silver|><|cube|>\": 18, \"<|silver|><|moon|>\": 17, \"<|violet|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 moon and place it into the yellow container\n<desk>\n<|0-0|><|local-3-0|><|silver|><|cube|><|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|><|local-2-2|><|violet|><|moon|><|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|><|local-0-1|><|silver|><|moon|><|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|><|local-1-0|><|yellow|><|container|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|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|><|local-0-2|><|blue|><|moon|><|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|><|local-0-1|><|violet|><|cylinder|><|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|><|moon|> found at <|16-18|><|local-0-2|> with height 18\nTarget Placement Location: <|yellow|><|container|> at <|13-10|><|local-1-0|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|moon|> at <|16-18|><|local-0-2|> with height 30\nStep 2: Lower to <|blue|><|moon|> at <|16-18|><|local-0-2|> with height 18\nStep 3: Close gripper on <|blue|><|moon|> at <|16-18|><|local-0-2|> with height 18\nStep 4: Lift <|blue|><|moon|> at <|16-18|><|local-0-2|> to height 30\nStep 5: Move to <|yellow|><|container|> location at <|13-10|><|local-1-0|> with height 30\nStep 6: Place inside <|yellow|><|container|> location at <|13-10|><|local-1-0|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|16-18|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|16-18|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|16-18|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|16-18|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|13-10|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|13-10|>\", \"<|local-1-0|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|moon|>": ["<|3-18|><|local-2-0|>", 17]}] | [{"<|maroon|><|star|>": ["<|20-3|><|local-3-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|moon|> found at <|3-18|><|local-2-0|> with height 17
Target Placement Location: <|maroon|><|star|> at <|20-3|><|local-3-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|maroon|><|moon|> at <|3-18|><|local-2-0|> with height 30
Step 2: Lower to <|maroon|><|moon|> at <|3-18|><|local-2-0|> with height 17
Step 3: Close gripper on <|maroon|><|moon|> at <|3-18|><|local-2-0|> with height 17
Step 4: Lift <|maroon|><|moon|> at <|3-18|><|local-2-0|> to height 30
Step 5: Move to <|maroon|><|star|> location at <|20-3|><|local-3-1|> with height 30
Step 6: Stack on top of <|maroon|><|star|> location at <|20-3|><|local-3-1|> with height 17 + 5 and open gripper
| [{"maroon-star": [83, 13, 17]}, {"cyan-cube": [21, 69, 18]}, {"maroon-moon": [14, 72, 17]}, {"silver-star": [51, 60, 18]}, {"purple-cube": [23, 28, 18]}, {"blue-cylinder": [98, 36, 18]}, {"green-star": [93, 18, 18]}] | Stack the maroon moon on top of the maroon star | [
[
14,
72,
30,
0,
60,
90,
1
],
[
14,
72,
17,
0,
60,
90,
1
],
[
14,
72,
17,
0,
60,
90,
0
],
[
14,
72,
30,
0,
60,
90,
0
],
[
83,
13,
30,
0,
60,
90,
0
],
[
83,
13,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|star|>\": 17, \"<|cyan|><|cube|>\": 18, \"<|maroon|><|moon|>\": 17, \"<|silver|><|star|>\": 18, \"<|purple|><|cube|>\": 18, \"<|blue|><|cylinder|>\": 18, \"<|green|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the maroon moon on top of the maroon star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|local-2-0|><|maroon|><|moon|><|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|><|local-3-0|><|purple|><|cube|><|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|><|local-1-1|><|cyan|><|cube|><|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|><|local-3-0|><|silver|><|star|><|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|><|local-3-1|><|maroon|><|star|><|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|><|local-1-2|><|green|><|star|><|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|><|local-2-0|><|blue|><|cylinder|><|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 <|3-18|><|local-2-0|> with height 17\nTarget Placement Location: <|maroon|><|star|> at <|20-3|><|local-3-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|3-18|><|local-2-0|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|3-18|><|local-2-0|> with height 17\nStep 3: Close gripper on <|maroon|><|moon|> at <|3-18|><|local-2-0|> with height 17\nStep 4: Lift <|maroon|><|moon|> at <|3-18|><|local-2-0|> to height 30\nStep 5: Move to <|maroon|><|star|> location at <|20-3|><|local-3-1|> with height 30\nStep 6: Stack on top of <|maroon|><|star|> location at <|20-3|><|local-3-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|3-18|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|3-18|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|3-18|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|3-18|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-3|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-3|>\", \"<|local-3-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|moon|>": ["<|2-18|><|local-2-2|>", 19]}] | [{"<|cyan|><|container|>": ["<|1-14|><|local-2-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|moon|> found at <|2-18|><|local-2-2|> with height 19
Target Placement Location: <|cyan|><|container|> at <|1-14|><|local-2-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|yellow|><|moon|> at <|2-18|><|local-2-2|> with height 30
Step 2: Lower to <|yellow|><|moon|> at <|2-18|><|local-2-2|> with height 19
Step 3: Close gripper on <|yellow|><|moon|> at <|2-18|><|local-2-2|> with height 19
Step 4: Lift <|yellow|><|moon|> at <|2-18|><|local-2-2|> to height 30
Step 5: Move to <|cyan|><|container|> location at <|1-14|><|local-2-3|> with height 30
Step 6: Place inside <|cyan|><|container|> location at <|1-14|><|local-2-3|> with height 19 and open gripper
| [{"cyan-container": [6, 59, 19]}, {"silver-cube": [36, 22, 18]}, {"rose-moon": [32, 92, 17]}, {"yellow-moon": [10, 74, 19]}, {"green-moon": [92, 37, 17]}, {"magenta-star": [6, 36, 17]}] | Pick up the yellow moon and place it into the cyan container | [
[
10,
74,
30,
0,
60,
90,
1
],
[
10,
74,
19,
0,
60,
90,
1
],
[
10,
74,
19,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|container|>\": 19, \"<|silver|><|cube|>\": 18, \"<|rose|><|moon|>\": 17, \"<|yellow|><|moon|>\": 19, \"<|green|><|moon|>\": 17, \"<|magenta|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow moon and place it into the 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|><|local-2-0|><|magenta|><|star|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|local-2-3|><|cyan|><|container|><|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|><|local-2-2|><|yellow|><|moon|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|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|><|local-0-0|><|rose|><|moon|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|local-0-2|><|silver|><|cube|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|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|><|local-0-1|><|green|><|moon|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|moon|> found at <|2-18|><|local-2-2|> with height 19\nTarget Placement Location: <|cyan|><|container|> at <|1-14|><|local-2-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|moon|> at <|2-18|><|local-2-2|> with height 30\nStep 2: Lower to <|yellow|><|moon|> at <|2-18|><|local-2-2|> with height 19\nStep 3: Close gripper on <|yellow|><|moon|> at <|2-18|><|local-2-2|> with height 19\nStep 4: Lift <|yellow|><|moon|> at <|2-18|><|local-2-2|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|1-14|><|local-2-3|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|1-14|><|local-2-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|2-18|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-18|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|2-18|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|2-18|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|1-14|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|1-14|>\", \"<|local-2-3|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cylinder|>": ["<|12-9|><|local-0-3|>", 18]}] | [{"<|yellow|><|cube|>": ["<|2-14|><|local-0-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cylinder|> found at <|12-9|><|local-0-3|> with height 18
Target Placement Location: <|yellow|><|cube|> at <|2-14|><|local-0-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|lime|><|cylinder|> at <|12-9|><|local-0-3|> with height 30
Step 2: Lower to <|lime|><|cylinder|> at <|12-9|><|local-0-3|> with height 18
Step 3: Close gripper on <|lime|><|cylinder|> at <|12-9|><|local-0-3|> with height 18
Step 4: Lift <|lime|><|cylinder|> at <|12-9|><|local-0-3|> to height 30
Step 5: Move to <|yellow|><|cube|> location at <|2-14|><|local-0-0|> with height 30
Step 6: Stack on top of <|yellow|><|cube|> location at <|2-14|><|local-0-0|> with height 19 + 5 and open gripper
| [{"teal-cube": [78, 47, 18]}, {"white-cube": [28, 91, 17]}, {"yellow-cube": [8, 56, 19]}, {"green-cylinder": [91, 44, 17]}, {"gray-star": [13, 82, 18]}, {"lime-cylinder": [48, 39, 18]}] | Stack the lime cylinder on top of the yellow cube | [
[
48,
39,
30,
0,
60,
90,
1
],
[
48,
39,
18,
0,
60,
90,
1
],
[
48,
39,
18,
0,
60,
90,
0
],
[
48,
39,
30,
0,
60,
90,
0
],
[
8,
56,
30,
0,
60,
90,
0
],
[
8,
56,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|cube|>\": 18, \"<|white|><|cube|>\": 17, \"<|yellow|><|cube|>\": 19, \"<|green|><|cylinder|>\": 17, \"<|gray|><|star|>\": 18, \"<|lime|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder on top of the yellow 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|><|local-0-0|><|yellow|><|cube|><|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|><|local-1-2|><|gray|><|star|><|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|><|local-0-3|><|white|><|cube|><|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|><|local-0-3|><|lime|><|cylinder|><|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|><|local-2-3|><|teal|><|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|><|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|><|local-3-0|><|green|><|cylinder|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|cylinder|> found at <|12-9|><|local-0-3|> with height 18\nTarget Placement Location: <|yellow|><|cube|> at <|2-14|><|local-0-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|cylinder|> at <|12-9|><|local-0-3|> with height 30\nStep 2: Lower to <|lime|><|cylinder|> at <|12-9|><|local-0-3|> with height 18\nStep 3: Close gripper on <|lime|><|cylinder|> at <|12-9|><|local-0-3|> with height 18\nStep 4: Lift <|lime|><|cylinder|> at <|12-9|><|local-0-3|> to height 30\nStep 5: Move to <|yellow|><|cube|> location at <|2-14|><|local-0-0|> with height 30\nStep 6: Stack on top of <|yellow|><|cube|> location at <|2-14|><|local-0-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|12-9|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|12-9|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|12-9|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|12-9|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|2-14|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|2-14|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|7-15|><|local-1-1|>", 17]}] | [{"<|maroon|><|cylinder|>": ["<|11-18|><|local-2-2|>", 17]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|7-15|><|local-1-1|> with height 17
Target Placement Location: <|maroon|><|cylinder|> at <|11-18|><|local-2-2|> with height 17
PLAN ACTIONS:
Step 1: Move above <|teal|><|cylinder|> at <|7-15|><|local-1-1|> with height 30
Step 2: Lower to <|teal|><|cylinder|> at <|7-15|><|local-1-1|> with height 17
Step 3: Close gripper on <|teal|><|cylinder|> at <|7-15|><|local-1-1|> with height 17
Step 4: Lift <|teal|><|cylinder|> at <|7-15|><|local-1-1|> to height 30
Step 5: Move to <|maroon|><|cylinder|> location at <|11-18|><|local-2-2|> with height 30
Step 6: Stack on top of <|maroon|><|cylinder|> location at <|11-18|><|local-2-2|> with height 17 + 5 and open gripper
| [{"maroon-cylinder": [46, 74, 17]}, {"violet-triangular prism": [91, 17, 17]}, {"cyan-triangular prism": [36, 6, 17]}, {"teal-cylinder": [29, 61, 17]}, {"yellow-cylinder": [18, 55, 18]}] | Stack the teal cylinder on top of the maroon cylinder | [
[
29,
61,
30,
0,
60,
90,
1
],
[
29,
61,
17,
0,
60,
90,
1
],
[
29,
61,
17,
0,
60,
90,
0
],
[
29,
61,
30,
0,
60,
90,
0
],
[
46,
74,
30,
0,
60,
90,
0
],
[
46,
74,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|cylinder|>\": 17, \"<|violet|><|triangular prism|>\": 17, \"<|cyan|><|triangular prism|>\": 17, \"<|teal|><|cylinder|>\": 17, \"<|yellow|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal cylinder 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|><|local-2-3|><|yellow|><|cylinder|><|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|><|local-1-1|><|teal|><|cylinder|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|local-0-2|><|cyan|><|triangular prism|><|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|><|local-2-2|><|maroon|><|cylinder|><|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|><|local-3-1|><|violet|><|triangular prism|><|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|><|cylinder|> found at <|7-15|><|local-1-1|> with height 17\nTarget Placement Location: <|maroon|><|cylinder|> at <|11-18|><|local-2-2|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cylinder|> at <|7-15|><|local-1-1|> with height 30\nStep 2: Lower to <|teal|><|cylinder|> at <|7-15|><|local-1-1|> with height 17\nStep 3: Close gripper on <|teal|><|cylinder|> at <|7-15|><|local-1-1|> with height 17\nStep 4: Lift <|teal|><|cylinder|> at <|7-15|><|local-1-1|> to height 30\nStep 5: Move to <|maroon|><|cylinder|> location at <|11-18|><|local-2-2|> with height 30\nStep 6: Stack on top of <|maroon|><|cylinder|> location at <|11-18|><|local-2-2|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|7-15|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|7-15|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|7-15|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|7-15|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|11-18|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|11-18|>\", \"<|local-2-2|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cylinder|>": ["<|20-11|><|local-3-1|>", 18]}] | [{"<|rose|><|cylinder|>": ["<|18-18|><|local-1-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cylinder|> found at <|20-11|><|local-3-1|> with height 18
Target Placement Location: <|rose|><|cylinder|> at <|18-18|><|local-1-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|violet|><|cylinder|> at <|20-11|><|local-3-1|> with height 30
Step 2: Lower to <|violet|><|cylinder|> at <|20-11|><|local-3-1|> with height 18
Step 3: Close gripper on <|violet|><|cylinder|> at <|20-11|><|local-3-1|> with height 18
Step 4: Lift <|violet|><|cylinder|> at <|20-11|><|local-3-1|> to height 30
Step 5: Move to <|rose|><|cylinder|> location at <|18-18|><|local-1-2|> with height 30
Step 6: Stack on top of <|rose|><|cylinder|> location at <|18-18|><|local-1-2|> with height 19 + 5 and open gripper
| [{"lime-moon": [42, 4, 17]}, {"lime-cylinder": [52, 85, 17]}, {"teal-cube": [47, 38, 18]}, {"yellow-star": [39, 13, 18]}, {"rose-cylinder": [73, 74, 19]}, {"violet-cylinder": [83, 45, 18]}] | Stack the violet cylinder on top of the rose cylinder | [
[
83,
45,
30,
0,
60,
90,
1
],
[
83,
45,
18,
0,
60,
90,
1
],
[
83,
45,
18,
0,
60,
90,
0
],
[
83,
45,
30,
0,
60,
90,
0
],
[
73,
74,
30,
0,
60,
90,
0
],
[
73,
74,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|moon|>\": 17, \"<|lime|><|cylinder|>\": 17, \"<|teal|><|cube|>\": 18, \"<|yellow|><|star|>\": 18, \"<|rose|><|cylinder|>\": 19, \"<|violet|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the violet cylinder on top of the 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|><|local-3-1|><|yellow|><|star|><|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|><|local-2-0|><|lime|><|moon|><|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|><|local-3-2|><|teal|><|cube|><|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|><|local-0-1|><|lime|><|cylinder|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|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|><|local-1-2|><|rose|><|cylinder|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|local-3-1|><|violet|><|cylinder|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cylinder|> found at <|20-11|><|local-3-1|> with height 18\nTarget Placement Location: <|rose|><|cylinder|> at <|18-18|><|local-1-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cylinder|> at <|20-11|><|local-3-1|> with height 30\nStep 2: Lower to <|violet|><|cylinder|> at <|20-11|><|local-3-1|> with height 18\nStep 3: Close gripper on <|violet|><|cylinder|> at <|20-11|><|local-3-1|> with height 18\nStep 4: Lift <|violet|><|cylinder|> at <|20-11|><|local-3-1|> to height 30\nStep 5: Move to <|rose|><|cylinder|> location at <|18-18|><|local-1-2|> with height 30\nStep 6: Stack on top of <|rose|><|cylinder|> location at <|18-18|><|local-1-2|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|20-11|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|20-11|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|20-11|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|20-11|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|18-18|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|18-18|>\", \"<|local-1-2|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cylinder|>": ["<|6-6|><|local-2-1|>", 17]}] | [{"<|olive|><|star|>": ["<|15-19|><|local-0-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|red|><|cylinder|> found at <|6-6|><|local-2-1|> with height 17
Target Placement Location: <|olive|><|star|> at <|15-19|><|local-0-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|red|><|cylinder|> at <|6-6|><|local-2-1|> with height 30
Step 2: Lower to <|red|><|cylinder|> at <|6-6|><|local-2-1|> with height 17
Step 3: Close gripper on <|red|><|cylinder|> at <|6-6|><|local-2-1|> with height 17
Step 4: Lift <|red|><|cylinder|> at <|6-6|><|local-2-1|> to height 30
Step 5: Move to <|olive|><|star|> location at <|15-19|><|local-0-1|> with height 30
Step 6: Stack on top of <|olive|><|star|> location at <|15-19|><|local-0-1|> with height 18 + 5 and open gripper
| [{"cyan-moon": [96, 38, 18]}, {"teal-cylinder": [0, 21, 18]}, {"red-cylinder": [26, 25, 17]}, {"navy-cube": [26, 45, 18]}, {"black-star": [67, 14, 17]}, {"white-triangular prism": [47, 11, 17]}, {"olive-star": [60, 77, 18]}] | Stack the red cylinder on top of the olive star | [
[
26,
25,
30,
0,
60,
90,
1
],
[
26,
25,
17,
0,
60,
90,
1
],
[
26,
25,
17,
0,
60,
90,
0
],
[
26,
25,
30,
0,
60,
90,
0
],
[
60,
77,
30,
0,
60,
90,
0
],
[
60,
77,
23,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|moon|>\": 18, \"<|teal|><|cylinder|>\": 18, \"<|red|><|cylinder|>\": 17, \"<|navy|><|cube|>\": 18, \"<|black|><|star|>\": 17, \"<|white|><|triangular prism|>\": 17, \"<|olive|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 olive star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|local-0-1|><|teal|><|cylinder|><|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|><|local-2-1|><|red|><|cylinder|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|local-2-1|><|navy|><|cube|><|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|><|local-3-3|><|white|><|triangular prism|><|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|><|local-0-1|><|olive|><|star|><|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|><|local-3-2|><|black|><|star|><|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|><|local-0-2|><|cyan|><|moon|><|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 <|6-6|><|local-2-1|> with height 17\nTarget Placement Location: <|olive|><|star|> at <|15-19|><|local-0-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cylinder|> at <|6-6|><|local-2-1|> with height 30\nStep 2: Lower to <|red|><|cylinder|> at <|6-6|><|local-2-1|> with height 17\nStep 3: Close gripper on <|red|><|cylinder|> at <|6-6|><|local-2-1|> with height 17\nStep 4: Lift <|red|><|cylinder|> at <|6-6|><|local-2-1|> to height 30\nStep 5: Move to <|olive|><|star|> location at <|15-19|><|local-0-1|> with height 30\nStep 6: Stack on top of <|olive|><|star|> location at <|15-19|><|local-0-1|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|6-6|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|6-6|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|6-6|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|6-6|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|15-19|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|15-19|>\", \"<|local-0-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|moon|>": ["<|10-24|><|local-0-0|>", 17]}] | [{"<|maroon|><|moon|>": ["<|8-18|><|local-0-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|gray|><|moon|> found at <|10-24|><|local-0-0|> with height 17
Target Placement Location: <|maroon|><|moon|> at <|8-18|><|local-0-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|gray|><|moon|> at <|10-24|><|local-0-0|> with height 30
Step 2: Lower to <|gray|><|moon|> at <|10-24|><|local-0-0|> with height 17
Step 3: Close gripper on <|gray|><|moon|> at <|10-24|><|local-0-0|> with height 17
Step 4: Lift <|gray|><|moon|> at <|10-24|><|local-0-0|> to height 30
Step 5: Move to <|maroon|><|moon|> location at <|8-18|><|local-0-0|> with height 30
Step 6: Stack on top of <|maroon|><|moon|> location at <|8-18|><|local-0-0|> with height 17 + 5 and open gripper
| [{"white-cylinder": [80, 15, 18]}, {"azure-star": [74, 92, 17]}, {"silver-cube": [36, 53, 17]}, {"maroon-moon": [32, 72, 17]}, {"gray-moon": [40, 96, 17]}] | Stack the gray moon on top of the maroon moon | [
[
40,
96,
30,
0,
60,
90,
1
],
[
40,
96,
17,
0,
60,
90,
1
],
[
40,
96,
17,
0,
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[
32,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|cylinder|>\": 18, \"<|azure|><|star|>\": 17, \"<|silver|><|cube|>\": 17, \"<|maroon|><|moon|>\": 17, \"<|gray|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-0-0|><|maroon|><|moon|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|local-0-1|><|silver|><|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|><|local-0-0|><|gray|><|moon|>\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|><|local-2-0|><|azure|><|star|><|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|><|local-0-3|><|white|><|cylinder|><|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 <|10-24|><|local-0-0|> with height 17\nTarget Placement Location: <|maroon|><|moon|> at <|8-18|><|local-0-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|moon|> at <|10-24|><|local-0-0|> with height 30\nStep 2: Lower to <|gray|><|moon|> at <|10-24|><|local-0-0|> with height 17\nStep 3: Close gripper on <|gray|><|moon|> at <|10-24|><|local-0-0|> with height 17\nStep 4: Lift <|gray|><|moon|> at <|10-24|><|local-0-0|> to height 30\nStep 5: Move to <|maroon|><|moon|> location at <|8-18|><|local-0-0|> with height 30\nStep 6: Stack on top of <|maroon|><|moon|> location at <|8-18|><|local-0-0|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|10-24|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|10-24|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|10-24|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|10-24|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|8-18|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|8-18|>\", \"<|local-0-0|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|cylinder|>": ["<|22-1|><|local-0-1|>", 18]}] | [{"<|blue|><|triangular prism|>": ["<|19-21|><|local-1-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|cylinder|> found at <|22-1|><|local-0-1|> with height 18
Target Placement Location: <|blue|><|triangular prism|> at <|19-21|><|local-1-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> with height 30
Step 2: Lower to <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> with height 18
Step 3: Close gripper on <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> with height 18
Step 4: Lift <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> to height 30
Step 5: Move to <|blue|><|triangular prism|> location at <|19-21|><|local-1-1|> with height 30
Step 6: Stack on top of <|blue|><|triangular prism|> location at <|19-21|><|local-1-1|> with height 18 + 5 and open gripper
| [{"yellow-cylinder": [88, 5, 18]}, {"blue-triangular prism": [77, 85, 18]}, {"white-moon": [61, 6, 17]}, {"violet-moon": [5, 13, 17]}, {"teal-cube": [87, 78, 18]}, {"teal-star": [70, 74, 18]}, {"cyan-moon": [52, 5, 17]}] | Stack the yellow cylinder on top of the blue triangular prism | [
[
88,
5,
30,
0,
60,
90,
1
],
[
88,
5,
18,
0,
60,
90,
1
],
[
88,
5,
18,
0,
60,
90,
0
],
[
88,
5,
30,
0,
60,
90,
0
],
[
77,
85,
30,
0,
60,
90,
0
],
[
77,
85,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|cylinder|>\": 18, \"<|blue|><|triangular prism|>\": 18, \"<|white|><|moon|>\": 17, \"<|violet|><|moon|>\": 17, \"<|teal|><|cube|>\": 18, \"<|teal|><|star|>\": 18, \"<|cyan|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-1-1|><|violet|><|moon|><|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|><|local-0-1|><|cyan|><|moon|><|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|><|local-1-2|><|white|><|moon|><|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|><|local-2-2|><|teal|><|star|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|local-1-1|><|blue|><|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|><|local-3-2|><|teal|><|cube|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|local-0-1|><|yellow|><|cylinder|><|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 <|22-1|><|local-0-1|> with height 18\nTarget Placement Location: <|blue|><|triangular prism|> at <|19-21|><|local-1-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> with height 30\nStep 2: Lower to <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> with height 18\nStep 3: Close gripper on <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> with height 18\nStep 4: Lift <|yellow|><|cylinder|> at <|22-1|><|local-0-1|> to height 30\nStep 5: Move to <|blue|><|triangular prism|> location at <|19-21|><|local-1-1|> with height 30\nStep 6: Stack on top of <|blue|><|triangular prism|> location at <|19-21|><|local-1-1|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|22-1|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|22-1|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|22-1|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|22-1|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|19-21|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|19-21|>\", \"<|local-1-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cylinder|>": ["<|22-15|><|local-0-0|>", 17]}] | [{"<|cyan|><|container|>": ["<|10-11|><|local-0-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|white|><|cylinder|> found at <|22-15|><|local-0-0|> with height 17
Target Placement Location: <|cyan|><|container|> at <|10-11|><|local-0-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|white|><|cylinder|> at <|22-15|><|local-0-0|> with height 30
Step 2: Lower to <|white|><|cylinder|> at <|22-15|><|local-0-0|> with height 17
Step 3: Close gripper on <|white|><|cylinder|> at <|22-15|><|local-0-0|> with height 17
Step 4: Lift <|white|><|cylinder|> at <|22-15|><|local-0-0|> to height 30
Step 5: Move to <|cyan|><|container|> location at <|10-11|><|local-0-3|> with height 30
Step 6: Place inside <|cyan|><|container|> location at <|10-11|><|local-0-3|> with height 18 and open gripper
| [{"cyan-container": [40, 47, 18]}, {"purple-cube": [97, 77, 18]}, {"white-cylinder": [88, 60, 17]}, {"cyan-cylinder": [6, 73, 18]}, {"teal-triangular prism": [16, 82, 17]}] | Pick up the white cylinder and place it into the cyan container | [
[
88,
60,
30,
0,
60,
90,
1
],
[
88,
60,
17,
0,
60,
90,
1
],
[
88,
60,
17,
0,
60,
90,
0
],
[
88,
60,
30,
0,
60,
90,
0
],
[
40,
47,
30,
0,
60,
90,
0
],
[
40,
47,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|container|>\": 18, \"<|purple|><|cube|>\": 18, \"<|white|><|cylinder|>\": 17, \"<|cyan|><|cylinder|>\": 18, \"<|teal|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-1|><|cyan|><|cylinder|><|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|><|local-0-2|><|teal|><|triangular prism|><|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|><|local-0-3|><|cyan|><|container|><|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|><|local-0-0|><|white|><|cylinder|><|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|><|local-1-1|><|purple|><|cube|><|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 <|22-15|><|local-0-0|> with height 17\nTarget Placement Location: <|cyan|><|container|> at <|10-11|><|local-0-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cylinder|> at <|22-15|><|local-0-0|> with height 30\nStep 2: Lower to <|white|><|cylinder|> at <|22-15|><|local-0-0|> with height 17\nStep 3: Close gripper on <|white|><|cylinder|> at <|22-15|><|local-0-0|> with height 17\nStep 4: Lift <|white|><|cylinder|> at <|22-15|><|local-0-0|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|10-11|><|local-0-3|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|10-11|><|local-0-3|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|22-15|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|22-15|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|22-15|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|22-15|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-11|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-11|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|triangular prism|>": ["<|12-24|><|local-2-1|>", 18]}] | [{"<|silver|><|container|>": ["<|16-15|><|local-0-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|azure|><|triangular prism|> found at <|12-24|><|local-2-1|> with height 18
Target Placement Location: <|silver|><|container|> at <|16-15|><|local-0-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> with height 30
Step 2: Lower to <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> with height 18
Step 3: Close gripper on <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> with height 18
Step 4: Lift <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> to height 30
Step 5: Move to <|silver|><|container|> location at <|16-15|><|local-0-1|> with height 30
Step 6: Place inside <|silver|><|container|> location at <|16-15|><|local-0-1|> with height 18 and open gripper
| [{"azure-triangular prism": [50, 97, 18]}, {"silver-moon": [53, 67, 17]}, {"magenta-cube": [94, 92, 18]}, {"red-cylinder": [46, 70, 17]}, {"silver-container": [64, 61, 18]}] | Pick up the azure triangular prism and place it into the silver container | [
[
50,
97,
30,
0,
60,
90,
1
],
[
50,
97,
18,
0,
60,
90,
1
],
[
50,
97,
18,
0,
60,
90,
0
],
[
50,
97,
30,
0,
60,
90,
0
],
[
64,
61,
30,
0,
60,
90,
0
],
[
64,
61,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|triangular prism|>\": 18, \"<|silver|><|moon|>\": 17, \"<|magenta|><|cube|>\": 18, \"<|red|><|cylinder|>\": 17, \"<|silver|><|container|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 triangular prism 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|><|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|><|local-2-2|><|red|><|cylinder|><|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|><|local-2-1|><|azure|><|triangular prism|>\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|><|local-1-3|><|silver|><|moon|><|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|><|local-0-1|><|silver|><|container|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|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|><|local-2-0|><|magenta|><|cube|><|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|><|triangular prism|> found at <|12-24|><|local-2-1|> with height 18\nTarget Placement Location: <|silver|><|container|> at <|16-15|><|local-0-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> with height 30\nStep 2: Lower to <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> with height 18\nStep 3: Close gripper on <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> with height 18\nStep 4: Lift <|azure|><|triangular prism|> at <|12-24|><|local-2-1|> to height 30\nStep 5: Move to <|silver|><|container|> location at <|16-15|><|local-0-1|> with height 30\nStep 6: Place inside <|silver|><|container|> location at <|16-15|><|local-0-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|12-24|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|12-24|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|12-24|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|12-24|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-15|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-15|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|cube|>": ["<|24-24|><|local-0-0|>", 18]}] | [{"<|cyan|><|container|>": ["<|13-4|><|local-0-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|cube|> found at <|24-24|><|local-0-0|> with height 18
Target Placement Location: <|cyan|><|container|> at <|13-4|><|local-0-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|maroon|><|cube|> at <|24-24|><|local-0-0|> with height 30
Step 2: Lower to <|maroon|><|cube|> at <|24-24|><|local-0-0|> with height 18
Step 3: Close gripper on <|maroon|><|cube|> at <|24-24|><|local-0-0|> with height 18
Step 4: Lift <|maroon|><|cube|> at <|24-24|><|local-0-0|> to height 30
Step 5: Move to <|cyan|><|container|> location at <|13-4|><|local-0-3|> with height 30
Step 6: Place inside <|cyan|><|container|> location at <|13-4|><|local-0-3|> with height 19 and open gripper
| [{"maroon-cube": [96, 96, 18]}, {"azure-cylinder": [87, 56, 17]}, {"black-moon": [3, 88, 18]}, {"violet-cylinder": [13, 62, 18]}, {"purple-cylinder": [63, 23, 17]}, {"navy-moon": [5, 32, 17]}, {"cyan-container": [52, 19, 19]}] | Pick up the maroon cube and place it into the cyan container | [
[
96,
96,
30,
0,
60,
90,
1
],
[
96,
96,
18,
0,
60,
90,
1
],
[
96,
96,
18,
0,
60,
90,
0
],
[
96,
96,
30,
0,
60,
90,
0
],
[
52,
19,
30,
0,
60,
90,
0
],
[
52,
19,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|cube|>\": 18, \"<|azure|><|cylinder|>\": 17, \"<|black|><|moon|>\": 18, \"<|violet|><|cylinder|>\": 18, \"<|purple|><|cylinder|>\": 17, \"<|navy|><|moon|>\": 17, \"<|cyan|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the maroon cube and place it into the 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|><|local-3-0|><|black|><|moon|><|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|><|local-1-0|><|navy|><|moon|><|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|><|local-1-2|><|violet|><|cylinder|><|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|><|local-0-3|><|cyan|><|container|><|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|><|local-3-3|><|purple|><|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|><|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|><|local-3-0|><|azure|><|cylinder|><|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|><|local-0-0|><|maroon|><|cube|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|cube|> found at <|24-24|><|local-0-0|> with height 18\nTarget Placement Location: <|cyan|><|container|> at <|13-4|><|local-0-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|cube|> at <|24-24|><|local-0-0|> with height 30\nStep 2: Lower to <|maroon|><|cube|> at <|24-24|><|local-0-0|> with height 18\nStep 3: Close gripper on <|maroon|><|cube|> at <|24-24|><|local-0-0|> with height 18\nStep 4: Lift <|maroon|><|cube|> at <|24-24|><|local-0-0|> to height 30\nStep 5: Move to <|cyan|><|container|> location at <|13-4|><|local-0-3|> with height 30\nStep 6: Place inside <|cyan|><|container|> location at <|13-4|><|local-0-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|24-24|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|24-24|>\", \"<|local-0-0|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|24-24|>\", \"<|local-0-0|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|24-24|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|13-4|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|13-4|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cylinder|>": ["<|3-21|><|local-0-1|>", 17]}] | [{"<|magenta|><|star|>": ["<|11-11|><|local-3-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cylinder|> found at <|3-21|><|local-0-1|> with height 17
Target Placement Location: <|magenta|><|star|> at <|11-11|><|local-3-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|olive|><|cylinder|> at <|3-21|><|local-0-1|> with height 30
Step 2: Lower to <|olive|><|cylinder|> at <|3-21|><|local-0-1|> with height 17
Step 3: Close gripper on <|olive|><|cylinder|> at <|3-21|><|local-0-1|> with height 17
Step 4: Lift <|olive|><|cylinder|> at <|3-21|><|local-0-1|> to height 30
Step 5: Move to <|magenta|><|star|> location at <|11-11|><|local-3-0|> with height 30
Step 6: Stack on top of <|magenta|><|star|> location at <|11-11|><|local-3-0|> with height 19 + 5 and open gripper
| [{"navy-triangular prism": [10, 53, 17]}, {"olive-moon": [81, 71, 17]}, {"olive-cylinder": [12, 85, 17]}, {"silver-cylinder": [94, 72, 17]}, {"maroon-star": [30, 87, 18]}, {"magenta-star": [47, 44, 19]}, {"yellow-moon": [53, 63, 17]}] | Stack the olive cylinder on top of the magenta star | [
[
12,
85,
30,
0,
60,
90,
1
],
[
12,
85,
17,
0,
60,
90,
1
],
[
12,
85,
17,
0,
60,
90,
0
],
[
12,
85,
30,
0,
60,
90,
0
],
[
47,
44,
30,
0,
60,
90,
0
],
[
47,
44,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|triangular prism|>\": 17, \"<|olive|><|moon|>\": 17, \"<|olive|><|cylinder|>\": 17, \"<|silver|><|cylinder|>\": 17, \"<|maroon|><|star|>\": 18, \"<|magenta|><|star|>\": 19, \"<|yellow|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder on top of the magenta star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|local-2-1|><|navy|><|triangular prism|><|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|><|local-0-1|><|olive|><|cylinder|><|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|><|local-2-3|><|maroon|><|star|><|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|><|local-3-0|><|magenta|><|star|><|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|><|local-1-3|><|yellow|><|moon|><|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|><|local-1-3|><|olive|><|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|><|local-2-0|><|silver|><|cylinder|><|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 <|3-21|><|local-0-1|> with height 17\nTarget Placement Location: <|magenta|><|star|> at <|11-11|><|local-3-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cylinder|> at <|3-21|><|local-0-1|> with height 30\nStep 2: Lower to <|olive|><|cylinder|> at <|3-21|><|local-0-1|> with height 17\nStep 3: Close gripper on <|olive|><|cylinder|> at <|3-21|><|local-0-1|> with height 17\nStep 4: Lift <|olive|><|cylinder|> at <|3-21|><|local-0-1|> to height 30\nStep 5: Move to <|magenta|><|star|> location at <|11-11|><|local-3-0|> with height 30\nStep 6: Stack on top of <|magenta|><|star|> location at <|11-11|><|local-3-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|3-21|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|3-21|>\", \"<|local-0-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|3-21|>\", \"<|local-0-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|3-21|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|11-11|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|11-11|>\", \"<|local-3-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|24-17|><|local-2-1|>", 17]}] | [{"<|green|><|cylinder|>": ["<|17-19|><|local-1-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|24-17|><|local-2-1|> with height 17
Target Placement Location: <|green|><|cylinder|> at <|17-19|><|local-1-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|blue|><|cylinder|> at <|24-17|><|local-2-1|> with height 30
Step 2: Lower to <|blue|><|cylinder|> at <|24-17|><|local-2-1|> with height 17
Step 3: Close gripper on <|blue|><|cylinder|> at <|24-17|><|local-2-1|> with height 17
Step 4: Lift <|blue|><|cylinder|> at <|24-17|><|local-2-1|> to height 30
Step 5: Move to <|green|><|cylinder|> location at <|17-19|><|local-1-3|> with height 30
Step 6: Stack on top of <|green|><|cylinder|> location at <|17-19|><|local-1-3|> with height 18 + 5 and open gripper
| [{"red-triangular prism": [58, 54, 17]}, {"blue-cylinder": [98, 69, 17]}, {"maroon-star": [26, 20, 17]}, {"green-cylinder": [69, 79, 18]}, {"violet-cylinder": [19, 89, 18]}] | Stack the blue cylinder on top of the green cylinder | [
[
98,
69,
30,
0,
60,
90,
1
],
[
98,
69,
17,
0,
60,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|red|><|triangular prism|>\": 17, \"<|blue|><|cylinder|>\": 17, \"<|maroon|><|star|>\": 17, \"<|green|><|cylinder|>\": 18, \"<|violet|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-3-1|><|violet|><|cylinder|><|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|><|local-2-0|><|maroon|><|star|><|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|><|local-2-2|><|red|><|triangular prism|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|local-1-3|><|green|><|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|><|local-2-1|><|blue|><|cylinder|><|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 <|24-17|><|local-2-1|> with height 17\nTarget Placement Location: <|green|><|cylinder|> at <|17-19|><|local-1-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cylinder|> at <|24-17|><|local-2-1|> with height 30\nStep 2: Lower to <|blue|><|cylinder|> at <|24-17|><|local-2-1|> with height 17\nStep 3: Close gripper on <|blue|><|cylinder|> at <|24-17|><|local-2-1|> with height 17\nStep 4: Lift <|blue|><|cylinder|> at <|24-17|><|local-2-1|> to height 30\nStep 5: Move to <|green|><|cylinder|> location at <|17-19|><|local-1-3|> with height 30\nStep 6: Stack on top of <|green|><|cylinder|> location at <|17-19|><|local-1-3|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|24-17|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|24-17|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|24-17|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|24-17|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|17-19|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|17-19|>\", \"<|local-1-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|triangular prism|>": ["<|21-9|><|local-0-1|>", 18]}] | [{"<|maroon|><|container|>": ["<|0-10|><|local-1-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|triangular prism|> found at <|21-9|><|local-0-1|> with height 18
Target Placement Location: <|maroon|><|container|> at <|0-10|><|local-1-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> with height 30
Step 2: Lower to <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> with height 18
Step 3: Close gripper on <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> with height 18
Step 4: Lift <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> to height 30
Step 5: Move to <|maroon|><|container|> location at <|0-10|><|local-1-3|> with height 30
Step 6: Place inside <|maroon|><|container|> location at <|0-10|><|local-1-3|> with height 19 and open gripper
| [{"yellow-cylinder": [4, 39, 18]}, {"cyan-triangular prism": [84, 37, 18]}, {"white-cube": [53, 30, 17]}, {"purple-triangular prism": [60, 85, 18]}, {"maroon-container": [1, 43, 19]}] | Pick up the cyan triangular prism and place it into the maroon container | [
[
84,
37,
30,
0,
60,
90,
1
],
[
84,
37,
18,
0,
60,
90,
1
],
[
84,
37,
18,
0,
60,
90,
0
],
[
84,
37,
30,
0,
60,
90,
0
],
[
1,
43,
30,
0,
60,
90,
0
],
[
1,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|cylinder|>\": 18, \"<|cyan|><|triangular prism|>\": 18, \"<|white|><|cube|>\": 17, \"<|purple|><|triangular prism|>\": 18, \"<|maroon|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-1-3|><|maroon|><|container|><|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|><|local-0-3|><|yellow|><|cylinder|><|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|><|local-1-2|><|white|><|cube|><|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|><|local-0-1|><|purple|><|triangular prism|><|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|><|local-0-1|><|cyan|><|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|><|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 <|21-9|><|local-0-1|> with height 18\nTarget Placement Location: <|maroon|><|container|> at <|0-10|><|local-1-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> with height 30\nStep 2: Lower to <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> with height 18\nStep 3: Close gripper on <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> with height 18\nStep 4: Lift <|cyan|><|triangular prism|> at <|21-9|><|local-0-1|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|0-10|><|local-1-3|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|0-10|><|local-1-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|21-9|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|21-9|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|21-9|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|21-9|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-10|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-10|>\", \"<|local-1-3|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|star|>": ["<|14-0|><|local-3-2|>", 19]}] | [{"<|yellow|><|cylinder|>": ["<|16-0|><|local-3-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|purple|><|star|> found at <|14-0|><|local-3-2|> with height 19
Target Placement Location: <|yellow|><|cylinder|> at <|16-0|><|local-3-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|purple|><|star|> at <|14-0|><|local-3-2|> with height 30
Step 2: Lower to <|purple|><|star|> at <|14-0|><|local-3-2|> with height 19
Step 3: Close gripper on <|purple|><|star|> at <|14-0|><|local-3-2|> with height 19
Step 4: Lift <|purple|><|star|> at <|14-0|><|local-3-2|> to height 30
Step 5: Move to <|yellow|><|cylinder|> location at <|16-0|><|local-3-0|> with height 30
Step 6: Stack on top of <|yellow|><|cylinder|> location at <|16-0|><|local-3-0|> with height 17 + 5 and open gripper
| [{"purple-star": [59, 2, 19]}, {"white-moon": [56, 72, 18]}, {"white-star": [82, 59, 17]}, {"purple-cylinder": [47, 77, 18]}, {"yellow-cylinder": [67, 0, 17]}, {"olive-star": [31, 88, 17]}, {"rose-cube": [98, 54, 18]}] | Stack the purple star on top of the yellow cylinder | [
[
59,
2,
30,
0,
60,
90,
1
],
[
59,
2,
19,
0,
60,
90,
1
],
[
59,
2,
19,
0,
60,
90,
0
],
[
59,
2,
30,
0,
60,
90,
0
],
[
67,
0,
30,
0,
60,
90,
0
],
[
67,
0,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|purple|><|star|>\": 19, \"<|white|><|moon|>\": 18, \"<|white|><|star|>\": 17, \"<|purple|><|cylinder|>\": 18, \"<|yellow|><|cylinder|>\": 17, \"<|olive|><|star|>\": 17, \"<|rose|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|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|><|local-3-0|><|olive|><|star|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|local-3-1|><|purple|><|cylinder|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|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|><|local-3-2|><|purple|><|star|><|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|><|local-0-0|><|white|><|moon|><|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|><|local-3-0|><|yellow|><|cylinder|><|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|><|local-2-3|><|white|><|star|><|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|><|local-2-2|><|rose|><|cube|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|star|> found at <|14-0|><|local-3-2|> with height 19\nTarget Placement Location: <|yellow|><|cylinder|> at <|16-0|><|local-3-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|star|> at <|14-0|><|local-3-2|> with height 30\nStep 2: Lower to <|purple|><|star|> at <|14-0|><|local-3-2|> with height 19\nStep 3: Close gripper on <|purple|><|star|> at <|14-0|><|local-3-2|> with height 19\nStep 4: Lift <|purple|><|star|> at <|14-0|><|local-3-2|> to height 30\nStep 5: Move to <|yellow|><|cylinder|> location at <|16-0|><|local-3-0|> with height 30\nStep 6: Stack on top of <|yellow|><|cylinder|> location at <|16-0|><|local-3-0|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|14-0|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|14-0|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|14-0|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|14-0|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-0|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-0|>\", \"<|local-3-0|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|0-4|><|local-1-1|>", 17]}] | [{"<|purple|><|star|>": ["<|21-15|><|local-3-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|0-4|><|local-1-1|> with height 17
Target Placement Location: <|purple|><|star|> at <|21-15|><|local-3-1|> with height 19
PLAN ACTIONS:
Step 1: Move above <|teal|><|cylinder|> at <|0-4|><|local-1-1|> with height 30
Step 2: Lower to <|teal|><|cylinder|> at <|0-4|><|local-1-1|> with height 17
Step 3: Close gripper on <|teal|><|cylinder|> at <|0-4|><|local-1-1|> with height 17
Step 4: Lift <|teal|><|cylinder|> at <|0-4|><|local-1-1|> to height 30
Step 5: Move to <|purple|><|star|> location at <|21-15|><|local-3-1|> with height 30
Step 6: Stack on top of <|purple|><|star|> location at <|21-15|><|local-3-1|> with height 19 + 5 and open gripper
| [{"yellow-triangular prism": [23, 10, 17]}, {"teal-cylinder": [1, 17, 17]}, {"purple-star": [87, 61, 19]}, {"olive-cube": [84, 23, 17]}, {"azure-cylinder": [2, 4, 18]}] | Stack the teal cylinder on top of the purple star | [
[
1,
17,
30,
0,
60,
90,
1
],
[
1,
17,
17,
0,
60,
90,
1
],
[
1,
17,
17,
0,
60,
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0
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[
1,
17,
30,
0,
60,
90,
0
],
[
87,
61,
30,
0,
60,
90,
0
],
[
87,
61,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|triangular prism|>\": 17, \"<|teal|><|cylinder|>\": 17, \"<|purple|><|star|>\": 19, \"<|olive|><|cube|>\": 17, \"<|azure|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal cylinder on top of the purple star\n<desk>\n<|0-0|><|empty|><|0-1|><|local-2-0|><|azure|><|cylinder|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|local-1-1|><|teal|><|cylinder|><|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|><|local-3-2|><|yellow|><|triangular prism|><|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|><|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|><|local-0-3|><|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|><|local-3-1|><|purple|><|star|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|cylinder|> found at <|0-4|><|local-1-1|> with height 17\nTarget Placement Location: <|purple|><|star|> at <|21-15|><|local-3-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cylinder|> at <|0-4|><|local-1-1|> with height 30\nStep 2: Lower to <|teal|><|cylinder|> at <|0-4|><|local-1-1|> with height 17\nStep 3: Close gripper on <|teal|><|cylinder|> at <|0-4|><|local-1-1|> with height 17\nStep 4: Lift <|teal|><|cylinder|> at <|0-4|><|local-1-1|> to height 30\nStep 5: Move to <|purple|><|star|> location at <|21-15|><|local-3-1|> with height 30\nStep 6: Stack on top of <|purple|><|star|> location at <|21-15|><|local-3-1|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|0-4|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|0-4|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|0-4|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|0-4|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|21-15|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|21-15|>\", \"<|local-3-1|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|cube|>": ["<|23-14|><|local-3-0|>", 19]}] | [{"<|azure|><|star|>": ["<|22-3|><|local-0-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|cube|> found at <|23-14|><|local-3-0|> with height 19
Target Placement Location: <|azure|><|star|> at <|22-3|><|local-0-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|magenta|><|cube|> at <|23-14|><|local-3-0|> with height 30
Step 2: Lower to <|magenta|><|cube|> at <|23-14|><|local-3-0|> with height 19
Step 3: Close gripper on <|magenta|><|cube|> at <|23-14|><|local-3-0|> with height 19
Step 4: Lift <|magenta|><|cube|> at <|23-14|><|local-3-0|> to height 30
Step 5: Move to <|azure|><|star|> location at <|22-3|><|local-0-2|> with height 30
Step 6: Stack on top of <|azure|><|star|> location at <|22-3|><|local-0-2|> with height 19 + 5 and open gripper
| [{"magenta-cube": [95, 56, 19]}, {"magenta-star": [46, 4, 17]}, {"lime-star": [56, 37, 17]}, {"yellow-star": [82, 93, 17]}, {"lime-cylinder": [20, 3, 17]}, {"azure-star": [88, 14, 19]}] | Stack the magenta cube on top of the azure star | [
[
95,
56,
30,
0,
60,
90,
1
],
[
95,
56,
19,
0,
60,
90,
1
],
[
95,
56,
19,
0,
60,
90,
0
],
[
95,
56,
30,
0,
60,
90,
0
],
[
88,
14,
30,
0,
60,
90,
0
],
[
88,
14,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|magenta|><|cube|>\": 19, \"<|magenta|><|star|>\": 17, \"<|lime|><|star|>\": 17, \"<|yellow|><|star|>\": 17, \"<|lime|><|cylinder|>\": 17, \"<|azure|><|star|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cube on top of the azure 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|><|local-0-3|><|lime|><|cylinder|><|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|><|local-2-0|><|magenta|><|star|><|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|><|local-0-1|><|lime|><|star|><|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|><|local-2-1|><|yellow|><|star|><|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|><|local-0-2|><|azure|><|star|><|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|><|local-3-0|><|magenta|><|cube|><|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 <|23-14|><|local-3-0|> with height 19\nTarget Placement Location: <|azure|><|star|> at <|22-3|><|local-0-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|magenta|><|cube|> at <|23-14|><|local-3-0|> with height 30\nStep 2: Lower to <|magenta|><|cube|> at <|23-14|><|local-3-0|> with height 19\nStep 3: Close gripper on <|magenta|><|cube|> at <|23-14|><|local-3-0|> with height 19\nStep 4: Lift <|magenta|><|cube|> at <|23-14|><|local-3-0|> to height 30\nStep 5: Move to <|azure|><|star|> location at <|22-3|><|local-0-2|> with height 30\nStep 6: Stack on top of <|azure|><|star|> location at <|22-3|><|local-0-2|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|23-14|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|23-14|>\", \"<|local-3-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|23-14|>\", \"<|local-3-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|23-14|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|22-3|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|22-3|>\", \"<|local-0-2|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|star|>": ["<|7-7|><|local-2-1|>", 17]}] | [{"<|black|><|container|>": ["<|16-12|><|local-3-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|olive|><|star|> found at <|7-7|><|local-2-1|> with height 17
Target Placement Location: <|black|><|container|> at <|16-12|><|local-3-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|olive|><|star|> at <|7-7|><|local-2-1|> with height 30
Step 2: Lower to <|olive|><|star|> at <|7-7|><|local-2-1|> with height 17
Step 3: Close gripper on <|olive|><|star|> at <|7-7|><|local-2-1|> with height 17
Step 4: Lift <|olive|><|star|> at <|7-7|><|local-2-1|> to height 30
Step 5: Move to <|black|><|container|> location at <|16-12|><|local-3-3|> with height 30
Step 6: Place inside <|black|><|container|> location at <|16-12|><|local-3-3|> with height 19 and open gripper
| [{"maroon-triangular prism": [95, 82, 17]}, {"black-container": [67, 51, 19]}, {"gray-star": [30, 66, 18]}, {"silver-cube": [15, 32, 17]}, {"violet-star": [2, 95, 17]}, {"olive-star": [30, 29, 17]}, {"olive-triangular prism": [2, 56, 17]}] | Pick up the olive star and place it into the black 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
],
[
67,
51,
30,
0,
60,
90,
0
],
[
67,
51,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|triangular prism|>\": 17, \"<|black|><|container|>\": 19, \"<|gray|><|star|>\": 18, \"<|silver|><|cube|>\": 17, \"<|violet|><|star|>\": 17, \"<|olive|><|star|>\": 17, \"<|olive|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-0|><|olive|><|triangular prism|><|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|><|local-2-3|><|violet|><|star|><|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|><|local-3-0|><|silver|><|cube|><|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|><|local-2-1|><|olive|><|star|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|local-2-2|><|gray|><|star|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|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|><|local-3-3|><|black|><|container|><|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|><|local-3-2|><|maroon|><|triangular prism|><|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 <|7-7|><|local-2-1|> with height 17\nTarget Placement Location: <|black|><|container|> at <|16-12|><|local-3-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|7-7|><|local-2-1|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|7-7|><|local-2-1|> with height 17\nStep 3: Close gripper on <|olive|><|star|> at <|7-7|><|local-2-1|> with height 17\nStep 4: Lift <|olive|><|star|> at <|7-7|><|local-2-1|> to height 30\nStep 5: Move to <|black|><|container|> location at <|16-12|><|local-3-3|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|16-12|><|local-3-3|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|7-7|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|7-7|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|7-7|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|7-7|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-12|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-12|>\", \"<|local-3-3|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|triangular prism|>": ["<|1-18|><|local-2-2|>", 18]}] | [{"<|lime|><|container|>": ["<|22-15|><|local-0-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|navy|><|triangular prism|> found at <|1-18|><|local-2-2|> with height 18
Target Placement Location: <|lime|><|container|> at <|22-15|><|local-0-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> with height 30
Step 2: Lower to <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> with height 18
Step 3: Close gripper on <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> with height 18
Step 4: Lift <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> to height 30
Step 5: Move to <|lime|><|container|> location at <|22-15|><|local-0-0|> with height 30
Step 6: Place inside <|lime|><|container|> location at <|22-15|><|local-0-0|> with height 17 and open gripper
| [{"lime-container": [88, 60, 17]}, {"navy-triangular prism": [6, 74, 18]}, {"magenta-cylinder": [81, 54, 18]}, {"blue-star": [49, 25, 18]}, {"cyan-triangular prism": [73, 4, 17]}, {"magenta-triangular prism": [29, 38, 17]}, {"violet-moon": [45, 46, 17]}] | Pick up the navy triangular prism and place it into the lime container | [
[
6,
74,
30,
0,
60,
90,
1
],
[
6,
74,
18,
0,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|container|>\": 17, \"<|navy|><|triangular prism|>\": 18, \"<|magenta|><|cylinder|>\": 18, \"<|blue|><|star|>\": 18, \"<|cyan|><|triangular prism|>\": 17, \"<|magenta|><|triangular prism|>\": 17, \"<|violet|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy triangular prism and place it into the 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|><|local-2-2|><|navy|><|triangular prism|><|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|><|local-1-2|><|magenta|><|triangular prism|><|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|><|local-1-2|><|violet|><|moon|><|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|><|local-1-1|><|blue|><|star|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|local-1-0|><|cyan|><|triangular prism|><|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|><|local-1-2|><|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|><|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|><|local-0-0|><|lime|><|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: <|navy|><|triangular prism|> found at <|1-18|><|local-2-2|> with height 18\nTarget Placement Location: <|lime|><|container|> at <|22-15|><|local-0-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> with height 30\nStep 2: Lower to <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> with height 18\nStep 3: Close gripper on <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> with height 18\nStep 4: Lift <|navy|><|triangular prism|> at <|1-18|><|local-2-2|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|22-15|><|local-0-0|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|22-15|><|local-0-0|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|1-18|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|1-18|>\", \"<|local-2-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|1-18|>\", \"<|local-2-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|1-18|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|22-15|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|22-15|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|triangular prism|>": ["<|19-2|><|local-3-2|>", 18]}] | [{"<|red|><|cube|>": ["<|14-6|><|local-0-2|>", 18]}] | LOCATE OBJECTS:
Target Object: <|gray|><|triangular prism|> found at <|19-2|><|local-3-2|> with height 18
Target Placement Location: <|red|><|cube|> at <|14-6|><|local-0-2|> with height 18
PLAN ACTIONS:
Step 1: Move above <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> with height 30
Step 2: Lower to <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> with height 18
Step 3: Close gripper on <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> with height 18
Step 4: Lift <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> to height 30
Step 5: Move to <|red|><|cube|> location at <|14-6|><|local-0-2|> with height 30
Step 6: Stack on top of <|red|><|cube|> location at <|14-6|><|local-0-2|> with height 18 + 5 and open gripper
| [{"white-triangular prism": [29, 83, 17]}, {"red-cube": [56, 26, 18]}, {"gray-triangular prism": [79, 10, 18]}, {"maroon-cube": [98, 71, 17]}, {"red-cylinder": [4, 98, 17]}, {"olive-cylinder": [2, 67, 18]}, {"violet-moon": [8, 95, 17]}] | Stack the gray triangular prism on top of the red cube | [
[
79,
10,
30,
0,
60,
90,
1
],
[
79,
10,
18,
0,
60,
90,
1
],
[
79,
10,
18,
0,
60,
90,
0
],
[
79,
10,
30,
0,
60,
90,
0
],
[
56,
26,
30,
0,
60,
90,
0
],
[
56,
26,
23,
0,
60,
90,
1
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|triangular prism|>\": 17, \"<|red|><|cube|>\": 18, \"<|gray|><|triangular prism|>\": 18, \"<|maroon|><|cube|>\": 17, \"<|red|><|cylinder|>\": 17, \"<|olive|><|cylinder|>\": 18, \"<|violet|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 triangular prism 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|><|local-2-3|><|olive|><|cylinder|><|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|><|local-0-2|><|red|><|cylinder|>\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|><|local-0-3|><|violet|><|moon|><|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|><|local-1-3|><|white|><|triangular prism|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|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|><|local-0-2|><|red|><|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|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|local-3-2|><|gray|><|triangular prism|><|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|><|local-2-3|><|maroon|><|cube|><|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 <|19-2|><|local-3-2|> with height 18\nTarget Placement Location: <|red|><|cube|> at <|14-6|><|local-0-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> with height 30\nStep 2: Lower to <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> with height 18\nStep 3: Close gripper on <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> with height 18\nStep 4: Lift <|gray|><|triangular prism|> at <|19-2|><|local-3-2|> to height 30\nStep 5: Move to <|red|><|cube|> location at <|14-6|><|local-0-2|> with height 30\nStep 6: Stack on top of <|red|><|cube|> location at <|14-6|><|local-0-2|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|19-2|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|19-2|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|19-2|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|19-2|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|14-6|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|14-6|>\", \"<|local-0-2|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cube|>": ["<|4-3|><|local-0-3|>", 18]}] | [{"<|white|><|triangular prism|>": ["<|10-3|><|local-2-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cube|> found at <|4-3|><|local-0-3|> with height 18
Target Placement Location: <|white|><|triangular prism|> at <|10-3|><|local-2-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|lime|><|cube|> at <|4-3|><|local-0-3|> with height 30
Step 2: Lower to <|lime|><|cube|> at <|4-3|><|local-0-3|> with height 18
Step 3: Close gripper on <|lime|><|cube|> at <|4-3|><|local-0-3|> with height 18
Step 4: Lift <|lime|><|cube|> at <|4-3|><|local-0-3|> to height 30
Step 5: Move to <|white|><|triangular prism|> location at <|10-3|><|local-2-1|> with height 30
Step 6: Stack on top of <|white|><|triangular prism|> location at <|10-3|><|local-2-1|> with height 18 + 5 and open gripper
| [{"white-cylinder": [33, 78, 18]}, {"silver-star": [22, 81, 18]}, {"lime-cube": [16, 15, 18]}, {"navy-cube": [0, 79, 17]}, {"azure-triangular prism": [65, 52, 18]}, {"white-triangular prism": [42, 13, 18]}, {"cyan-moon": [26, 36, 17]}] | Stack the lime cube on top of the white triangular prism | [
[
16,
15,
30,
0,
60,
90,
1
],
[
16,
15,
18,
0,
60,
90,
1
],
[
16,
15,
18,
0,
60,
90,
0
],
[
16,
15,
30,
0,
60,
90,
0
],
[
42,
13,
30,
0,
60,
90,
0
],
[
42,
13,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|cylinder|>\": 18, \"<|silver|><|star|>\": 18, \"<|lime|><|cube|>\": 18, \"<|navy|><|cube|>\": 17, \"<|azure|><|triangular prism|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|cyan|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cube on top of the white triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|local-0-3|><|navy|><|cube|><|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|><|local-0-3|><|lime|><|cube|><|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|><|local-2-1|><|silver|><|star|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|local-2-0|><|cyan|><|moon|><|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|><|local-1-2|><|white|><|cylinder|><|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|><|local-2-1|><|white|><|triangular prism|><|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|><|local-1-0|><|azure|><|triangular prism|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|cube|> found at <|4-3|><|local-0-3|> with height 18\nTarget Placement Location: <|white|><|triangular prism|> at <|10-3|><|local-2-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|cube|> at <|4-3|><|local-0-3|> with height 30\nStep 2: Lower to <|lime|><|cube|> at <|4-3|><|local-0-3|> with height 18\nStep 3: Close gripper on <|lime|><|cube|> at <|4-3|><|local-0-3|> with height 18\nStep 4: Lift <|lime|><|cube|> at <|4-3|><|local-0-3|> to height 30\nStep 5: Move to <|white|><|triangular prism|> location at <|10-3|><|local-2-1|> with height 30\nStep 6: Stack on top of <|white|><|triangular prism|> location at <|10-3|><|local-2-1|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|4-3|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|4-3|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|4-3|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|4-3|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-3|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-3|>\", \"<|local-2-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|star|>": ["<|6-7|><|local-2-0|>", 19]}] | [{"<|maroon|><|container|>": ["<|24-14|><|local-2-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|teal|><|star|> found at <|6-7|><|local-2-0|> with height 19
Target Placement Location: <|maroon|><|container|> at <|24-14|><|local-2-1|> with height 19
PLAN ACTIONS:
Step 1: Move above <|teal|><|star|> at <|6-7|><|local-2-0|> with height 30
Step 2: Lower to <|teal|><|star|> at <|6-7|><|local-2-0|> with height 19
Step 3: Close gripper on <|teal|><|star|> at <|6-7|><|local-2-0|> with height 19
Step 4: Lift <|teal|><|star|> at <|6-7|><|local-2-0|> to height 30
Step 5: Move to <|maroon|><|container|> location at <|24-14|><|local-2-1|> with height 30
Step 6: Place inside <|maroon|><|container|> location at <|24-14|><|local-2-1|> with height 19 and open gripper
| [{"maroon-star": [67, 26, 17]}, {"olive-star": [17, 60, 18]}, {"rose-moon": [10, 32, 17]}, {"olive-cube": [66, 5, 17]}, {"maroon-container": [98, 57, 19]}, {"teal-star": [26, 28, 19]}] | Pick up the teal star and place it into the maroon container | [
[
26,
28,
30,
0,
60,
90,
1
],
[
26,
28,
19,
0,
60,
90,
1
],
[
26,
28,
19,
0,
60,
90,
0
],
[
26,
28,
30,
0,
60,
90,
0
],
[
98,
57,
30,
0,
60,
90,
0
],
[
98,
57,
19,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|star|>\": 17, \"<|olive|><|star|>\": 18, \"<|rose|><|moon|>\": 17, \"<|olive|><|cube|>\": 17, \"<|maroon|><|container|>\": 19, \"<|teal|><|star|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-0|><|rose|><|moon|><|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|><|local-1-0|><|olive|><|star|><|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|><|local-2-0|><|teal|><|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|><|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|><|local-2-1|><|olive|><|cube|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|local-3-2|><|maroon|><|star|><|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|><|local-2-1|><|maroon|><|container|><|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 <|6-7|><|local-2-0|> with height 19\nTarget Placement Location: <|maroon|><|container|> at <|24-14|><|local-2-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|star|> at <|6-7|><|local-2-0|> with height 30\nStep 2: Lower to <|teal|><|star|> at <|6-7|><|local-2-0|> with height 19\nStep 3: Close gripper on <|teal|><|star|> at <|6-7|><|local-2-0|> with height 19\nStep 4: Lift <|teal|><|star|> at <|6-7|><|local-2-0|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|24-14|><|local-2-1|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|24-14|><|local-2-1|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|6-7|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|6-7|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|6-7|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|6-7|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|24-14|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|24-14|>\", \"<|local-2-1|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|moon|>": ["<|18-13|><|local-0-2|>", 18]}] | [{"<|gray|><|container|>": ["<|0-0|><|local-1-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|rose|><|moon|> found at <|18-13|><|local-0-2|> with height 18
Target Placement Location: <|gray|><|container|> at <|0-0|><|local-1-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|rose|><|moon|> at <|18-13|><|local-0-2|> with height 30
Step 2: Lower to <|rose|><|moon|> at <|18-13|><|local-0-2|> with height 18
Step 3: Close gripper on <|rose|><|moon|> at <|18-13|><|local-0-2|> with height 18
Step 4: Lift <|rose|><|moon|> at <|18-13|><|local-0-2|> to height 30
Step 5: Move to <|gray|><|container|> location at <|0-0|><|local-1-0|> with height 30
Step 6: Place inside <|gray|><|container|> location at <|0-0|><|local-1-0|> with height 19 and open gripper
| [{"navy-cylinder": [3, 53, 17]}, {"black-cylinder": [91, 50, 17]}, {"gray-container": [1, 0, 19]}, {"white-cylinder": [55, 33, 17]}, {"magenta-cube": [38, 98, 17]}, {"azure-star": [47, 81, 18]}, {"rose-moon": [72, 54, 18]}] | Pick up the rose moon and place it into the gray container | [
[
72,
54,
30,
0,
60,
90,
1
],
[
72,
54,
18,
0,
60,
90,
1
],
[
72,
54,
18,
0,
60,
90,
0
],
[
72,
54,
30,
0,
60,
90,
0
],
[
1,
0,
30,
0,
60,
90,
0
],
[
1,
0,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|cylinder|>\": 17, \"<|black|><|cylinder|>\": 17, \"<|gray|><|container|>\": 19, \"<|white|><|cylinder|>\": 17, \"<|magenta|><|cube|>\": 17, \"<|azure|><|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: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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|><|local-1-0|><|gray|><|container|><|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|><|local-3-1|><|navy|><|cylinder|><|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|><|local-2-2|><|magenta|><|cube|>\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|><|local-3-1|><|azure|><|star|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|local-3-1|><|white|><|cylinder|><|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|><|local-0-2|><|rose|><|moon|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|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|><|local-3-2|><|black|><|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: <|rose|><|moon|> found at <|18-13|><|local-0-2|> with height 18\nTarget Placement Location: <|gray|><|container|> at <|0-0|><|local-1-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|rose|><|moon|> at <|18-13|><|local-0-2|> with height 30\nStep 2: Lower to <|rose|><|moon|> at <|18-13|><|local-0-2|> with height 18\nStep 3: Close gripper on <|rose|><|moon|> at <|18-13|><|local-0-2|> with height 18\nStep 4: Lift <|rose|><|moon|> at <|18-13|><|local-0-2|> to height 30\nStep 5: Move to <|gray|><|container|> location at <|0-0|><|local-1-0|> with height 30\nStep 6: Place inside <|gray|><|container|> location at <|0-0|><|local-1-0|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|18-13|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|18-13|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|18-13|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|18-13|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-0|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-0|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|star|>": ["<|16-7|><|local-2-3|>", 18]}] | [{"<|silver|><|star|>": ["<|10-12|><|local-3-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|red|><|star|> found at <|16-7|><|local-2-3|> with height 18
Target Placement Location: <|silver|><|star|> at <|10-12|><|local-3-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|red|><|star|> at <|16-7|><|local-2-3|> with height 30
Step 2: Lower to <|red|><|star|> at <|16-7|><|local-2-3|> with height 18
Step 3: Close gripper on <|red|><|star|> at <|16-7|><|local-2-3|> with height 18
Step 4: Lift <|red|><|star|> at <|16-7|><|local-2-3|> to height 30
Step 5: Move to <|silver|><|star|> location at <|10-12|><|local-3-3|> with height 30
Step 6: Stack on top of <|silver|><|star|> location at <|10-12|><|local-3-3|> with height 18 + 5 and open gripper
| [{"silver-star": [43, 51, 18]}, {"teal-star": [45, 76, 17]}, {"navy-cylinder": [91, 93, 17]}, {"red-star": [66, 31, 18]}, {"azure-star": [58, 58, 17]}, {"violet-cylinder": [88, 32, 18]}, {"rose-moon": [10, 67, 17]}] | Stack the red star on top of the silver star | [
[
66,
31,
30,
0,
60,
90,
1
],
[
66,
31,
18,
0,
60,
90,
1
],
[
66,
31,
18,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|silver|><|star|>\": 18, \"<|teal|><|star|>\": 17, \"<|navy|><|cylinder|>\": 17, \"<|red|><|star|>\": 18, \"<|azure|><|star|>\": 17, \"<|violet|><|cylinder|>\": 18, \"<|rose|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-3|><|rose|><|moon|><|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|><|local-3-3|><|silver|><|star|><|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|><|local-1-0|><|teal|><|star|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|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|><|local-2-2|><|azure|><|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|><|local-2-3|><|red|><|star|><|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|><|local-0-0|><|violet|><|cylinder|><|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|><|local-3-1|><|navy|><|cylinder|><|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 <|16-7|><|local-2-3|> with height 18\nTarget Placement Location: <|silver|><|star|> at <|10-12|><|local-3-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|star|> at <|16-7|><|local-2-3|> with height 30\nStep 2: Lower to <|red|><|star|> at <|16-7|><|local-2-3|> with height 18\nStep 3: Close gripper on <|red|><|star|> at <|16-7|><|local-2-3|> with height 18\nStep 4: Lift <|red|><|star|> at <|16-7|><|local-2-3|> to height 30\nStep 5: Move to <|silver|><|star|> location at <|10-12|><|local-3-3|> with height 30\nStep 6: Stack on top of <|silver|><|star|> location at <|10-12|><|local-3-3|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|16-7|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|16-7|>\", \"<|local-2-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|16-7|>\", \"<|local-2-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|16-7|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-12|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-12|>\", \"<|local-3-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cube|>": ["<|2-9|><|local-2-1|>", 18]}] | [{"<|lime|><|container|>": ["<|5-2|><|local-3-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cube|> found at <|2-9|><|local-2-1|> with height 18
Target Placement Location: <|lime|><|container|> at <|5-2|><|local-3-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|teal|><|cube|> at <|2-9|><|local-2-1|> with height 30
Step 2: Lower to <|teal|><|cube|> at <|2-9|><|local-2-1|> with height 18
Step 3: Close gripper on <|teal|><|cube|> at <|2-9|><|local-2-1|> with height 18
Step 4: Lift <|teal|><|cube|> at <|2-9|><|local-2-1|> to height 30
Step 5: Move to <|lime|><|container|> location at <|5-2|><|local-3-0|> with height 30
Step 6: Place inside <|lime|><|container|> location at <|5-2|><|local-3-0|> with height 19 and open gripper
| [{"teal-cube": [10, 37, 18]}, {"gray-star": [32, 55, 17]}, {"navy-triangular prism": [27, 17, 18]}, {"lime-container": [23, 8, 19]}, {"white-moon": [68, 37, 18]}, {"silver-star": [70, 42, 18]}, {"teal-star": [95, 85, 18]}] | Pick up the teal cube and place it into the lime container | [
[
10,
37,
30,
0,
60,
90,
1
],
[
10,
37,
18,
0,
60,
90,
1
],
[
10,
37,
18,
0,
60,
90,
0
],
[
10,
37,
30,
0,
60,
90,
0
],
[
23,
8,
30,
0,
60,
90,
0
],
[
23,
8,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|cube|>\": 18, \"<|gray|><|star|>\": 17, \"<|navy|><|triangular prism|>\": 18, \"<|lime|><|container|>\": 19, \"<|white|><|moon|>\": 18, \"<|silver|><|star|>\": 18, \"<|teal|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-1|><|teal|><|cube|><|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|><|local-3-0|><|lime|><|container|><|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|><|local-3-1|><|navy|><|triangular prism|><|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|><|local-0-3|><|gray|><|star|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|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|><|local-0-1|><|white|><|moon|><|17-10|><|local-2-2|><|silver|><|star|><|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|><|local-3-1|><|teal|><|star|><|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 <|2-9|><|local-2-1|> with height 18\nTarget Placement Location: <|lime|><|container|> at <|5-2|><|local-3-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|cube|> at <|2-9|><|local-2-1|> with height 30\nStep 2: Lower to <|teal|><|cube|> at <|2-9|><|local-2-1|> with height 18\nStep 3: Close gripper on <|teal|><|cube|> at <|2-9|><|local-2-1|> with height 18\nStep 4: Lift <|teal|><|cube|> at <|2-9|><|local-2-1|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|5-2|><|local-3-0|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|5-2|><|local-3-0|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|2-9|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-9|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|2-9|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|2-9|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|5-2|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|5-2|>\", \"<|local-3-0|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cube|>": ["<|11-3|><|local-3-3|>", 18]}] | [{"<|green|><|triangular prism|>": ["<|20-2|><|local-0-2|>", 17]}] | LOCATE OBJECTS:
Target Object: <|red|><|cube|> found at <|11-3|><|local-3-3|> with height 18
Target Placement Location: <|green|><|triangular prism|> at <|20-2|><|local-0-2|> with height 17
PLAN ACTIONS:
Step 1: Move above <|red|><|cube|> at <|11-3|><|local-3-3|> with height 30
Step 2: Lower to <|red|><|cube|> at <|11-3|><|local-3-3|> with height 18
Step 3: Close gripper on <|red|><|cube|> at <|11-3|><|local-3-3|> with height 18
Step 4: Lift <|red|><|cube|> at <|11-3|><|local-3-3|> to height 30
Step 5: Move to <|green|><|triangular prism|> location at <|20-2|><|local-0-2|> with height 30
Step 6: Stack on top of <|green|><|triangular prism|> location at <|20-2|><|local-0-2|> with height 17 + 5 and open gripper
| [{"black-cube": [22, 35, 17]}, {"green-triangular prism": [80, 10, 17]}, {"olive-star": [62, 66, 17]}, {"cyan-triangular prism": [32, 19, 18]}, {"red-cube": [47, 15, 18]}, {"gray-cube": [64, 98, 18]}] | Stack the red cube on top of the green triangular prism | [
[
47,
15,
30,
0,
60,
90,
1
],
[
47,
15,
18,
0,
60,
90,
1
],
[
47,
15,
18,
0,
60,
90,
0
],
[
47,
15,
30,
0,
60,
90,
0
],
[
80,
10,
30,
0,
60,
90,
0
],
[
80,
10,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|black|><|cube|>\": 17, \"<|green|><|triangular prism|>\": 17, \"<|olive|><|star|>\": 17, \"<|cyan|><|triangular prism|>\": 18, \"<|red|><|cube|>\": 18, \"<|gray|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 green triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|local-2-3|><|black|><|cube|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|local-0-3|><|cyan|><|triangular prism|><|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|><|local-3-3|><|red|><|cube|><|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|><|local-2-2|><|olive|><|star|><|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|><|local-0-2|><|gray|><|cube|>\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|><|local-0-2|><|green|><|triangular prism|><|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 <|11-3|><|local-3-3|> with height 18\nTarget Placement Location: <|green|><|triangular prism|> at <|20-2|><|local-0-2|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cube|> at <|11-3|><|local-3-3|> with height 30\nStep 2: Lower to <|red|><|cube|> at <|11-3|><|local-3-3|> with height 18\nStep 3: Close gripper on <|red|><|cube|> at <|11-3|><|local-3-3|> with height 18\nStep 4: Lift <|red|><|cube|> at <|11-3|><|local-3-3|> to height 30\nStep 5: Move to <|green|><|triangular prism|> location at <|20-2|><|local-0-2|> with height 30\nStep 6: Stack on top of <|green|><|triangular prism|> location at <|20-2|><|local-0-2|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|11-3|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-3|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|11-3|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|11-3|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-2|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-2|>\", \"<|local-0-2|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|17-13|><|local-1-3|>", 18]}] | [{"<|azure|><|container|>": ["<|3-2|><|local-3-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|17-13|><|local-1-3|> with height 18
Target Placement Location: <|azure|><|container|> at <|3-2|><|local-3-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|blue|><|cylinder|> at <|17-13|><|local-1-3|> with height 30
Step 2: Lower to <|blue|><|cylinder|> at <|17-13|><|local-1-3|> with height 18
Step 3: Close gripper on <|blue|><|cylinder|> at <|17-13|><|local-1-3|> with height 18
Step 4: Lift <|blue|><|cylinder|> at <|17-13|><|local-1-3|> to height 30
Step 5: Move to <|azure|><|container|> location at <|3-2|><|local-3-2|> with height 30
Step 6: Place inside <|azure|><|container|> location at <|3-2|><|local-3-2|> with height 19 and open gripper
| [{"yellow-moon": [40, 78, 17]}, {"blue-cylinder": [69, 55, 18]}, {"navy-star": [31, 79, 18]}, {"azure-container": [15, 10, 19]}, {"magenta-moon": [28, 53, 17]}, {"silver-moon": [59, 80, 18]}] | Pick up the blue cylinder and place it into the azure container | [
[
69,
55,
30,
0,
60,
90,
1
],
[
69,
55,
18,
0,
60,
90,
1
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[
69,
55,
18,
0,
60,
90,
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[
69,
55,
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0,
60,
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0
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[
15,
10,
30,
0,
60,
90,
0
],
[
15,
10,
19,
0,
60,
90,
1
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|moon|>\": 17, \"<|blue|><|cylinder|>\": 18, \"<|navy|><|star|>\": 18, \"<|azure|><|container|>\": 19, \"<|magenta|><|moon|>\": 17, \"<|silver|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder 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|><|local-3-2|><|azure|><|container|><|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|><|local-0-1|><|magenta|><|moon|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|local-3-3|><|navy|><|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|><|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|><|local-0-2|><|yellow|><|moon|><|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|><|local-3-0|><|silver|><|moon|><|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|><|local-1-3|><|blue|><|cylinder|><|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: <|blue|><|cylinder|> found at <|17-13|><|local-1-3|> with height 18\nTarget Placement Location: <|azure|><|container|> at <|3-2|><|local-3-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cylinder|> at <|17-13|><|local-1-3|> with height 30\nStep 2: Lower to <|blue|><|cylinder|> at <|17-13|><|local-1-3|> with height 18\nStep 3: Close gripper on <|blue|><|cylinder|> at <|17-13|><|local-1-3|> with height 18\nStep 4: Lift <|blue|><|cylinder|> at <|17-13|><|local-1-3|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|3-2|><|local-3-2|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|3-2|><|local-3-2|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|17-13|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|17-13|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|17-13|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|17-13|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-2|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-2|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|moon|>": ["<|1-4|><|local-2-3|>", 18]}] | [{"<|rose|><|container|>": ["<|20-1|><|local-1-2|>", 18]}] | LOCATE OBJECTS:
Target Object: <|blue|><|moon|> found at <|1-4|><|local-2-3|> with height 18
Target Placement Location: <|rose|><|container|> at <|20-1|><|local-1-2|> with height 18
PLAN ACTIONS:
Step 1: Move above <|blue|><|moon|> at <|1-4|><|local-2-3|> with height 30
Step 2: Lower to <|blue|><|moon|> at <|1-4|><|local-2-3|> with height 18
Step 3: Close gripper on <|blue|><|moon|> at <|1-4|><|local-2-3|> with height 18
Step 4: Lift <|blue|><|moon|> at <|1-4|><|local-2-3|> to height 30
Step 5: Move to <|rose|><|container|> location at <|20-1|><|local-1-2|> with height 30
Step 6: Place inside <|rose|><|container|> location at <|20-1|><|local-1-2|> with height 18 and open gripper
| [{"blue-moon": [6, 19, 18]}, {"cyan-cube": [58, 0, 17]}, {"rose-container": [81, 6, 18]}, {"purple-cube": [28, 71, 18]}, {"purple-moon": [98, 98, 18]}] | Pick up the blue moon and place it into the rose container | [
[
6,
19,
30,
0,
60,
90,
1
],
[
6,
19,
18,
0,
60,
90,
1
],
[
6,
19,
18,
0,
60,
90,
0
],
[
6,
19,
30,
0,
60,
90,
0
],
[
81,
6,
30,
0,
60,
90,
0
],
[
81,
6,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|blue|><|moon|>\": 18, \"<|cyan|><|cube|>\": 17, \"<|rose|><|container|>\": 18, \"<|purple|><|cube|>\": 18, \"<|purple|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 moon 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|><|local-2-3|><|blue|><|moon|><|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|><|local-0-3|><|purple|><|cube|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|local-2-0|><|cyan|><|cube|><|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|><|local-1-2|><|rose|><|container|><|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|><|local-2-2|><|purple|><|moon|>\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|><|moon|> found at <|1-4|><|local-2-3|> with height 18\nTarget Placement Location: <|rose|><|container|> at <|20-1|><|local-1-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|moon|> at <|1-4|><|local-2-3|> with height 30\nStep 2: Lower to <|blue|><|moon|> at <|1-4|><|local-2-3|> with height 18\nStep 3: Close gripper on <|blue|><|moon|> at <|1-4|><|local-2-3|> with height 18\nStep 4: Lift <|blue|><|moon|> at <|1-4|><|local-2-3|> to height 30\nStep 5: Move to <|rose|><|container|> location at <|20-1|><|local-1-2|> with height 30\nStep 6: Place inside <|rose|><|container|> location at <|20-1|><|local-1-2|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|1-4|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|1-4|>\", \"<|local-2-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|1-4|>\", \"<|local-2-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|1-4|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-1|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-1|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|moon|>": ["<|9-23|><|local-3-1|>", 17]}] | [{"<|rose|><|cylinder|>": ["<|7-18|><|local-1-2|>", 18]}] | LOCATE OBJECTS:
Target Object: <|violet|><|moon|> found at <|9-23|><|local-3-1|> with height 17
Target Placement Location: <|rose|><|cylinder|> at <|7-18|><|local-1-2|> with height 18
PLAN ACTIONS:
Step 1: Move above <|violet|><|moon|> at <|9-23|><|local-3-1|> with height 30
Step 2: Lower to <|violet|><|moon|> at <|9-23|><|local-3-1|> with height 17
Step 3: Close gripper on <|violet|><|moon|> at <|9-23|><|local-3-1|> with height 17
Step 4: Lift <|violet|><|moon|> at <|9-23|><|local-3-1|> to height 30
Step 5: Move to <|rose|><|cylinder|> location at <|7-18|><|local-1-2|> with height 30
Step 6: Stack on top of <|rose|><|cylinder|> location at <|7-18|><|local-1-2|> with height 18 + 5 and open gripper
| [{"rose-cylinder": [29, 74, 18]}, {"violet-moon": [39, 93, 17]}, {"olive-star": [73, 14, 17]}, {"white-cube": [60, 17, 18]}, {"black-star": [58, 83, 18]}, {"lime-cylinder": [51, 61, 18]}, {"gray-triangular prism": [48, 16, 17]}] | Stack the violet moon on top of the rose cylinder | [
[
39,
93,
30,
0,
60,
90,
1
],
[
39,
93,
17,
0,
60,
90,
1
],
[
39,
93,
17,
0,
60,
90,
0
],
[
39,
93,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|rose|><|cylinder|>\": 18, \"<|violet|><|moon|>\": 17, \"<|olive|><|star|>\": 17, \"<|white|><|cube|>\": 18, \"<|black|><|star|>\": 18, \"<|lime|><|cylinder|>\": 18, \"<|gray|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-1-2|><|rose|><|cylinder|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|local-3-1|><|violet|><|moon|><|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|><|local-0-0|><|gray|><|triangular prism|><|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|><|local-3-1|><|lime|><|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|><|local-2-3|><|black|><|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|><|local-0-1|><|white|><|cube|><|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|><|local-1-2|><|olive|><|star|><|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|><|moon|> found at <|9-23|><|local-3-1|> with height 17\nTarget Placement Location: <|rose|><|cylinder|> at <|7-18|><|local-1-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|moon|> at <|9-23|><|local-3-1|> with height 30\nStep 2: Lower to <|violet|><|moon|> at <|9-23|><|local-3-1|> with height 17\nStep 3: Close gripper on <|violet|><|moon|> at <|9-23|><|local-3-1|> with height 17\nStep 4: Lift <|violet|><|moon|> at <|9-23|><|local-3-1|> to height 30\nStep 5: Move to <|rose|><|cylinder|> location at <|7-18|><|local-1-2|> with height 30\nStep 6: Stack on top of <|rose|><|cylinder|> location at <|7-18|><|local-1-2|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|9-23|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|9-23|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|9-23|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|9-23|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|7-18|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|7-18|>\", \"<|local-1-2|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|moon|>": ["<|4-19|><|local-0-0|>", 19]}] | [{"<|purple|><|star|>": ["<|4-9|><|local-0-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|gray|><|moon|> found at <|4-19|><|local-0-0|> with height 19
Target Placement Location: <|purple|><|star|> at <|4-9|><|local-0-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|gray|><|moon|> at <|4-19|><|local-0-0|> with height 30
Step 2: Lower to <|gray|><|moon|> at <|4-19|><|local-0-0|> with height 19
Step 3: Close gripper on <|gray|><|moon|> at <|4-19|><|local-0-0|> with height 19
Step 4: Lift <|gray|><|moon|> at <|4-19|><|local-0-0|> to height 30
Step 5: Move to <|purple|><|star|> location at <|4-9|><|local-0-0|> with height 30
Step 6: Stack on top of <|purple|><|star|> location at <|4-9|><|local-0-0|> with height 17 + 5 and open gripper
| [{"gray-moon": [16, 76, 19]}, {"teal-star": [64, 54, 18]}, {"rose-star": [68, 69, 18]}, {"white-triangular prism": [97, 86, 18]}, {"gray-triangular prism": [7, 48, 18]}, {"navy-star": [73, 16, 18]}, {"purple-star": [16, 36, 17]}] | Stack the gray moon on top of the purple star | [
[
16,
76,
30,
0,
60,
90,
1
],
[
16,
76,
19,
0,
60,
90,
1
],
[
16,
76,
19,
0,
60,
90,
0
],
[
16,
76,
30,
0,
60,
90,
0
],
[
16,
36,
30,
0,
60,
90,
0
],
[
16,
36,
22,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|gray|><|moon|>\": 19, \"<|teal|><|star|>\": 18, \"<|rose|><|star|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|gray|><|triangular prism|>\": 18, \"<|navy|><|star|>\": 18, \"<|purple|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 purple 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|><|local-3-0|><|gray|><|triangular prism|><|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|><|local-0-0|><|purple|><|star|><|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|><|local-0-0|><|gray|><|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|><|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|><|local-0-2|><|teal|><|star|><|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|><|local-0-1|><|rose|><|star|><|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|><|local-1-0|><|navy|><|star|><|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|><|local-1-2|><|white|><|triangular prism|><|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 <|4-19|><|local-0-0|> with height 19\nTarget Placement Location: <|purple|><|star|> at <|4-9|><|local-0-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|moon|> at <|4-19|><|local-0-0|> with height 30\nStep 2: Lower to <|gray|><|moon|> at <|4-19|><|local-0-0|> with height 19\nStep 3: Close gripper on <|gray|><|moon|> at <|4-19|><|local-0-0|> with height 19\nStep 4: Lift <|gray|><|moon|> at <|4-19|><|local-0-0|> to height 30\nStep 5: Move to <|purple|><|star|> location at <|4-9|><|local-0-0|> with height 30\nStep 6: Stack on top of <|purple|><|star|> location at <|4-9|><|local-0-0|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|4-19|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|4-19|>\", \"<|local-0-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|4-19|>\", \"<|local-0-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|4-19|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|4-9|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|4-9|>\", \"<|local-0-0|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|cylinder|>": ["<|16-10|><|local-1-1|>", 17]}] | [{"<|azure|><|container|>": ["<|8-6|><|local-1-0|>", 18]}] | LOCATE OBJECTS:
Target Object: <|green|><|cylinder|> found at <|16-10|><|local-1-1|> with height 17
Target Placement Location: <|azure|><|container|> at <|8-6|><|local-1-0|> with height 18
PLAN ACTIONS:
Step 1: Move above <|green|><|cylinder|> at <|16-10|><|local-1-1|> with height 30
Step 2: Lower to <|green|><|cylinder|> at <|16-10|><|local-1-1|> with height 17
Step 3: Close gripper on <|green|><|cylinder|> at <|16-10|><|local-1-1|> with height 17
Step 4: Lift <|green|><|cylinder|> at <|16-10|><|local-1-1|> to height 30
Step 5: Move to <|azure|><|container|> location at <|8-6|><|local-1-0|> with height 30
Step 6: Place inside <|azure|><|container|> location at <|8-6|><|local-1-0|> with height 18 and open gripper
| [{"olive-cylinder": [25, 47, 17]}, {"gray-star": [2, 86, 17]}, {"yellow-star": [11, 77, 18]}, {"purple-moon": [48, 49, 17]}, {"green-cylinder": [65, 41, 17]}, {"azure-container": [33, 24, 18]}, {"navy-cube": [78, 47, 17]}] | Pick up the green cylinder and place it into the azure container | [
[
65,
41,
30,
0,
60,
90,
1
],
[
65,
41,
17,
0,
60,
90,
1
],
[
65,
41,
17,
0,
60,
90,
0
],
[
65,
41,
30,
0,
60,
90,
0
],
[
33,
24,
30,
0,
60,
90,
0
],
[
33,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|cylinder|>\": 17, \"<|gray|><|star|>\": 17, \"<|yellow|><|star|>\": 18, \"<|purple|><|moon|>\": 17, \"<|green|><|cylinder|>\": 17, \"<|azure|><|container|>\": 18, \"<|navy|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-2|><|gray|><|star|><|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|><|local-3-1|><|yellow|><|star|><|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|><|local-1-3|><|olive|><|cylinder|><|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|><|local-1-0|><|azure|><|container|><|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|><|local-0-1|><|purple|><|moon|><|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|><|local-1-1|><|green|><|cylinder|><|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|><|local-2-3|><|navy|><|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|><|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 <|16-10|><|local-1-1|> with height 17\nTarget Placement Location: <|azure|><|container|> at <|8-6|><|local-1-0|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|green|><|cylinder|> at <|16-10|><|local-1-1|> with height 30\nStep 2: Lower to <|green|><|cylinder|> at <|16-10|><|local-1-1|> with height 17\nStep 3: Close gripper on <|green|><|cylinder|> at <|16-10|><|local-1-1|> with height 17\nStep 4: Lift <|green|><|cylinder|> at <|16-10|><|local-1-1|> to height 30\nStep 5: Move to <|azure|><|container|> location at <|8-6|><|local-1-0|> with height 30\nStep 6: Place inside <|azure|><|container|> location at <|8-6|><|local-1-0|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|16-10|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|16-10|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|16-10|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|16-10|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|8-6|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|8-6|>\", \"<|local-1-0|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cylinder|>": ["<|4-16|><|local-2-3|>", 17]}] | [{"<|yellow|><|cylinder|>": ["<|10-13|><|local-1-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|red|><|cylinder|> found at <|4-16|><|local-2-3|> with height 17
Target Placement Location: <|yellow|><|cylinder|> at <|10-13|><|local-1-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|red|><|cylinder|> at <|4-16|><|local-2-3|> with height 30
Step 2: Lower to <|red|><|cylinder|> at <|4-16|><|local-2-3|> with height 17
Step 3: Close gripper on <|red|><|cylinder|> at <|4-16|><|local-2-3|> with height 17
Step 4: Lift <|red|><|cylinder|> at <|4-16|><|local-2-3|> to height 30
Step 5: Move to <|yellow|><|cylinder|> location at <|10-13|><|local-1-0|> with height 30
Step 6: Stack on top of <|yellow|><|cylinder|> location at <|10-13|><|local-1-0|> with height 17 + 5 and open gripper
| [{"red-cylinder": [18, 67, 17]}, {"olive-moon": [32, 22, 18]}, {"rose-cylinder": [7, 68, 17]}, {"yellow-cylinder": [41, 52, 17]}, {"teal-cube": [4, 96, 18]}] | Stack the red cylinder on top of the yellow cylinder | [
[
18,
67,
30,
0,
60,
90,
1
],
[
18,
67,
17,
0,
60,
90,
1
],
[
18,
67,
17,
0,
60,
90,
0
],
[
18,
67,
30,
0,
60,
90,
0
],
[
41,
52,
30,
0,
60,
90,
0
],
[
41,
52,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|red|><|cylinder|>\": 17, \"<|olive|><|moon|>\": 18, \"<|rose|><|cylinder|>\": 17, \"<|yellow|><|cylinder|>\": 17, \"<|teal|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-3-0|><|rose|><|cylinder|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|local-0-0|><|teal|><|cube|>\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|><|local-2-3|><|red|><|cylinder|><|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|><|local-0-2|><|olive|><|moon|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|local-1-0|><|yellow|><|cylinder|><|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|><|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 <|4-16|><|local-2-3|> with height 17\nTarget Placement Location: <|yellow|><|cylinder|> at <|10-13|><|local-1-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|cylinder|> at <|4-16|><|local-2-3|> with height 30\nStep 2: Lower to <|red|><|cylinder|> at <|4-16|><|local-2-3|> with height 17\nStep 3: Close gripper on <|red|><|cylinder|> at <|4-16|><|local-2-3|> with height 17\nStep 4: Lift <|red|><|cylinder|> at <|4-16|><|local-2-3|> to height 30\nStep 5: Move to <|yellow|><|cylinder|> location at <|10-13|><|local-1-0|> with height 30\nStep 6: Stack on top of <|yellow|><|cylinder|> location at <|10-13|><|local-1-0|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|4-16|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|4-16|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|4-16|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|4-16|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|10-13|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|10-13|>\", \"<|local-1-0|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cube|>": ["<|22-7|><|local-3-1|>", 18]}] | [{"<|silver|><|cube|>": ["<|11-12|><|local-1-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|black|><|cube|> found at <|22-7|><|local-3-1|> with height 18
Target Placement Location: <|silver|><|cube|> at <|11-12|><|local-1-1|> with height 19
PLAN ACTIONS:
Step 1: Move above <|black|><|cube|> at <|22-7|><|local-3-1|> with height 30
Step 2: Lower to <|black|><|cube|> at <|22-7|><|local-3-1|> with height 18
Step 3: Close gripper on <|black|><|cube|> at <|22-7|><|local-3-1|> with height 18
Step 4: Lift <|black|><|cube|> at <|22-7|><|local-3-1|> to height 30
Step 5: Move to <|silver|><|cube|> location at <|11-12|><|local-1-1|> with height 30
Step 6: Stack on top of <|silver|><|cube|> location at <|11-12|><|local-1-1|> with height 19 + 5 and open gripper
| [{"cyan-cylinder": [60, 1, 17]}, {"violet-cube": [91, 91, 18]}, {"silver-cube": [45, 49, 19]}, {"purple-moon": [55, 85, 18]}, {"cyan-triangular prism": [56, 92, 18]}, {"cyan-moon": [54, 75, 17]}, {"black-cube": [91, 29, 18]}] | Stack the black cube on top of the silver cube | [
[
91,
29,
30,
0,
60,
90,
1
],
[
91,
29,
18,
0,
60,
90,
1
],
[
91,
29,
18,
0,
60,
90,
0
],
[
91,
29,
30,
0,
60,
90,
0
],
[
45,
49,
30,
0,
60,
90,
0
],
[
45,
49,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|cylinder|>\": 17, \"<|violet|><|cube|>\": 18, \"<|silver|><|cube|>\": 19, \"<|purple|><|moon|>\": 18, \"<|cyan|><|triangular prism|>\": 18, \"<|cyan|><|moon|>\": 17, \"<|black|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 silver cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|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|><|local-1-1|><|silver|><|cube|><|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|><|local-2-3|><|cyan|><|moon|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|local-3-1|><|purple|><|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|><|local-0-0|><|cyan|><|triangular prism|><|14-24|><|empty|>\n<|15-0|><|local-0-1|><|cyan|><|cylinder|><|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|><|local-3-1|><|black|><|cube|><|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|><|local-3-3|><|violet|><|cube|><|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 <|22-7|><|local-3-1|> with height 18\nTarget Placement Location: <|silver|><|cube|> at <|11-12|><|local-1-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cube|> at <|22-7|><|local-3-1|> with height 30\nStep 2: Lower to <|black|><|cube|> at <|22-7|><|local-3-1|> with height 18\nStep 3: Close gripper on <|black|><|cube|> at <|22-7|><|local-3-1|> with height 18\nStep 4: Lift <|black|><|cube|> at <|22-7|><|local-3-1|> to height 30\nStep 5: Move to <|silver|><|cube|> location at <|11-12|><|local-1-1|> with height 30\nStep 6: Stack on top of <|silver|><|cube|> location at <|11-12|><|local-1-1|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|22-7|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|22-7|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|22-7|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|22-7|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|11-12|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|11-12|>\", \"<|local-1-1|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|cylinder|>": ["<|18-7|><|local-1-2|>", 17]}] | [{"<|black|><|container|>": ["<|20-10|><|local-3-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|purple|><|cylinder|> found at <|18-7|><|local-1-2|> with height 17
Target Placement Location: <|black|><|container|> at <|20-10|><|local-3-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|purple|><|cylinder|> at <|18-7|><|local-1-2|> with height 30
Step 2: Lower to <|purple|><|cylinder|> at <|18-7|><|local-1-2|> with height 17
Step 3: Close gripper on <|purple|><|cylinder|> at <|18-7|><|local-1-2|> with height 17
Step 4: Lift <|purple|><|cylinder|> at <|18-7|><|local-1-2|> to height 30
Step 5: Move to <|black|><|container|> location at <|20-10|><|local-3-1|> with height 30
Step 6: Place inside <|black|><|container|> location at <|20-10|><|local-3-1|> with height 17 and open gripper
| [{"purple-cylinder": [73, 30, 17]}, {"navy-moon": [69, 43, 17]}, {"blue-triangular prism": [96, 81, 18]}, {"green-triangular prism": [32, 80, 17]}, {"black-container": [83, 41, 17]}, {"olive-cylinder": [21, 58, 18]}] | Pick up the purple cylinder and place it into the black container | [
[
73,
30,
30,
0,
60,
90,
1
],
[
73,
30,
17,
0,
60,
90,
1
],
[
73,
30,
17,
0,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|purple|><|cylinder|>\": 17, \"<|navy|><|moon|>\": 17, \"<|blue|><|triangular prism|>\": 18, \"<|green|><|triangular prism|>\": 17, \"<|black|><|container|>\": 17, \"<|olive|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-1-2|><|olive|><|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|><|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|><|local-0-0|><|green|><|triangular prism|><|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|><|local-1-3|><|navy|><|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|><|local-1-2|><|purple|><|cylinder|><|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|><|local-3-1|><|black|><|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|><|local-0-1|><|blue|><|triangular prism|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|cylinder|> found at <|18-7|><|local-1-2|> with height 17\nTarget Placement Location: <|black|><|container|> at <|20-10|><|local-3-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|cylinder|> at <|18-7|><|local-1-2|> with height 30\nStep 2: Lower to <|purple|><|cylinder|> at <|18-7|><|local-1-2|> with height 17\nStep 3: Close gripper on <|purple|><|cylinder|> at <|18-7|><|local-1-2|> with height 17\nStep 4: Lift <|purple|><|cylinder|> at <|18-7|><|local-1-2|> to height 30\nStep 5: Move to <|black|><|container|> location at <|20-10|><|local-3-1|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|20-10|><|local-3-1|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|18-7|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|18-7|>\", \"<|local-1-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|18-7|>\", \"<|local-1-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|18-7|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-10|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-10|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cube|>": ["<|11-2|><|local-2-0|>", 19]}] | [{"<|blue|><|cylinder|>": ["<|17-0|><|local-1-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|black|><|cube|> found at <|11-2|><|local-2-0|> with height 19
Target Placement Location: <|blue|><|cylinder|> at <|17-0|><|local-1-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|black|><|cube|> at <|11-2|><|local-2-0|> with height 30
Step 2: Lower to <|black|><|cube|> at <|11-2|><|local-2-0|> with height 19
Step 3: Close gripper on <|black|><|cube|> at <|11-2|><|local-2-0|> with height 19
Step 4: Lift <|black|><|cube|> at <|11-2|><|local-2-0|> to height 30
Step 5: Move to <|blue|><|cylinder|> location at <|17-0|><|local-1-0|> with height 30
Step 6: Stack on top of <|blue|><|cylinder|> location at <|17-0|><|local-1-0|> with height 17 + 5 and open gripper
| [{"teal-cylinder": [4, 39, 17]}, {"navy-cylinder": [15, 77, 17]}, {"black-cube": [46, 8, 19]}, {"blue-star": [38, 28, 17]}, {"silver-star": [53, 83, 17]}, {"blue-cylinder": [69, 0, 17]}] | Stack the black cube on top of the blue cylinder | [
[
46,
8,
30,
0,
60,
90,
1
],
[
46,
8,
19,
0,
60,
90,
1
],
[
46,
8,
19,
0,
60,
90,
0
],
[
46,
8,
30,
0,
60,
90,
0
],
[
69,
0,
30,
0,
60,
90,
0
],
[
69,
0,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|cylinder|>\": 17, \"<|navy|><|cylinder|>\": 17, \"<|black|><|cube|>\": 19, \"<|blue|><|star|>\": 17, \"<|silver|><|star|>\": 17, \"<|blue|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 blue 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|><|local-0-3|><|teal|><|cylinder|><|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|><|local-3-1|><|navy|><|cylinder|><|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|><|local-2-0|><|blue|><|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|><|local-2-0|><|black|><|cube|><|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|><|local-1-3|><|silver|><|star|><|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|><|local-1-0|><|blue|><|cylinder|><|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: <|black|><|cube|> found at <|11-2|><|local-2-0|> with height 19\nTarget Placement Location: <|blue|><|cylinder|> at <|17-0|><|local-1-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cube|> at <|11-2|><|local-2-0|> with height 30\nStep 2: Lower to <|black|><|cube|> at <|11-2|><|local-2-0|> with height 19\nStep 3: Close gripper on <|black|><|cube|> at <|11-2|><|local-2-0|> with height 19\nStep 4: Lift <|black|><|cube|> at <|11-2|><|local-2-0|> to height 30\nStep 5: Move to <|blue|><|cylinder|> location at <|17-0|><|local-1-0|> with height 30\nStep 6: Stack on top of <|blue|><|cylinder|> location at <|17-0|><|local-1-0|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|11-2|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-2|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|11-2|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|11-2|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|17-0|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|17-0|>\", \"<|local-1-0|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|triangular prism|>": ["<|6-23|><|local-2-3|>", 17]}] | [{"<|maroon|><|triangular prism|>": ["<|2-13|><|local-1-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|red|><|triangular prism|> found at <|6-23|><|local-2-3|> with height 17
Target Placement Location: <|maroon|><|triangular prism|> at <|2-13|><|local-1-3|> with height 17
PLAN ACTIONS:
Step 1: Move above <|red|><|triangular prism|> at <|6-23|><|local-2-3|> with height 30
Step 2: Lower to <|red|><|triangular prism|> at <|6-23|><|local-2-3|> with height 17
Step 3: Close gripper on <|red|><|triangular prism|> at <|6-23|><|local-2-3|> with height 17
Step 4: Lift <|red|><|triangular prism|> at <|6-23|><|local-2-3|> to height 30
Step 5: Move to <|maroon|><|triangular prism|> location at <|2-13|><|local-1-3|> with height 30
Step 6: Stack on top of <|maroon|><|triangular prism|> location at <|2-13|><|local-1-3|> with height 17 + 5 and open gripper
| [{"maroon-cylinder": [95, 55, 17]}, {"lime-cylinder": [43, 82, 18]}, {"maroon-triangular prism": [9, 55, 17]}, {"red-triangular prism": [26, 95, 17]}, {"green-star": [19, 27, 17]}] | Stack the red triangular prism on top of the maroon triangular prism | [
[
26,
95,
30,
0,
60,
90,
1
],
[
26,
95,
17,
0,
60,
90,
1
],
[
26,
95,
17,
0,
60,
90,
0
],
[
26,
95,
30,
0,
60,
90,
0
],
[
9,
55,
30,
0,
60,
90,
0
],
[
9,
55,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|cylinder|>\": 17, \"<|lime|><|cylinder|>\": 18, \"<|maroon|><|triangular prism|>\": 17, \"<|red|><|triangular prism|>\": 17, \"<|green|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the red triangular prism on top of the 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|><|local-1-3|><|maroon|><|triangular prism|><|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|><|local-3-3|><|green|><|star|><|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|><|local-2-3|><|red|><|triangular prism|><|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|><|local-3-2|><|lime|><|cylinder|><|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|><|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|><|local-3-3|><|maroon|><|cylinder|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|red|><|triangular prism|> found at <|6-23|><|local-2-3|> with height 17\nTarget Placement Location: <|maroon|><|triangular prism|> at <|2-13|><|local-1-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|red|><|triangular prism|> at <|6-23|><|local-2-3|> with height 30\nStep 2: Lower to <|red|><|triangular prism|> at <|6-23|><|local-2-3|> with height 17\nStep 3: Close gripper on <|red|><|triangular prism|> at <|6-23|><|local-2-3|> with height 17\nStep 4: Lift <|red|><|triangular prism|> at <|6-23|><|local-2-3|> to height 30\nStep 5: Move to <|maroon|><|triangular prism|> location at <|2-13|><|local-1-3|> with height 30\nStep 6: Stack on top of <|maroon|><|triangular prism|> location at <|2-13|><|local-1-3|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|6-23|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|6-23|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|6-23|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|6-23|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|2-13|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|2-13|>\", \"<|local-1-3|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|moon|>": ["<|5-2|><|local-3-1|>", 18]}] | [{"<|lime|><|container|>": ["<|22-18|><|local-2-2|>", 18]}] | LOCATE OBJECTS:
Target Object: <|olive|><|moon|> found at <|5-2|><|local-3-1|> with height 18
Target Placement Location: <|lime|><|container|> at <|22-18|><|local-2-2|> with height 18
PLAN ACTIONS:
Step 1: Move above <|olive|><|moon|> at <|5-2|><|local-3-1|> with height 30
Step 2: Lower to <|olive|><|moon|> at <|5-2|><|local-3-1|> with height 18
Step 3: Close gripper on <|olive|><|moon|> at <|5-2|><|local-3-1|> with height 18
Step 4: Lift <|olive|><|moon|> at <|5-2|><|local-3-1|> to height 30
Step 5: Move to <|lime|><|container|> location at <|22-18|><|local-2-2|> with height 30
Step 6: Place inside <|lime|><|container|> location at <|22-18|><|local-2-2|> with height 18 and open gripper
| [{"lime-container": [90, 74, 18]}, {"yellow-cylinder": [68, 32, 18]}, {"magenta-cube": [82, 9, 17]}, {"olive-moon": [23, 9, 18]}, {"cyan-star": [81, 23, 18]}, {"violet-triangular prism": [12, 83, 17]}, {"violet-cylinder": [34, 60, 18]}] | Pick up the olive moon and place it into the lime container | [
[
23,
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30,
0,
60,
90,
1
],
[
23,
9,
18,
0,
60,
90,
1
],
[
23,
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18,
0,
60,
90,
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],
[
23,
9,
30,
0,
60,
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0
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[
90,
74,
30,
0,
60,
90,
0
],
[
90,
74,
18,
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60,
90,
1
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|lime|><|container|>\": 18, \"<|yellow|><|cylinder|>\": 18, \"<|magenta|><|cube|>\": 17, \"<|olive|><|moon|>\": 18, \"<|cyan|><|star|>\": 18, \"<|violet|><|triangular prism|>\": 17, \"<|violet|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 moon 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|><|local-0-3|><|violet|><|triangular prism|><|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|><|local-3-1|><|olive|><|moon|><|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|><|local-2-0|><|violet|><|cylinder|><|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|><|local-0-0|><|yellow|><|cylinder|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|local-2-1|><|magenta|><|cube|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|local-1-3|><|cyan|><|star|><|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|><|local-2-2|><|lime|><|container|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|moon|> found at <|5-2|><|local-3-1|> with height 18\nTarget Placement Location: <|lime|><|container|> at <|22-18|><|local-2-2|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|moon|> at <|5-2|><|local-3-1|> with height 30\nStep 2: Lower to <|olive|><|moon|> at <|5-2|><|local-3-1|> with height 18\nStep 3: Close gripper on <|olive|><|moon|> at <|5-2|><|local-3-1|> with height 18\nStep 4: Lift <|olive|><|moon|> at <|5-2|><|local-3-1|> to height 30\nStep 5: Move to <|lime|><|container|> location at <|22-18|><|local-2-2|> with height 30\nStep 6: Place inside <|lime|><|container|> location at <|22-18|><|local-2-2|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|5-2|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-2|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|5-2|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|5-2|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|22-18|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|22-18|>\", \"<|local-2-2|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cylinder|>": ["<|18-24|><|local-0-2|>", 17]}] | [{"<|black|><|container|>": ["<|2-22|><|local-2-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|black|><|cylinder|> found at <|18-24|><|local-0-2|> with height 17
Target Placement Location: <|black|><|container|> at <|2-22|><|local-2-1|> with height 19
PLAN ACTIONS:
Step 1: Move above <|black|><|cylinder|> at <|18-24|><|local-0-2|> with height 30
Step 2: Lower to <|black|><|cylinder|> at <|18-24|><|local-0-2|> with height 17
Step 3: Close gripper on <|black|><|cylinder|> at <|18-24|><|local-0-2|> with height 17
Step 4: Lift <|black|><|cylinder|> at <|18-24|><|local-0-2|> to height 30
Step 5: Move to <|black|><|container|> location at <|2-22|><|local-2-1|> with height 30
Step 6: Place inside <|black|><|container|> location at <|2-22|><|local-2-1|> with height 19 and open gripper
| [{"yellow-moon": [59, 61, 17]}, {"navy-triangular prism": [24, 74, 18]}, {"gray-cylinder": [3, 85, 18]}, {"black-cylinder": [72, 98, 17]}, {"magenta-star": [43, 48, 17]}, {"black-container": [10, 89, 19]}, {"rose-star": [68, 0, 18]}] | Pick up the black cylinder and place it into the black container | [
[
72,
98,
30,
0,
60,
90,
1
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[
72,
98,
17,
0,
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1
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[
72,
98,
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[
72,
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[
10,
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30,
0,
60,
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[
10,
89,
19,
0,
60,
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1
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|moon|>\": 17, \"<|navy|><|triangular prism|>\": 18, \"<|gray|><|cylinder|>\": 18, \"<|black|><|cylinder|>\": 17, \"<|magenta|><|star|>\": 17, \"<|black|><|container|>\": 19, \"<|rose|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-3-1|><|gray|><|cylinder|><|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|><|local-2-1|><|black|><|container|><|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|><|local-0-2|><|navy|><|triangular prism|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|local-3-0|><|magenta|><|star|><|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|><|local-3-1|><|yellow|><|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|><|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|><|local-0-0|><|rose|><|star|><|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|><|local-0-2|><|black|><|cylinder|>\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|><|cylinder|> found at <|18-24|><|local-0-2|> with height 17\nTarget Placement Location: <|black|><|container|> at <|2-22|><|local-2-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|black|><|cylinder|> at <|18-24|><|local-0-2|> with height 30\nStep 2: Lower to <|black|><|cylinder|> at <|18-24|><|local-0-2|> with height 17\nStep 3: Close gripper on <|black|><|cylinder|> at <|18-24|><|local-0-2|> with height 17\nStep 4: Lift <|black|><|cylinder|> at <|18-24|><|local-0-2|> to height 30\nStep 5: Move to <|black|><|container|> location at <|2-22|><|local-2-1|> with height 30\nStep 6: Place inside <|black|><|container|> location at <|2-22|><|local-2-1|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|18-24|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|18-24|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|18-24|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|18-24|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|2-22|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|2-22|>\", \"<|local-2-1|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cube|>": ["<|21-13|><|local-1-1|>", 18]}] | [{"<|silver|><|container|>": ["<|20-22|><|local-1-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cube|> found at <|21-13|><|local-1-1|> with height 18
Target Placement Location: <|silver|><|container|> at <|20-22|><|local-1-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|olive|><|cube|> at <|21-13|><|local-1-1|> with height 30
Step 2: Lower to <|olive|><|cube|> at <|21-13|><|local-1-1|> with height 18
Step 3: Close gripper on <|olive|><|cube|> at <|21-13|><|local-1-1|> with height 18
Step 4: Lift <|olive|><|cube|> at <|21-13|><|local-1-1|> to height 30
Step 5: Move to <|silver|><|container|> location at <|20-22|><|local-1-0|> with height 30
Step 6: Place inside <|silver|><|container|> location at <|20-22|><|local-1-0|> with height 19 and open gripper
| [{"olive-cube": [85, 53, 18]}, {"magenta-cube": [50, 22, 17]}, {"lime-cube": [24, 3, 18]}, {"gray-moon": [76, 62, 18]}, {"rose-cylinder": [32, 54, 17]}, {"silver-container": [81, 88, 19]}] | Pick up the olive cube and place it into the silver container | [
[
85,
53,
30,
0,
60,
90,
1
],
[
85,
53,
18,
0,
60,
90,
1
],
[
85,
53,
18,
0,
60,
90,
0
],
[
85,
53,
30,
0,
60,
90,
0
],
[
81,
88,
30,
0,
60,
90,
0
],
[
81,
88,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|cube|>\": 18, \"<|magenta|><|cube|>\": 17, \"<|lime|><|cube|>\": 18, \"<|gray|><|moon|>\": 18, \"<|rose|><|cylinder|>\": 17, \"<|silver|><|container|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the olive cube and place it into the silver container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|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|><|local-0-3|><|lime|><|cube|><|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|><|local-0-2|><|rose|><|cylinder|><|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|><|local-2-2|><|magenta|><|cube|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|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|><|local-0-2|><|gray|><|moon|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|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|><|local-1-0|><|silver|><|container|><|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|><|local-1-1|><|olive|><|cube|><|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 <|21-13|><|local-1-1|> with height 18\nTarget Placement Location: <|silver|><|container|> at <|20-22|><|local-1-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cube|> at <|21-13|><|local-1-1|> with height 30\nStep 2: Lower to <|olive|><|cube|> at <|21-13|><|local-1-1|> with height 18\nStep 3: Close gripper on <|olive|><|cube|> at <|21-13|><|local-1-1|> with height 18\nStep 4: Lift <|olive|><|cube|> at <|21-13|><|local-1-1|> to height 30\nStep 5: Move to <|silver|><|container|> location at <|20-22|><|local-1-0|> with height 30\nStep 6: Place inside <|silver|><|container|> location at <|20-22|><|local-1-0|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|21-13|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|21-13|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|21-13|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|21-13|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-22|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-22|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cube|>": ["<|22-23|><|local-0-2|>", 18]}] | [{"<|maroon|><|cube|>": ["<|13-24|><|local-3-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cube|> found at <|22-23|><|local-0-2|> with height 18
Target Placement Location: <|maroon|><|cube|> at <|13-24|><|local-3-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|blue|><|cube|> at <|22-23|><|local-0-2|> with height 30
Step 2: Lower to <|blue|><|cube|> at <|22-23|><|local-0-2|> with height 18
Step 3: Close gripper on <|blue|><|cube|> at <|22-23|><|local-0-2|> with height 18
Step 4: Lift <|blue|><|cube|> at <|22-23|><|local-0-2|> to height 30
Step 5: Move to <|maroon|><|cube|> location at <|13-24|><|local-3-1|> with height 30
Step 6: Stack on top of <|maroon|><|cube|> location at <|13-24|><|local-3-1|> with height 17 + 5 and open gripper
| [{"gray-moon": [76, 90, 18]}, {"purple-cube": [2, 16, 18]}, {"violet-cylinder": [10, 62, 18]}, {"blue-cube": [88, 94, 18]}, {"maroon-star": [1, 93, 17]}, {"violet-star": [77, 36, 17]}, {"maroon-cube": [55, 97, 17]}] | Stack the blue cube on top of the maroon cube | [
[
88,
94,
30,
0,
60,
90,
1
],
[
88,
94,
18,
0,
60,
90,
1
],
[
88,
94,
18,
0,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|gray|><|moon|>\": 18, \"<|purple|><|cube|>\": 18, \"<|violet|><|cylinder|>\": 18, \"<|blue|><|cube|>\": 18, \"<|maroon|><|star|>\": 17, \"<|violet|><|star|>\": 17, \"<|maroon|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cube on top of the maroon cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|local-2-0|><|purple|><|cube|><|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|><|local-1-1|><|maroon|><|star|><|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|><|local-2-2|><|violet|><|cylinder|><|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|><|local-3-1|><|maroon|><|cube|>\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|><|local-1-0|><|violet|><|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|><|local-0-2|><|gray|><|moon|><|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|><|local-0-2|><|blue|><|cube|><|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|><|cube|> found at <|22-23|><|local-0-2|> with height 18\nTarget Placement Location: <|maroon|><|cube|> at <|13-24|><|local-3-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|blue|><|cube|> at <|22-23|><|local-0-2|> with height 30\nStep 2: Lower to <|blue|><|cube|> at <|22-23|><|local-0-2|> with height 18\nStep 3: Close gripper on <|blue|><|cube|> at <|22-23|><|local-0-2|> with height 18\nStep 4: Lift <|blue|><|cube|> at <|22-23|><|local-0-2|> to height 30\nStep 5: Move to <|maroon|><|cube|> location at <|13-24|><|local-3-1|> with height 30\nStep 6: Stack on top of <|maroon|><|cube|> location at <|13-24|><|local-3-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|22-23|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|22-23|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|22-23|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|22-23|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|13-24|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|13-24|>\", \"<|local-3-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|moon|>": ["<|5-0|><|local-3-1|>", 18]}] | [{"<|gray|><|cube|>": ["<|19-20|><|local-2-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|navy|><|moon|> found at <|5-0|><|local-3-1|> with height 18
Target Placement Location: <|gray|><|cube|> at <|19-20|><|local-2-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|navy|><|moon|> at <|5-0|><|local-3-1|> with height 30
Step 2: Lower to <|navy|><|moon|> at <|5-0|><|local-3-1|> with height 18
Step 3: Close gripper on <|navy|><|moon|> at <|5-0|><|local-3-1|> with height 18
Step 4: Lift <|navy|><|moon|> at <|5-0|><|local-3-1|> to height 30
Step 5: Move to <|gray|><|cube|> location at <|19-20|><|local-2-3|> with height 30
Step 6: Stack on top of <|gray|><|cube|> location at <|19-20|><|local-2-3|> with height 19 + 5 and open gripper
| [{"red-star": [48, 3, 18]}, {"navy-moon": [23, 1, 18]}, {"red-triangular prism": [75, 60, 17]}, {"gray-cube": [78, 83, 19]}, {"blue-triangular prism": [21, 78, 18]}, {"lime-star": [93, 43, 18]}] | Stack the navy moon on top of the gray cube | [
[
23,
1,
30,
0,
60,
90,
1
],
[
23,
1,
18,
0,
60,
90,
1
],
[
23,
1,
18,
0,
60,
90,
0
],
[
23,
1,
30,
0,
60,
90,
0
],
[
78,
83,
30,
0,
60,
90,
0
],
[
78,
83,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|red|><|star|>\": 18, \"<|navy|><|moon|>\": 18, \"<|red|><|triangular prism|>\": 17, \"<|gray|><|cube|>\": 19, \"<|blue|><|triangular prism|>\": 18, \"<|lime|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|local-3-1|><|navy|><|moon|><|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|><|local-1-2|><|blue|><|triangular prism|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|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|><|local-0-3|><|red|><|star|><|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|><|local-3-0|><|red|><|triangular prism|><|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|><|local-2-3|><|gray|><|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|><|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|><|local-1-3|><|lime|><|star|><|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 <|5-0|><|local-3-1|> with height 18\nTarget Placement Location: <|gray|><|cube|> at <|19-20|><|local-2-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|moon|> at <|5-0|><|local-3-1|> with height 30\nStep 2: Lower to <|navy|><|moon|> at <|5-0|><|local-3-1|> with height 18\nStep 3: Close gripper on <|navy|><|moon|> at <|5-0|><|local-3-1|> with height 18\nStep 4: Lift <|navy|><|moon|> at <|5-0|><|local-3-1|> to height 30\nStep 5: Move to <|gray|><|cube|> location at <|19-20|><|local-2-3|> with height 30\nStep 6: Stack on top of <|gray|><|cube|> location at <|19-20|><|local-2-3|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|5-0|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-0|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|5-0|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|5-0|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|19-20|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|19-20|>\", \"<|local-2-3|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|triangular prism|>": ["<|6-12|><|local-0-2|>", 17]}] | [{"<|red|><|cylinder|>": ["<|0-13|><|local-0-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|triangular prism|> found at <|6-12|><|local-0-2|> with height 17
Target Placement Location: <|red|><|cylinder|> at <|0-13|><|local-0-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> with height 30
Step 2: Lower to <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> with height 17
Step 3: Close gripper on <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> with height 17
Step 4: Lift <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> to height 30
Step 5: Move to <|red|><|cylinder|> location at <|0-13|><|local-0-0|> with height 30
Step 6: Stack on top of <|red|><|cylinder|> location at <|0-13|><|local-0-0|> with height 19 + 5 and open gripper
| [{"blue-cube": [35, 43, 17]}, {"violet-star": [6, 19, 18]}, {"red-cylinder": [0, 52, 19]}, {"blue-triangular prism": [28, 55, 18]}, {"green-cylinder": [7, 25, 18]}, {"violet-triangular prism": [19, 91, 17]}, {"yellow-triangular prism": [24, 50, 17]}] | Stack the yellow triangular prism on top of the red cylinder | [
[
24,
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90,
1
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24,
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[
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[
24,
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0,
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],
[
0,
52,
30,
0,
60,
90,
0
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[
0,
52,
24,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|blue|><|cube|>\": 17, \"<|violet|><|star|>\": 18, \"<|red|><|cylinder|>\": 19, \"<|blue|><|triangular prism|>\": 18, \"<|green|><|cylinder|>\": 18, \"<|violet|><|triangular prism|>\": 17, \"<|yellow|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 red 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|><|local-0-0|><|red|><|cylinder|><|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|><|local-2-3|><|violet|><|star|><|1-5|><|empty|><|1-6|><|local-3-1|><|green|><|cylinder|><|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|><|local-3-3|><|violet|><|triangular prism|><|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|><|local-0-2|><|yellow|><|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|><|local-0-3|><|blue|><|triangular prism|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|local-3-3|><|blue|><|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|><|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|><|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 <|6-12|><|local-0-2|> with height 17\nTarget Placement Location: <|red|><|cylinder|> at <|0-13|><|local-0-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> with height 30\nStep 2: Lower to <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> with height 17\nStep 3: Close gripper on <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> with height 17\nStep 4: Lift <|yellow|><|triangular prism|> at <|6-12|><|local-0-2|> to height 30\nStep 5: Move to <|red|><|cylinder|> location at <|0-13|><|local-0-0|> with height 30\nStep 6: Stack on top of <|red|><|cylinder|> location at <|0-13|><|local-0-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|6-12|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|6-12|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|6-12|>\", \"<|local-0-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|6-12|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-13|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-13|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|moon|>": ["<|21-12|><|local-0-3|>", 18]}] | [{"<|cyan|><|triangular prism|>": ["<|5-12|><|local-3-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|white|><|moon|> found at <|21-12|><|local-0-3|> with height 18
Target Placement Location: <|cyan|><|triangular prism|> at <|5-12|><|local-3-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|white|><|moon|> at <|21-12|><|local-0-3|> with height 30
Step 2: Lower to <|white|><|moon|> at <|21-12|><|local-0-3|> with height 18
Step 3: Close gripper on <|white|><|moon|> at <|21-12|><|local-0-3|> with height 18
Step 4: Lift <|white|><|moon|> at <|21-12|><|local-0-3|> to height 30
Step 5: Move to <|cyan|><|triangular prism|> location at <|5-12|><|local-3-0|> with height 30
Step 6: Stack on top of <|cyan|><|triangular prism|> location at <|5-12|><|local-3-0|> with height 19 + 5 and open gripper
| [{"cyan-triangular prism": [23, 48, 19]}, {"teal-star": [67, 14, 17]}, {"white-moon": [84, 51, 18]}, {"lime-moon": [39, 22, 17]}, {"gray-star": [31, 58, 18]}, {"white-cylinder": [60, 17, 18]}, {"navy-star": [50, 88, 17]}] | Stack the white moon on top of the cyan triangular prism | [
[
84,
51,
30,
0,
60,
90,
1
],
[
84,
51,
18,
0,
60,
90,
1
],
[
84,
51,
18,
0,
60,
90,
0
],
[
84,
51,
30,
0,
60,
90,
0
],
[
23,
48,
30,
0,
60,
90,
0
],
[
23,
48,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|triangular prism|>\": 19, \"<|teal|><|star|>\": 17, \"<|white|><|moon|>\": 18, \"<|lime|><|moon|>\": 17, \"<|gray|><|star|>\": 18, \"<|white|><|cylinder|>\": 18, \"<|navy|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cyan 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|><|local-3-0|><|cyan|><|triangular prism|><|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|><|local-3-2|><|gray|><|star|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|local-3-2|><|lime|><|moon|><|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|><|local-2-0|><|navy|><|star|><|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|><|local-0-1|><|white|><|cylinder|><|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|><|local-3-2|><|teal|><|star|><|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|><|local-0-3|><|white|><|moon|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|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 <|21-12|><|local-0-3|> with height 18\nTarget Placement Location: <|cyan|><|triangular prism|> at <|5-12|><|local-3-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|moon|> at <|21-12|><|local-0-3|> with height 30\nStep 2: Lower to <|white|><|moon|> at <|21-12|><|local-0-3|> with height 18\nStep 3: Close gripper on <|white|><|moon|> at <|21-12|><|local-0-3|> with height 18\nStep 4: Lift <|white|><|moon|> at <|21-12|><|local-0-3|> to height 30\nStep 5: Move to <|cyan|><|triangular prism|> location at <|5-12|><|local-3-0|> with height 30\nStep 6: Stack on top of <|cyan|><|triangular prism|> location at <|5-12|><|local-3-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|21-12|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|21-12|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|21-12|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|21-12|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|5-12|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|5-12|>\", \"<|local-3-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|star|>": ["<|11-4|><|local-3-3|>", 19]}] | [{"<|magenta|><|container|>": ["<|0-2|><|local-0-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|olive|><|star|> found at <|11-4|><|local-3-3|> with height 19
Target Placement Location: <|magenta|><|container|> at <|0-2|><|local-0-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|olive|><|star|> at <|11-4|><|local-3-3|> with height 30
Step 2: Lower to <|olive|><|star|> at <|11-4|><|local-3-3|> with height 19
Step 3: Close gripper on <|olive|><|star|> at <|11-4|><|local-3-3|> with height 19
Step 4: Lift <|olive|><|star|> at <|11-4|><|local-3-3|> to height 30
Step 5: Move to <|magenta|><|container|> location at <|0-2|><|local-0-1|> with height 30
Step 6: Place inside <|magenta|><|container|> location at <|0-2|><|local-0-1|> with height 18 and open gripper
| [{"navy-cube": [6, 77, 18]}, {"purple-moon": [1, 0, 17]}, {"olive-star": [47, 19, 19]}, {"maroon-cylinder": [25, 94, 17]}, {"magenta-container": [0, 9, 18]}] | Pick up the olive star and place it into the magenta container | [
[
47,
19,
30,
0,
60,
90,
1
],
[
47,
19,
19,
0,
60,
90,
1
],
[
47,
19,
19,
0,
60,
90,
0
],
[
47,
19,
30,
0,
60,
90,
0
],
[
0,
9,
30,
0,
60,
90,
0
],
[
0,
9,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|cube|>\": 18, \"<|purple|><|moon|>\": 17, \"<|olive|><|star|>\": 19, \"<|maroon|><|cylinder|>\": 17, \"<|magenta|><|container|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 magenta container\n<desk>\n<|0-0|><|local-1-0|><|purple|><|moon|><|0-1|><|empty|><|0-2|><|local-0-1|><|magenta|><|container|><|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|><|local-2-1|><|navy|><|cube|><|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|><|local-1-2|><|maroon|><|cylinder|><|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|><|local-3-3|><|olive|><|star|><|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|><|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 <|11-4|><|local-3-3|> with height 19\nTarget Placement Location: <|magenta|><|container|> at <|0-2|><|local-0-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|star|> at <|11-4|><|local-3-3|> with height 30\nStep 2: Lower to <|olive|><|star|> at <|11-4|><|local-3-3|> with height 19\nStep 3: Close gripper on <|olive|><|star|> at <|11-4|><|local-3-3|> with height 19\nStep 4: Lift <|olive|><|star|> at <|11-4|><|local-3-3|> to height 30\nStep 5: Move to <|magenta|><|container|> location at <|0-2|><|local-0-1|> with height 30\nStep 6: Place inside <|magenta|><|container|> location at <|0-2|><|local-0-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|11-4|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-4|>\", \"<|local-3-3|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|11-4|>\", \"<|local-3-3|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|11-4|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-2|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-2|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|triangular prism|>": ["<|18-6|><|local-1-2|>", 18]}] | [{"<|white|><|container|>": ["<|3-1|><|local-2-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|triangular prism|> found at <|18-6|><|local-1-2|> with height 18
Target Placement Location: <|white|><|container|> at <|3-1|><|local-2-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> with height 30
Step 2: Lower to <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> with height 18
Step 3: Close gripper on <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> with height 18
Step 4: Lift <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> to height 30
Step 5: Move to <|white|><|container|> location at <|3-1|><|local-2-2|> with height 30
Step 6: Place inside <|white|><|container|> location at <|3-1|><|local-2-2|> with height 19 and open gripper
| [{"teal-triangular prism": [60, 11, 17]}, {"black-cylinder": [72, 31, 17]}, {"white-container": [14, 6, 19]}, {"maroon-star": [8, 94, 18]}, {"maroon-triangular prism": [73, 26, 18]}, {"navy-cylinder": [6, 77, 18]}] | Pick up the maroon triangular prism and place it into the white container | [
[
73,
26,
30,
0,
60,
90,
1
],
[
73,
26,
18,
0,
60,
90,
1
],
[
73,
26,
18,
0,
60,
90,
0
],
[
73,
26,
30,
0,
60,
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14,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|triangular prism|>\": 17, \"<|black|><|cylinder|>\": 17, \"<|white|><|container|>\": 19, \"<|maroon|><|star|>\": 18, \"<|maroon|><|triangular prism|>\": 18, \"<|navy|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the maroon triangular prism and place it into the 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|><|local-2-1|><|navy|><|cylinder|><|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|><|local-0-2|><|maroon|><|star|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|local-2-2|><|white|><|container|><|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|><|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|><|local-0-3|><|teal|><|triangular prism|><|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|><|local-1-2|><|maroon|><|triangular prism|><|18-7|><|local-0-3|><|black|><|cylinder|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|triangular prism|> found at <|18-6|><|local-1-2|> with height 18\nTarget Placement Location: <|white|><|container|> at <|3-1|><|local-2-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> with height 30\nStep 2: Lower to <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> with height 18\nStep 3: Close gripper on <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> with height 18\nStep 4: Lift <|maroon|><|triangular prism|> at <|18-6|><|local-1-2|> to height 30\nStep 5: Move to <|white|><|container|> location at <|3-1|><|local-2-2|> with height 30\nStep 6: Place inside <|white|><|container|> location at <|3-1|><|local-2-2|> with height 19 and open gripper\n\n</think>\n\nStep 1: [\"<|18-6|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|18-6|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|18-6|>\", \"<|local-1-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|18-6|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-1|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-1|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cube|>": ["<|19-13|><|local-3-3|>", 17]}] | [{"<|navy|><|cube|>": ["<|7-20|><|local-0-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cube|> found at <|19-13|><|local-3-3|> with height 17
Target Placement Location: <|navy|><|cube|> at <|7-20|><|local-0-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|lime|><|cube|> at <|19-13|><|local-3-3|> with height 30
Step 2: Lower to <|lime|><|cube|> at <|19-13|><|local-3-3|> with height 17
Step 3: Close gripper on <|lime|><|cube|> at <|19-13|><|local-3-3|> with height 17
Step 4: Lift <|lime|><|cube|> at <|19-13|><|local-3-3|> to height 30
Step 5: Move to <|navy|><|cube|> location at <|7-20|><|local-0-3|> with height 30
Step 6: Stack on top of <|navy|><|cube|> location at <|7-20|><|local-0-3|> with height 18 + 5 and open gripper
| [{"teal-cylinder": [61, 8, 18]}, {"gray-cube": [20, 78, 18]}, {"lime-cube": [79, 55, 17]}, {"purple-cube": [78, 15, 17]}, {"navy-cube": [28, 83, 18]}, {"black-star": [26, 8, 17]}] | Stack the lime cube on top of the navy cube | [
[
79,
55,
30,
0,
60,
90,
1
],
[
79,
55,
17,
0,
60,
90,
1
],
[
79,
55,
17,
0,
60,
90,
0
],
[
79,
55,
30,
0,
60,
90,
0
],
[
28,
83,
30,
0,
60,
90,
0
],
[
28,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|cylinder|>\": 18, \"<|gray|><|cube|>\": 18, \"<|lime|><|cube|>\": 17, \"<|purple|><|cube|>\": 17, \"<|navy|><|cube|>\": 18, \"<|black|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cube on top of the navy cube\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|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|><|local-0-2|><|gray|><|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|><|local-2-0|><|black|><|star|><|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|><|local-0-3|><|navy|><|cube|><|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|><|local-1-0|><|teal|><|cylinder|><|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|><|local-2-3|><|purple|><|cube|><|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|><|local-3-3|><|lime|><|cube|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|cube|> found at <|19-13|><|local-3-3|> with height 17\nTarget Placement Location: <|navy|><|cube|> at <|7-20|><|local-0-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|cube|> at <|19-13|><|local-3-3|> with height 30\nStep 2: Lower to <|lime|><|cube|> at <|19-13|><|local-3-3|> with height 17\nStep 3: Close gripper on <|lime|><|cube|> at <|19-13|><|local-3-3|> with height 17\nStep 4: Lift <|lime|><|cube|> at <|19-13|><|local-3-3|> to height 30\nStep 5: Move to <|navy|><|cube|> location at <|7-20|><|local-0-3|> with height 30\nStep 6: Stack on top of <|navy|><|cube|> location at <|7-20|><|local-0-3|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|19-13|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|19-13|>\", \"<|local-3-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|19-13|>\", \"<|local-3-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|19-13|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|7-20|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|7-20|>\", \"<|local-0-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cylinder|>": ["<|18-8|><|local-2-0|>", 17]}] | [{"<|magenta|><|container|>": ["<|21-1|><|local-3-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cylinder|> found at <|18-8|><|local-2-0|> with height 17
Target Placement Location: <|magenta|><|container|> at <|21-1|><|local-3-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|violet|><|cylinder|> at <|18-8|><|local-2-0|> with height 30
Step 2: Lower to <|violet|><|cylinder|> at <|18-8|><|local-2-0|> with height 17
Step 3: Close gripper on <|violet|><|cylinder|> at <|18-8|><|local-2-0|> with height 17
Step 4: Lift <|violet|><|cylinder|> at <|18-8|><|local-2-0|> to height 30
Step 5: Move to <|magenta|><|container|> location at <|21-1|><|local-3-1|> with height 30
Step 6: Place inside <|magenta|><|container|> location at <|21-1|><|local-3-1|> with height 18 and open gripper
| [{"olive-moon": [58, 57, 18]}, {"black-cylinder": [59, 13, 17]}, {"violet-cylinder": [74, 32, 17]}, {"gray-cube": [53, 48, 17]}, {"magenta-container": [87, 5, 18]}, {"magenta-cylinder": [32, 72, 17]}, {"maroon-cylinder": [16, 31, 17]}] | Pick up the violet cylinder and place it into the magenta container | [
[
74,
32,
30,
0,
60,
90,
1
],
[
74,
32,
17,
0,
60,
90,
1
],
[
74,
32,
17,
0,
60,
90,
0
],
[
74,
32,
30,
0,
60,
90,
0
],
[
87,
5,
30,
0,
60,
90,
0
],
[
87,
5,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|moon|>\": 18, \"<|black|><|cylinder|>\": 17, \"<|violet|><|cylinder|>\": 17, \"<|gray|><|cube|>\": 17, \"<|magenta|><|container|>\": 18, \"<|magenta|><|cylinder|>\": 17, \"<|maroon|><|cylinder|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cylinder and place it into the magenta container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|local-0-3|><|maroon|><|cylinder|><|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|><|local-0-0|><|magenta|><|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|><|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|><|local-1-0|><|gray|><|cube|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|local-3-1|><|black|><|cylinder|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|local-2-1|><|olive|><|moon|><|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|><|local-2-0|><|violet|><|cylinder|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|local-3-1|><|magenta|><|container|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cylinder|> found at <|18-8|><|local-2-0|> with height 17\nTarget Placement Location: <|magenta|><|container|> at <|21-1|><|local-3-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cylinder|> at <|18-8|><|local-2-0|> with height 30\nStep 2: Lower to <|violet|><|cylinder|> at <|18-8|><|local-2-0|> with height 17\nStep 3: Close gripper on <|violet|><|cylinder|> at <|18-8|><|local-2-0|> with height 17\nStep 4: Lift <|violet|><|cylinder|> at <|18-8|><|local-2-0|> to height 30\nStep 5: Move to <|magenta|><|container|> location at <|21-1|><|local-3-1|> with height 30\nStep 6: Place inside <|magenta|><|container|> location at <|21-1|><|local-3-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|18-8|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|18-8|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|18-8|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|18-8|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|21-1|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|21-1|>\", \"<|local-3-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|moon|>": ["<|13-5|><|local-1-2|>", 19]}] | [{"<|azure|><|moon|>": ["<|6-5|><|local-3-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|teal|><|moon|> found at <|13-5|><|local-1-2|> with height 19
Target Placement Location: <|azure|><|moon|> at <|6-5|><|local-3-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|teal|><|moon|> at <|13-5|><|local-1-2|> with height 30
Step 2: Lower to <|teal|><|moon|> at <|13-5|><|local-1-2|> with height 19
Step 3: Close gripper on <|teal|><|moon|> at <|13-5|><|local-1-2|> with height 19
Step 4: Lift <|teal|><|moon|> at <|13-5|><|local-1-2|> to height 30
Step 5: Move to <|azure|><|moon|> location at <|6-5|><|local-3-1|> with height 30
Step 6: Stack on top of <|azure|><|moon|> location at <|6-5|><|local-3-1|> with height 18 + 5 and open gripper
| [{"teal-triangular prism": [43, 27, 18]}, {"teal-moon": [53, 22, 19]}, {"azure-moon": [27, 21, 18]}, {"rose-moon": [38, 68, 17]}, {"white-cube": [7, 4, 18]}] | Stack the teal moon on top of the azure moon | [
[
53,
22,
30,
0,
60,
90,
1
],
[
53,
22,
19,
0,
60,
90,
1
],
[
53,
22,
19,
0,
60,
90,
0
],
[
53,
22,
30,
0,
60,
90,
0
],
[
27,
21,
30,
0,
60,
90,
0
],
[
27,
21,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|triangular prism|>\": 18, \"<|teal|><|moon|>\": 19, \"<|azure|><|moon|>\": 18, \"<|rose|><|moon|>\": 17, \"<|white|><|cube|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal moon on top of the azure moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|local-3-0|><|white|><|cube|><|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|><|local-3-1|><|azure|><|moon|><|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|><|local-2-0|><|rose|><|moon|><|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|><|local-3-3|><|teal|><|triangular prism|><|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|><|local-1-2|><|teal|><|moon|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|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 <|13-5|><|local-1-2|> with height 19\nTarget Placement Location: <|azure|><|moon|> at <|6-5|><|local-3-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|moon|> at <|13-5|><|local-1-2|> with height 30\nStep 2: Lower to <|teal|><|moon|> at <|13-5|><|local-1-2|> with height 19\nStep 3: Close gripper on <|teal|><|moon|> at <|13-5|><|local-1-2|> with height 19\nStep 4: Lift <|teal|><|moon|> at <|13-5|><|local-1-2|> to height 30\nStep 5: Move to <|azure|><|moon|> location at <|6-5|><|local-3-1|> with height 30\nStep 6: Stack on top of <|azure|><|moon|> location at <|6-5|><|local-3-1|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|13-5|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|13-5|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|13-5|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|13-5|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|6-5|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|6-5|>\", \"<|local-3-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|star|>": ["<|23-10|><|local-3-2|>", 17]}] | [{"<|olive|><|star|>": ["<|0-2|><|local-0-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|navy|><|star|> found at <|23-10|><|local-3-2|> with height 17
Target Placement Location: <|olive|><|star|> at <|0-2|><|local-0-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|navy|><|star|> at <|23-10|><|local-3-2|> with height 30
Step 2: Lower to <|navy|><|star|> at <|23-10|><|local-3-2|> with height 17
Step 3: Close gripper on <|navy|><|star|> at <|23-10|><|local-3-2|> with height 17
Step 4: Lift <|navy|><|star|> at <|23-10|><|local-3-2|> to height 30
Step 5: Move to <|olive|><|star|> location at <|0-2|><|local-0-0|> with height 30
Step 6: Stack on top of <|olive|><|star|> location at <|0-2|><|local-0-0|> with height 19 + 5 and open gripper
| [{"yellow-cylinder": [48, 39, 17]}, {"violet-star": [9, 29, 17]}, {"navy-star": [95, 42, 17]}, {"cyan-cylinder": [53, 28, 17]}, {"green-cube": [58, 88, 18]}, {"olive-star": [0, 8, 19]}] | Stack the navy star on top of the olive star | [
[
95,
42,
30,
0,
60,
90,
1
],
[
95,
42,
17,
0,
60,
90,
1
],
[
95,
42,
17,
0,
60,
90,
0
],
[
95,
42,
30,
0,
60,
90,
0
],
[
0,
8,
30,
0,
60,
90,
0
],
[
0,
8,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|cylinder|>\": 17, \"<|violet|><|star|>\": 17, \"<|navy|><|star|>\": 17, \"<|cyan|><|cylinder|>\": 17, \"<|green|><|cube|>\": 18, \"<|olive|><|star|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 star on top of the olive star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|local-0-0|><|olive|><|star|><|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|><|local-1-1|><|violet|><|star|><|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|><|local-0-3|><|yellow|><|cylinder|><|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|><|local-1-0|><|cyan|><|cylinder|><|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|><|local-2-0|><|green|><|cube|><|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|><|local-3-2|><|navy|><|star|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|star|> found at <|23-10|><|local-3-2|> with height 17\nTarget Placement Location: <|olive|><|star|> at <|0-2|><|local-0-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|star|> at <|23-10|><|local-3-2|> with height 30\nStep 2: Lower to <|navy|><|star|> at <|23-10|><|local-3-2|> with height 17\nStep 3: Close gripper on <|navy|><|star|> at <|23-10|><|local-3-2|> with height 17\nStep 4: Lift <|navy|><|star|> at <|23-10|><|local-3-2|> to height 30\nStep 5: Move to <|olive|><|star|> location at <|0-2|><|local-0-0|> with height 30\nStep 6: Stack on top of <|olive|><|star|> location at <|0-2|><|local-0-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|23-10|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|23-10|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|23-10|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|23-10|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-2|>\", \"<|local-0-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-2|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|moon|>": ["<|13-4|><|local-1-1|>", 19]}] | [{"<|maroon|><|container|>": ["<|22-10|><|local-1-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|moon|> found at <|13-4|><|local-1-1|> with height 19
Target Placement Location: <|maroon|><|container|> at <|22-10|><|local-1-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|maroon|><|moon|> at <|13-4|><|local-1-1|> with height 30
Step 2: Lower to <|maroon|><|moon|> at <|13-4|><|local-1-1|> with height 19
Step 3: Close gripper on <|maroon|><|moon|> at <|13-4|><|local-1-1|> with height 19
Step 4: Lift <|maroon|><|moon|> at <|13-4|><|local-1-1|> to height 30
Step 5: Move to <|maroon|><|container|> location at <|22-10|><|local-1-1|> with height 30
Step 6: Place inside <|maroon|><|container|> location at <|22-10|><|local-1-1|> with height 18 and open gripper
| [{"maroon-container": [89, 41, 18]}, {"olive-triangular prism": [8, 16, 18]}, {"maroon-moon": [53, 17, 19]}, {"maroon-cube": [27, 24, 18]}, {"cyan-star": [78, 29, 18]}] | Pick up the maroon moon and place it into the maroon container | [
[
53,
17,
30,
0,
60,
90,
1
],
[
53,
17,
19,
0,
60,
90,
1
],
[
53,
17,
19,
0,
60,
90,
0
],
[
53,
17,
30,
0,
60,
90,
0
],
[
89,
41,
30,
0,
60,
90,
0
],
[
89,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|container|>\": 18, \"<|olive|><|triangular prism|>\": 18, \"<|maroon|><|moon|>\": 19, \"<|maroon|><|cube|>\": 18, \"<|cyan|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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|><|local-0-0|><|olive|><|triangular prism|><|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|><|local-3-0|><|maroon|><|cube|><|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|><|local-1-1|><|maroon|><|moon|><|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|><|local-2-1|><|cyan|><|star|><|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|><|local-1-1|><|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: <|maroon|><|moon|> found at <|13-4|><|local-1-1|> with height 19\nTarget Placement Location: <|maroon|><|container|> at <|22-10|><|local-1-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|maroon|><|moon|> at <|13-4|><|local-1-1|> with height 30\nStep 2: Lower to <|maroon|><|moon|> at <|13-4|><|local-1-1|> with height 19\nStep 3: Close gripper on <|maroon|><|moon|> at <|13-4|><|local-1-1|> with height 19\nStep 4: Lift <|maroon|><|moon|> at <|13-4|><|local-1-1|> to height 30\nStep 5: Move to <|maroon|><|container|> location at <|22-10|><|local-1-1|> with height 30\nStep 6: Place inside <|maroon|><|container|> location at <|22-10|><|local-1-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|13-4|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|13-4|>\", \"<|local-1-1|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|13-4|>\", \"<|local-1-1|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|13-4|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|22-10|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|22-10|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|triangular prism|>": ["<|23-16|><|local-2-0|>", 19]}] | [{"<|red|><|star|>": ["<|14-0|><|local-2-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|violet|><|triangular prism|> found at <|23-16|><|local-2-0|> with height 19
Target Placement Location: <|red|><|star|> at <|14-0|><|local-2-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> with height 30
Step 2: Lower to <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> with height 19
Step 3: Close gripper on <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> with height 19
Step 4: Lift <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> to height 30
Step 5: Move to <|red|><|star|> location at <|14-0|><|local-2-1|> with height 30
Step 6: Stack on top of <|red|><|star|> location at <|14-0|><|local-2-1|> with height 18 + 5 and open gripper
| [{"silver-star": [58, 62, 18]}, {"black-cylinder": [15, 81, 17]}, {"maroon-triangular prism": [94, 73, 18]}, {"violet-triangular prism": [94, 64, 19]}, {"navy-triangular prism": [74, 12, 18]}, {"rose-triangular prism": [3, 41, 18]}, {"red-star": [58, 1, 18]}] | Stack the violet triangular prism on top of the red star | [
[
94,
64,
30,
0,
60,
90,
1
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|silver|><|star|>\": 18, \"<|black|><|cylinder|>\": 17, \"<|maroon|><|triangular prism|>\": 18, \"<|violet|><|triangular prism|>\": 19, \"<|navy|><|triangular prism|>\": 18, \"<|rose|><|triangular prism|>\": 18, \"<|red|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 red star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|local-3-1|><|rose|><|triangular prism|><|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|><|local-3-1|><|black|><|cylinder|><|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|><|local-2-1|><|red|><|star|><|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|><|local-2-2|><|silver|><|star|><|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|><|local-2-0|><|navy|><|triangular prism|><|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|><|local-2-0|><|violet|><|triangular prism|><|23-17|><|empty|><|23-18|><|local-2-1|><|maroon|><|triangular prism|><|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 <|23-16|><|local-2-0|> with height 19\nTarget Placement Location: <|red|><|star|> at <|14-0|><|local-2-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> with height 30\nStep 2: Lower to <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> with height 19\nStep 3: Close gripper on <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> with height 19\nStep 4: Lift <|violet|><|triangular prism|> at <|23-16|><|local-2-0|> to height 30\nStep 5: Move to <|red|><|star|> location at <|14-0|><|local-2-1|> with height 30\nStep 6: Stack on top of <|red|><|star|> location at <|14-0|><|local-2-1|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|23-16|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|23-16|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|23-16|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|23-16|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|14-0|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|14-0|>\", \"<|local-2-1|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|triangular prism|>": ["<|2-16|><|local-3-3|>", 18]}] | [{"<|rose|><|cylinder|>": ["<|6-18|><|local-3-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|white|><|triangular prism|> found at <|2-16|><|local-3-3|> with height 18
Target Placement Location: <|rose|><|cylinder|> at <|6-18|><|local-3-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|white|><|triangular prism|> at <|2-16|><|local-3-3|> with height 30
Step 2: Lower to <|white|><|triangular prism|> at <|2-16|><|local-3-3|> with height 18
Step 3: Close gripper on <|white|><|triangular prism|> at <|2-16|><|local-3-3|> with height 18
Step 4: Lift <|white|><|triangular prism|> at <|2-16|><|local-3-3|> to height 30
Step 5: Move to <|rose|><|cylinder|> location at <|6-18|><|local-3-3|> with height 30
Step 6: Stack on top of <|rose|><|cylinder|> location at <|6-18|><|local-3-3|> with height 18 + 5 and open gripper
| [{"cyan-moon": [2, 61, 18]}, {"white-triangular prism": [11, 67, 18]}, {"rose-cylinder": [27, 75, 18]}, {"maroon-triangular prism": [52, 19, 17]}, {"yellow-cube": [86, 13, 18]}, {"blue-star": [15, 10, 18]}] | Stack the white triangular prism on top of the rose cylinder | [
[
11,
67,
30,
0,
60,
90,
1
],
[
11,
67,
18,
0,
60,
90,
1
],
[
11,
67,
18,
0,
60,
90,
0
],
[
11,
67,
30,
0,
60,
90,
0
],
[
27,
75,
30,
0,
60,
90,
0
],
[
27,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|moon|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|rose|><|cylinder|>\": 18, \"<|maroon|><|triangular prism|>\": 17, \"<|yellow|><|cube|>\": 18, \"<|blue|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-1|><|cyan|><|moon|><|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|><|local-3-3|><|white|><|triangular prism|><|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|><|local-3-2|><|blue|><|star|><|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|><|local-3-3|><|rose|><|cylinder|><|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|><|local-0-3|><|maroon|><|triangular prism|><|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|><|local-2-1|><|yellow|><|cube|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|white|><|triangular prism|> found at <|2-16|><|local-3-3|> with height 18\nTarget Placement Location: <|rose|><|cylinder|> at <|6-18|><|local-3-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|white|><|triangular prism|> at <|2-16|><|local-3-3|> with height 30\nStep 2: Lower to <|white|><|triangular prism|> at <|2-16|><|local-3-3|> with height 18\nStep 3: Close gripper on <|white|><|triangular prism|> at <|2-16|><|local-3-3|> with height 18\nStep 4: Lift <|white|><|triangular prism|> at <|2-16|><|local-3-3|> to height 30\nStep 5: Move to <|rose|><|cylinder|> location at <|6-18|><|local-3-3|> with height 30\nStep 6: Stack on top of <|rose|><|cylinder|> location at <|6-18|><|local-3-3|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|2-16|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-16|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|2-16|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|2-16|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|6-18|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|6-18|>\", \"<|local-3-3|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|triangular prism|>": ["<|14-14|><|local-3-2|>", 19]}] | [{"<|yellow|><|star|>": ["<|14-21|><|local-0-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|purple|><|triangular prism|> found at <|14-14|><|local-3-2|> with height 19
Target Placement Location: <|yellow|><|star|> at <|14-21|><|local-0-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> with height 30
Step 2: Lower to <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> with height 19
Step 3: Close gripper on <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> with height 19
Step 4: Lift <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> to height 30
Step 5: Move to <|yellow|><|star|> location at <|14-21|><|local-0-1|> with height 30
Step 6: Stack on top of <|yellow|><|star|> location at <|14-21|><|local-0-1|> with height 17 + 5 and open gripper
| [{"black-triangular prism": [53, 64, 18]}, {"purple-cylinder": [53, 7, 18]}, {"white-triangular prism": [40, 89, 18]}, {"yellow-star": [56, 85, 17]}, {"purple-triangular prism": [59, 58, 19]}, {"yellow-cube": [94, 22, 17]}, {"gray-cylinder": [52, 53, 18]}] | Stack the purple triangular prism on top of the yellow star | [
[
59,
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30,
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60,
90,
1
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[
59,
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0,
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[
59,
58,
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[
59,
58,
30,
0,
60,
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],
[
56,
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30,
0,
60,
90,
0
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[
56,
85,
22,
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60,
90,
1
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|black|><|triangular prism|>\": 18, \"<|purple|><|cylinder|>\": 18, \"<|white|><|triangular prism|>\": 18, \"<|yellow|><|star|>\": 17, \"<|purple|><|triangular prism|>\": 19, \"<|yellow|><|cube|>\": 17, \"<|gray|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 triangular prism 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|><|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|><|local-0-1|><|white|><|triangular prism|><|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|><|local-1-3|><|purple|><|cylinder|><|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|><|local-0-1|><|gray|><|cylinder|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|local-1-0|><|black|><|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|><|local-3-2|><|purple|><|triangular prism|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|local-0-1|><|yellow|><|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|><|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|><|local-2-2|><|yellow|><|cube|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|triangular prism|> found at <|14-14|><|local-3-2|> with height 19\nTarget Placement Location: <|yellow|><|star|> at <|14-21|><|local-0-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> with height 30\nStep 2: Lower to <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> with height 19\nStep 3: Close gripper on <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> with height 19\nStep 4: Lift <|purple|><|triangular prism|> at <|14-14|><|local-3-2|> to height 30\nStep 5: Move to <|yellow|><|star|> location at <|14-21|><|local-0-1|> with height 30\nStep 6: Stack on top of <|yellow|><|star|> location at <|14-21|><|local-0-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|14-14|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|14-14|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|14-14|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|14-14|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|14-21|>\", \"<|local-0-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|14-21|>\", \"<|local-0-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|moon|>": ["<|12-23|><|local-2-2|>", 17]}] | [{"<|violet|><|triangular prism|>": ["<|19-11|><|local-0-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|red|><|moon|> found at <|12-23|><|local-2-2|> with height 17
Target Placement Location: <|violet|><|triangular prism|> at <|19-11|><|local-0-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|red|><|moon|> at <|12-23|><|local-2-2|> with height 30
Step 2: Lower to <|red|><|moon|> at <|12-23|><|local-2-2|> with height 17
Step 3: Close gripper on <|red|><|moon|> at <|12-23|><|local-2-2|> with height 17
Step 4: Lift <|red|><|moon|> at <|12-23|><|local-2-2|> to height 30
Step 5: Move to <|violet|><|triangular prism|> location at <|19-11|><|local-0-3|> with height 30
Step 6: Stack on top of <|violet|><|triangular prism|> location at <|19-11|><|local-0-3|> with height 19 + 5 and open gripper
| [{"teal-star": [38, 67, 18]}, {"violet-triangular prism": [76, 47, 19]}, {"magenta-star": [22, 31, 18]}, {"purple-moon": [8, 98, 18]}, {"red-moon": [50, 94, 17]}, {"azure-moon": [2, 32, 18]}, {"olive-cube": [10, 44, 17]}] | Stack the red moon on top of the violet triangular prism | [
[
50,
94,
30,
0,
60,
90,
1
],
[
50,
94,
17,
0,
60,
90,
1
],
[
50,
94,
17,
0,
60,
90,
0
],
[
50,
94,
30,
0,
60,
90,
0
],
[
76,
47,
30,
0,
60,
90,
0
],
[
76,
47,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|teal|><|star|>\": 18, \"<|violet|><|triangular prism|>\": 19, \"<|magenta|><|star|>\": 18, \"<|purple|><|moon|>\": 18, \"<|red|><|moon|>\": 17, \"<|azure|><|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: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 violet triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|local-2-0|><|azure|><|moon|><|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|><|local-2-0|><|olive|><|cube|><|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|><|local-0-2|><|purple|><|moon|>\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|><|local-2-3|><|magenta|><|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|><|local-2-3|><|teal|><|star|><|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|><|local-2-2|><|red|><|moon|><|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|><|local-0-3|><|violet|><|triangular prism|><|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|><|moon|> found at <|12-23|><|local-2-2|> with height 17\nTarget Placement Location: <|violet|><|triangular prism|> at <|19-11|><|local-0-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|red|><|moon|> at <|12-23|><|local-2-2|> with height 30\nStep 2: Lower to <|red|><|moon|> at <|12-23|><|local-2-2|> with height 17\nStep 3: Close gripper on <|red|><|moon|> at <|12-23|><|local-2-2|> with height 17\nStep 4: Lift <|red|><|moon|> at <|12-23|><|local-2-2|> to height 30\nStep 5: Move to <|violet|><|triangular prism|> location at <|19-11|><|local-0-3|> with height 30\nStep 6: Stack on top of <|violet|><|triangular prism|> location at <|19-11|><|local-0-3|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|12-23|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|12-23|>\", \"<|local-2-2|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|12-23|>\", \"<|local-2-2|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|12-23|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|19-11|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|19-11|>\", \"<|local-0-3|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cube|>": ["<|24-18|><|local-2-0|>", 19]}] | [{"<|black|><|cube|>": ["<|5-21|><|local-1-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cube|> found at <|24-18|><|local-2-0|> with height 19
Target Placement Location: <|black|><|cube|> at <|5-21|><|local-1-3|> with height 17
PLAN ACTIONS:
Step 1: Move above <|olive|><|cube|> at <|24-18|><|local-2-0|> with height 30
Step 2: Lower to <|olive|><|cube|> at <|24-18|><|local-2-0|> with height 19
Step 3: Close gripper on <|olive|><|cube|> at <|24-18|><|local-2-0|> with height 19
Step 4: Lift <|olive|><|cube|> at <|24-18|><|local-2-0|> to height 30
Step 5: Move to <|black|><|cube|> location at <|5-21|><|local-1-3|> with height 30
Step 6: Stack on top of <|black|><|cube|> location at <|5-21|><|local-1-3|> with height 17 + 5 and open gripper
| [{"yellow-star": [1, 82, 18]}, {"olive-moon": [95, 2, 17]}, {"olive-cube": [98, 72, 19]}, {"yellow-cube": [82, 9, 17]}, {"black-cube": [21, 87, 17]}, {"azure-moon": [12, 79, 18]}] | Stack the olive cube on top of the black cube | [
[
98,
72,
30,
0,
60,
90,
1
],
[
98,
72,
19,
0,
60,
90,
1
],
[
98,
72,
19,
0,
60,
90,
0
],
[
98,
72,
30,
0,
60,
90,
0
],
[
21,
87,
30,
0,
60,
90,
0
],
[
21,
87,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|yellow|><|star|>\": 18, \"<|olive|><|moon|>\": 17, \"<|olive|><|cube|>\": 19, \"<|yellow|><|cube|>\": 17, \"<|black|><|cube|>\": 17, \"<|azure|><|moon|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 black 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|><|local-1-2|><|yellow|><|star|><|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|><|local-0-3|><|azure|><|moon|><|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|><|local-1-3|><|black|><|cube|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|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|><|local-2-1|><|yellow|><|cube|><|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|><|local-3-2|><|olive|><|moon|><|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|><|local-2-0|><|olive|><|cube|><|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 <|24-18|><|local-2-0|> with height 19\nTarget Placement Location: <|black|><|cube|> at <|5-21|><|local-1-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cube|> at <|24-18|><|local-2-0|> with height 30\nStep 2: Lower to <|olive|><|cube|> at <|24-18|><|local-2-0|> with height 19\nStep 3: Close gripper on <|olive|><|cube|> at <|24-18|><|local-2-0|> with height 19\nStep 4: Lift <|olive|><|cube|> at <|24-18|><|local-2-0|> to height 30\nStep 5: Move to <|black|><|cube|> location at <|5-21|><|local-1-3|> with height 30\nStep 6: Stack on top of <|black|><|cube|> location at <|5-21|><|local-1-3|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|24-18|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|24-18|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|24-18|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|24-18|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|5-21|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|5-21|>\", \"<|local-1-3|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cube|>": ["<|11-23|><|local-3-1|>", 17]}] | [{"<|navy|><|triangular prism|>": ["<|5-7|><|local-2-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|white|><|cube|> found at <|11-23|><|local-3-1|> with height 17
Target Placement Location: <|navy|><|triangular prism|> at <|5-7|><|local-2-3|> with height 19
PLAN ACTIONS:
Step 1: Move above <|white|><|cube|> at <|11-23|><|local-3-1|> with height 30
Step 2: Lower to <|white|><|cube|> at <|11-23|><|local-3-1|> with height 17
Step 3: Close gripper on <|white|><|cube|> at <|11-23|><|local-3-1|> with height 17
Step 4: Lift <|white|><|cube|> at <|11-23|><|local-3-1|> to height 30
Step 5: Move to <|navy|><|triangular prism|> location at <|5-7|><|local-2-3|> with height 30
Step 6: Stack on top of <|navy|><|triangular prism|> location at <|5-7|><|local-2-3|> with height 19 + 5 and open gripper
| [{"white-moon": [69, 42, 18]}, {"olive-triangular prism": [18, 32, 17]}, {"white-cube": [47, 93, 17]}, {"violet-star": [71, 70, 17]}, {"navy-triangular prism": [22, 31, 19]}] | Stack the white cube on top of the navy triangular prism | [
[
47,
93,
30,
0,
60,
90,
1
],
[
47,
93,
17,
0,
60,
90,
1
],
[
47,
93,
17,
0,
60,
90,
0
],
[
47,
93,
30,
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[
22,
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|white|><|moon|>\": 18, \"<|olive|><|triangular prism|>\": 17, \"<|white|><|cube|>\": 17, \"<|violet|><|star|>\": 17, \"<|navy|><|triangular prism|>\": 19}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the white cube on top of the 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|><|local-2-0|><|olive|><|triangular prism|><|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|><|local-2-3|><|navy|><|triangular prism|><|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|><|local-3-1|><|white|><|cube|><|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|><|local-1-2|><|white|><|moon|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|local-3-2|><|violet|><|star|><|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 <|11-23|><|local-3-1|> with height 17\nTarget Placement Location: <|navy|><|triangular prism|> at <|5-7|><|local-2-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|white|><|cube|> at <|11-23|><|local-3-1|> with height 30\nStep 2: Lower to <|white|><|cube|> at <|11-23|><|local-3-1|> with height 17\nStep 3: Close gripper on <|white|><|cube|> at <|11-23|><|local-3-1|> with height 17\nStep 4: Lift <|white|><|cube|> at <|11-23|><|local-3-1|> to height 30\nStep 5: Move to <|navy|><|triangular prism|> location at <|5-7|><|local-2-3|> with height 30\nStep 6: Stack on top of <|navy|><|triangular prism|> location at <|5-7|><|local-2-3|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|11-23|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|11-23|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|11-23|>\", \"<|local-3-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|11-23|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|5-7|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|5-7|>\", \"<|local-2-3|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|moon|>": ["<|6-14|><|local-1-0|>", 17]}] | [{"<|azure|><|cube|>": ["<|2-16|><|local-3-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|teal|><|moon|> found at <|6-14|><|local-1-0|> with height 17
Target Placement Location: <|azure|><|cube|> at <|2-16|><|local-3-0|> with height 17
PLAN ACTIONS:
Step 1: Move above <|teal|><|moon|> at <|6-14|><|local-1-0|> with height 30
Step 2: Lower to <|teal|><|moon|> at <|6-14|><|local-1-0|> with height 17
Step 3: Close gripper on <|teal|><|moon|> at <|6-14|><|local-1-0|> with height 17
Step 4: Lift <|teal|><|moon|> at <|6-14|><|local-1-0|> to height 30
Step 5: Move to <|azure|><|cube|> location at <|2-16|><|local-3-0|> with height 30
Step 6: Stack on top of <|azure|><|cube|> location at <|2-16|><|local-3-0|> with height 17 + 5 and open gripper
| [{"azure-cube": [11, 64, 17]}, {"red-star": [68, 4, 18]}, {"purple-star": [49, 58, 17]}, {"maroon-moon": [36, 20, 17]}, {"teal-moon": [25, 56, 17]}] | Stack the teal moon on top of the azure cube | [
[
25,
56,
30,
0,
60,
90,
1
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[
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25,
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0,
60,
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[
25,
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60,
90,
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],
[
11,
64,
30,
0,
60,
90,
0
],
[
11,
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22,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|azure|><|cube|>\": 17, \"<|red|><|star|>\": 18, \"<|purple|><|star|>\": 17, \"<|maroon|><|moon|>\": 17, \"<|teal|><|moon|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the teal moon on top of the 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|><|local-3-0|><|azure|><|cube|><|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|><|local-1-0|><|teal|><|moon|><|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|><|local-0-0|><|maroon|><|moon|><|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|><|local-1-2|><|purple|><|star|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|local-0-0|><|red|><|star|><|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 <|6-14|><|local-1-0|> with height 17\nTarget Placement Location: <|azure|><|cube|> at <|2-16|><|local-3-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|teal|><|moon|> at <|6-14|><|local-1-0|> with height 30\nStep 2: Lower to <|teal|><|moon|> at <|6-14|><|local-1-0|> with height 17\nStep 3: Close gripper on <|teal|><|moon|> at <|6-14|><|local-1-0|> with height 17\nStep 4: Lift <|teal|><|moon|> at <|6-14|><|local-1-0|> to height 30\nStep 5: Move to <|azure|><|cube|> location at <|2-16|><|local-3-0|> with height 30\nStep 6: Stack on top of <|azure|><|cube|> location at <|2-16|><|local-3-0|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|6-14|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|6-14|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|6-14|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|6-14|>\", \"<|local-1-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|2-16|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|2-16|>\", \"<|local-3-0|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|moon|>": ["<|5-21|><|local-2-2|>", 19]}] | [{"<|teal|><|container|>": ["<|2-14|><|local-1-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|gray|><|moon|> found at <|5-21|><|local-2-2|> with height 19
Target Placement Location: <|teal|><|container|> at <|2-14|><|local-1-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|gray|><|moon|> at <|5-21|><|local-2-2|> with height 30
Step 2: Lower to <|gray|><|moon|> at <|5-21|><|local-2-2|> with height 19
Step 3: Close gripper on <|gray|><|moon|> at <|5-21|><|local-2-2|> with height 19
Step 4: Lift <|gray|><|moon|> at <|5-21|><|local-2-2|> to height 30
Step 5: Move to <|teal|><|container|> location at <|2-14|><|local-1-1|> with height 30
Step 6: Place inside <|teal|><|container|> location at <|2-14|><|local-1-1|> with height 18 and open gripper
| [{"black-triangular prism": [67, 9, 17]}, {"azure-triangular prism": [44, 80, 17]}, {"gray-moon": [22, 86, 19]}, {"teal-container": [9, 57, 18]}, {"violet-moon": [5, 77, 18]}, {"yellow-moon": [21, 51, 17]}, {"magenta-cube": [87, 61, 17]}] | Pick up the gray moon and place it into the teal container | [
[
22,
86,
30,
0,
60,
90,
1
],
[
22,
86,
19,
0,
60,
90,
1
],
[
22,
86,
19,
0,
60,
90,
0
],
[
22,
86,
30,
0,
60,
90,
0
],
[
9,
57,
30,
0,
60,
90,
0
],
[
9,
57,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|black|><|triangular prism|>\": 17, \"<|azure|><|triangular prism|>\": 17, \"<|gray|><|moon|>\": 19, \"<|teal|><|container|>\": 18, \"<|violet|><|moon|>\": 18, \"<|yellow|><|moon|>\": 17, \"<|magenta|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-1-1|><|violet|><|moon|><|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|><|local-1-1|><|teal|><|container|><|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|><|local-1-3|><|yellow|><|moon|><|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|><|local-2-2|><|gray|><|moon|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|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|><|local-0-0|><|azure|><|triangular prism|><|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|><|local-3-1|><|black|><|triangular prism|><|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|><|local-3-1|><|magenta|><|cube|><|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 <|5-21|><|local-2-2|> with height 19\nTarget Placement Location: <|teal|><|container|> at <|2-14|><|local-1-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|gray|><|moon|> at <|5-21|><|local-2-2|> with height 30\nStep 2: Lower to <|gray|><|moon|> at <|5-21|><|local-2-2|> with height 19\nStep 3: Close gripper on <|gray|><|moon|> at <|5-21|><|local-2-2|> with height 19\nStep 4: Lift <|gray|><|moon|> at <|5-21|><|local-2-2|> to height 30\nStep 5: Move to <|teal|><|container|> location at <|2-14|><|local-1-1|> with height 30\nStep 6: Place inside <|teal|><|container|> location at <|2-14|><|local-1-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|5-21|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-21|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|5-21|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|5-21|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|2-14|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|2-14|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|triangular prism|>": ["<|1-18|><|local-3-3|>", 17]}] | [{"<|violet|><|moon|>": ["<|13-3|><|local-1-1|>", 17]}] | LOCATE OBJECTS:
Target Object: <|violet|><|triangular prism|> found at <|1-18|><|local-3-3|> with height 17
Target Placement Location: <|violet|><|moon|> at <|13-3|><|local-1-1|> with height 17
PLAN ACTIONS:
Step 1: Move above <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> with height 30
Step 2: Lower to <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> with height 17
Step 3: Close gripper on <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> with height 17
Step 4: Lift <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> to height 30
Step 5: Move to <|violet|><|moon|> location at <|13-3|><|local-1-1|> with height 30
Step 6: Stack on top of <|violet|><|moon|> location at <|13-3|><|local-1-1|> with height 17 + 5 and open gripper
| [{"violet-moon": [53, 13, 17]}, {"lime-moon": [25, 90, 17]}, {"white-cylinder": [20, 41, 18]}, {"teal-cube": [21, 96, 17]}, {"silver-moon": [91, 89, 17]}, {"violet-triangular prism": [7, 75, 17]}] | Stack the violet triangular prism on top of the violet moon | [
[
7,
75,
30,
0,
60,
90,
1
],
[
7,
75,
17,
0,
60,
90,
1
],
[
7,
75,
17,
0,
60,
90,
0
],
[
7,
75,
30,
0,
60,
90,
0
],
[
53,
13,
30,
0,
60,
90,
0
],
[
53,
13,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|violet|><|moon|>\": 17, \"<|lime|><|moon|>\": 17, \"<|white|><|cylinder|>\": 18, \"<|teal|><|cube|>\": 17, \"<|silver|><|moon|>\": 17, \"<|violet|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 violet moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|local-3-3|><|violet|><|triangular prism|><|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|><|local-0-1|><|white|><|cylinder|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|local-1-0|><|teal|><|cube|>\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|><|local-1-2|><|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|><|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|><|local-1-1|><|violet|><|moon|><|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|><|local-3-1|><|silver|><|moon|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|triangular prism|> found at <|1-18|><|local-3-3|> with height 17\nTarget Placement Location: <|violet|><|moon|> at <|13-3|><|local-1-1|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> with height 30\nStep 2: Lower to <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> with height 17\nStep 3: Close gripper on <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> with height 17\nStep 4: Lift <|violet|><|triangular prism|> at <|1-18|><|local-3-3|> to height 30\nStep 5: Move to <|violet|><|moon|> location at <|13-3|><|local-1-1|> with height 30\nStep 6: Stack on top of <|violet|><|moon|> location at <|13-3|><|local-1-1|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|1-18|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|1-18|>\", \"<|local-3-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|1-18|>\", \"<|local-3-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|1-18|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|13-3|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|13-3|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cylinder|>": ["<|1-7|><|local-2-3|>", 17]}] | [{"<|green|><|cube|>": ["<|17-16|><|local-1-2|>", 17]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cylinder|> found at <|1-7|><|local-2-3|> with height 17
Target Placement Location: <|green|><|cube|> at <|17-16|><|local-1-2|> with height 17
PLAN ACTIONS:
Step 1: Move above <|navy|><|cylinder|> at <|1-7|><|local-2-3|> with height 30
Step 2: Lower to <|navy|><|cylinder|> at <|1-7|><|local-2-3|> with height 17
Step 3: Close gripper on <|navy|><|cylinder|> at <|1-7|><|local-2-3|> with height 17
Step 4: Lift <|navy|><|cylinder|> at <|1-7|><|local-2-3|> to height 30
Step 5: Move to <|green|><|cube|> location at <|17-16|><|local-1-2|> with height 30
Step 6: Stack on top of <|green|><|cube|> location at <|17-16|><|local-1-2|> with height 17 + 5 and open gripper
| [{"cyan-star": [13, 43, 18]}, {"navy-cylinder": [6, 31, 17]}, {"green-cube": [69, 66, 17]}, {"lime-cube": [82, 58, 18]}, {"purple-moon": [29, 69, 18]}, {"violet-triangular prism": [88, 30, 17]}, {"purple-cube": [61, 46, 17]}] | Stack the navy cylinder on top of the green cube | [
[
6,
31,
30,
0,
60,
90,
1
],
[
6,
31,
17,
0,
60,
90,
1
],
[
6,
31,
17,
0,
60,
90,
0
],
[
6,
31,
30,
0,
60,
90,
0
],
[
69,
66,
30,
0,
60,
90,
0
],
[
69,
66,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|star|>\": 18, \"<|navy|><|cylinder|>\": 17, \"<|green|><|cube|>\": 17, \"<|lime|><|cube|>\": 18, \"<|purple|><|moon|>\": 18, \"<|violet|><|triangular prism|>\": 17, \"<|purple|><|cube|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-3|><|navy|><|cylinder|><|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|><|local-1-3|><|cyan|><|star|><|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|><|local-1-1|><|purple|><|moon|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|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|><|local-1-2|><|purple|><|cube|><|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|><|local-1-2|><|green|><|cube|><|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|><|local-2-2|><|lime|><|cube|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|local-0-2|><|violet|><|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: <|navy|><|cylinder|> found at <|1-7|><|local-2-3|> with height 17\nTarget Placement Location: <|green|><|cube|> at <|17-16|><|local-1-2|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cylinder|> at <|1-7|><|local-2-3|> with height 30\nStep 2: Lower to <|navy|><|cylinder|> at <|1-7|><|local-2-3|> with height 17\nStep 3: Close gripper on <|navy|><|cylinder|> at <|1-7|><|local-2-3|> with height 17\nStep 4: Lift <|navy|><|cylinder|> at <|1-7|><|local-2-3|> to height 30\nStep 5: Move to <|green|><|cube|> location at <|17-16|><|local-1-2|> with height 30\nStep 6: Stack on top of <|green|><|cube|> location at <|17-16|><|local-1-2|> with height 17 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|1-7|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|1-7|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|1-7|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|1-7|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|17-16|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|17-16|>\", \"<|local-1-2|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cylinder|>": ["<|5-15|><|local-2-1|>", 17]}] | [{"<|white|><|cube|>": ["<|16-19|><|local-3-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cylinder|> found at <|5-15|><|local-2-1|> with height 17
Target Placement Location: <|white|><|cube|> at <|16-19|><|local-3-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|navy|><|cylinder|> at <|5-15|><|local-2-1|> with height 30
Step 2: Lower to <|navy|><|cylinder|> at <|5-15|><|local-2-1|> with height 17
Step 3: Close gripper on <|navy|><|cylinder|> at <|5-15|><|local-2-1|> with height 17
Step 4: Lift <|navy|><|cylinder|> at <|5-15|><|local-2-1|> to height 30
Step 5: Move to <|white|><|cube|> location at <|16-19|><|local-3-0|> with height 30
Step 6: Stack on top of <|white|><|cube|> location at <|16-19|><|local-3-0|> with height 19 + 5 and open gripper
| [{"maroon-cube": [55, 4, 17]}, {"teal-star": [64, 67, 17]}, {"azure-cylinder": [24, 65, 18]}, {"teal-cube": [31, 56, 17]}, {"navy-cylinder": [22, 61, 17]}, {"white-cube": [67, 76, 19]}, {"magenta-cylinder": [81, 77, 18]}] | Stack the navy cylinder on top of the white cube | [
[
22,
61,
30,
0,
60,
90,
1
],
[
22,
61,
17,
0,
60,
90,
1
],
[
22,
61,
17,
0,
60,
90,
0
],
[
22,
61,
30,
0,
60,
90,
0
],
[
67,
76,
30,
0,
60,
90,
0
],
[
67,
76,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|maroon|><|cube|>\": 17, \"<|teal|><|star|>\": 17, \"<|azure|><|cylinder|>\": 18, \"<|teal|><|cube|>\": 17, \"<|navy|><|cylinder|>\": 17, \"<|white|><|cube|>\": 19, \"<|magenta|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 white 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|><|local-2-1|><|navy|><|cylinder|><|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|><|local-0-1|><|azure|><|cylinder|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|local-3-0|><|teal|><|cube|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|local-3-0|><|maroon|><|cube|><|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|><|local-0-3|><|teal|><|star|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|local-3-0|><|white|><|cube|><|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|><|local-1-1|><|magenta|><|cylinder|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cylinder|> found at <|5-15|><|local-2-1|> with height 17\nTarget Placement Location: <|white|><|cube|> at <|16-19|><|local-3-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|navy|><|cylinder|> at <|5-15|><|local-2-1|> with height 30\nStep 2: Lower to <|navy|><|cylinder|> at <|5-15|><|local-2-1|> with height 17\nStep 3: Close gripper on <|navy|><|cylinder|> at <|5-15|><|local-2-1|> with height 17\nStep 4: Lift <|navy|><|cylinder|> at <|5-15|><|local-2-1|> to height 30\nStep 5: Move to <|white|><|cube|> location at <|16-19|><|local-3-0|> with height 30\nStep 6: Stack on top of <|white|><|cube|> location at <|16-19|><|local-3-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|5-15|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|5-15|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|5-15|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|5-15|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|16-19|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|16-19|>\", \"<|local-3-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cube|>": ["<|3-1|><|local-3-0|>", 17]}] | [{"<|green|><|container|>": ["<|15-14|><|local-0-3|>", 17]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cube|> found at <|3-1|><|local-3-0|> with height 17
Target Placement Location: <|green|><|container|> at <|15-14|><|local-0-3|> with height 17
PLAN ACTIONS:
Step 1: Move above <|azure|><|cube|> at <|3-1|><|local-3-0|> with height 30
Step 2: Lower to <|azure|><|cube|> at <|3-1|><|local-3-0|> with height 17
Step 3: Close gripper on <|azure|><|cube|> at <|3-1|><|local-3-0|> with height 17
Step 4: Lift <|azure|><|cube|> at <|3-1|><|local-3-0|> to height 30
Step 5: Move to <|green|><|container|> location at <|15-14|><|local-0-3|> with height 30
Step 6: Place inside <|green|><|container|> location at <|15-14|><|local-0-3|> with height 17 and open gripper
| [{"cyan-moon": [79, 7, 17]}, {"yellow-cube": [38, 65, 17]}, {"green-container": [60, 59, 17]}, {"azure-cube": [15, 4, 17]}, {"teal-cylinder": [59, 64, 18]}, {"purple-star": [24, 17, 18]}] | Pick up the azure cube and place it into the green container | [
[
15,
4,
30,
0,
60,
90,
1
],
[
15,
4,
17,
0,
60,
90,
1
],
[
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{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|cyan|><|moon|>\": 17, \"<|yellow|><|cube|>\": 17, \"<|green|><|container|>\": 17, \"<|azure|><|cube|>\": 17, \"<|teal|><|cylinder|>\": 18, \"<|purple|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 cube 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|><|local-3-0|><|azure|><|cube|><|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|><|local-0-1|><|purple|><|star|><|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|><|local-2-1|><|yellow|><|cube|><|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|><|local-3-0|><|teal|><|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|><|local-0-3|><|green|><|container|><|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|><|local-3-3|><|cyan|><|moon|><|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|><|cube|> found at <|3-1|><|local-3-0|> with height 17\nTarget Placement Location: <|green|><|container|> at <|15-14|><|local-0-3|> with height 17\nPLAN ACTIONS:\nStep 1: Move above <|azure|><|cube|> at <|3-1|><|local-3-0|> with height 30\nStep 2: Lower to <|azure|><|cube|> at <|3-1|><|local-3-0|> with height 17\nStep 3: Close gripper on <|azure|><|cube|> at <|3-1|><|local-3-0|> with height 17\nStep 4: Lift <|azure|><|cube|> at <|3-1|><|local-3-0|> to height 30\nStep 5: Move to <|green|><|container|> location at <|15-14|><|local-0-3|> with height 30\nStep 6: Place inside <|green|><|container|> location at <|15-14|><|local-0-3|> with height 17 and open gripper\n\n</think>\n\nStep 1: [\"<|3-1|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|3-1|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|3-1|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|3-1|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|15-14|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|15-14|>\", \"<|local-0-3|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|star|>": ["<|0-6|><|local-2-0|>", 17]}] | [{"<|violet|><|container|>": ["<|3-0|><|local-1-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|lime|><|star|> found at <|0-6|><|local-2-0|> with height 17
Target Placement Location: <|violet|><|container|> at <|3-0|><|local-1-1|> with height 18
PLAN ACTIONS:
Step 1: Move above <|lime|><|star|> at <|0-6|><|local-2-0|> with height 30
Step 2: Lower to <|lime|><|star|> at <|0-6|><|local-2-0|> with height 17
Step 3: Close gripper on <|lime|><|star|> at <|0-6|><|local-2-0|> with height 17
Step 4: Lift <|lime|><|star|> at <|0-6|><|local-2-0|> to height 30
Step 5: Move to <|violet|><|container|> location at <|3-0|><|local-1-1|> with height 30
Step 6: Place inside <|violet|><|container|> location at <|3-0|><|local-1-1|> with height 18 and open gripper
| [{"violet-container": [13, 1, 18]}, {"green-moon": [94, 2, 17]}, {"red-star": [74, 44, 18]}, {"lime-star": [2, 24, 17]}, {"magenta-triangular prism": [66, 21, 17]}] | Pick up the lime star and place it into the violet container | [
[
2,
24,
30,
0,
60,
90,
1
],
[
2,
24,
17,
0,
60,
90,
1
],
[
2,
24,
17,
0,
60,
90,
0
],
[
2,
24,
30,
0,
60,
90,
0
],
[
13,
1,
30,
0,
60,
90,
0
],
[
13,
1,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|violet|><|container|>\": 18, \"<|green|><|moon|>\": 17, \"<|red|><|star|>\": 18, \"<|lime|><|star|>\": 17, \"<|magenta|><|triangular prism|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 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|><|local-2-0|><|lime|><|star|><|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|><|local-1-1|><|violet|><|container|><|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|><|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|><|local-2-1|><|magenta|><|triangular prism|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|local-2-0|><|red|><|star|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|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|><|local-2-2|><|green|><|moon|><|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|><|star|> found at <|0-6|><|local-2-0|> with height 17\nTarget Placement Location: <|violet|><|container|> at <|3-0|><|local-1-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|lime|><|star|> at <|0-6|><|local-2-0|> with height 30\nStep 2: Lower to <|lime|><|star|> at <|0-6|><|local-2-0|> with height 17\nStep 3: Close gripper on <|lime|><|star|> at <|0-6|><|local-2-0|> with height 17\nStep 4: Lift <|lime|><|star|> at <|0-6|><|local-2-0|> to height 30\nStep 5: Move to <|violet|><|container|> location at <|3-0|><|local-1-1|> with height 30\nStep 6: Place inside <|violet|><|container|> location at <|3-0|><|local-1-1|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|0-6|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|0-6|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|0-6|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|0-6|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-0|>\", \"<|local-1-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-0|>\", \"<|local-1-1|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|star|>": ["<|21-8|><|local-2-2|>", 18]}] | [{"<|navy|><|container|>": ["<|20-21|><|local-3-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|red|><|star|> found at <|21-8|><|local-2-2|> with height 18
Target Placement Location: <|navy|><|container|> at <|20-21|><|local-3-3|> with height 18
PLAN ACTIONS:
Step 1: Move above <|red|><|star|> at <|21-8|><|local-2-2|> with height 30
Step 2: Lower to <|red|><|star|> at <|21-8|><|local-2-2|> with height 18
Step 3: Close gripper on <|red|><|star|> at <|21-8|><|local-2-2|> with height 18
Step 4: Lift <|red|><|star|> at <|21-8|><|local-2-2|> to height 30
Step 5: Move to <|navy|><|container|> location at <|20-21|><|local-3-3|> with height 30
Step 6: Place inside <|navy|><|container|> location at <|20-21|><|local-3-3|> with height 18 and open gripper
| [{"navy-container": [83, 87, 18]}, {"azure-moon": [92, 32, 17]}, {"red-star": [86, 34, 18]}, {"blue-cylinder": [32, 1, 17]}, {"magenta-triangular prism": [11, 5, 18]}, {"navy-star": [29, 39, 17]}] | Pick up the red star and place it into the navy container | [
[
86,
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30,
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60,
90,
1
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[
86,
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[
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[
86,
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[
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[
83,
87,
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] | [
{
"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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|navy|><|container|>\": 18, \"<|azure|><|moon|>\": 17, \"<|red|><|star|>\": 18, \"<|blue|><|cylinder|>\": 17, \"<|magenta|><|triangular prism|>\": 18, \"<|navy|><|star|>\": 17}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 star 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|><|local-3-1|><|magenta|><|triangular prism|><|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|><|local-1-3|><|navy|><|star|><|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|><|local-0-1|><|blue|><|cylinder|><|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|><|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|><|local-3-3|><|navy|><|container|><|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|><|local-2-2|><|red|><|star|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|local-0-0|><|azure|><|moon|><|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 <|21-8|><|local-2-2|> with height 18\nTarget Placement Location: <|navy|><|container|> at <|20-21|><|local-3-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|red|><|star|> at <|21-8|><|local-2-2|> with height 30\nStep 2: Lower to <|red|><|star|> at <|21-8|><|local-2-2|> with height 18\nStep 3: Close gripper on <|red|><|star|> at <|21-8|><|local-2-2|> with height 18\nStep 4: Lift <|red|><|star|> at <|21-8|><|local-2-2|> to height 30\nStep 5: Move to <|navy|><|container|> location at <|20-21|><|local-3-3|> with height 30\nStep 6: Place inside <|navy|><|container|> location at <|20-21|><|local-3-3|> with height 18 and open gripper\n\n</think>\n\nStep 1: [\"<|21-8|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|21-8|>\", \"<|local-2-2|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|21-8|>\", \"<|local-2-2|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|21-8|>\", \"<|local-2-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-21|>\", \"<|local-3-3|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-21|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cylinder|>": ["<|16-3|><|local-1-3|>", 18]}] | [{"<|olive|><|cylinder|>": ["<|0-11|><|local-2-0|>", 18]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cylinder|> found at <|16-3|><|local-1-3|> with height 18
Target Placement Location: <|olive|><|cylinder|> at <|0-11|><|local-2-0|> with height 18
PLAN ACTIONS:
Step 1: Move above <|violet|><|cylinder|> at <|16-3|><|local-1-3|> with height 30
Step 2: Lower to <|violet|><|cylinder|> at <|16-3|><|local-1-3|> with height 18
Step 3: Close gripper on <|violet|><|cylinder|> at <|16-3|><|local-1-3|> with height 18
Step 4: Lift <|violet|><|cylinder|> at <|16-3|><|local-1-3|> to height 30
Step 5: Move to <|olive|><|cylinder|> location at <|0-11|><|local-2-0|> with height 30
Step 6: Stack on top of <|olive|><|cylinder|> location at <|0-11|><|local-2-0|> with height 18 + 5 and open gripper
| [{"olive-cylinder": [2, 44, 18]}, {"lime-star": [44, 7, 18]}, {"violet-cylinder": [65, 15, 18]}, {"azure-cube": [89, 40, 18]}, {"teal-cube": [49, 25, 17]}, {"white-cylinder": [62, 51, 17]}, {"azure-cylinder": [68, 7, 18]}] | Stack the violet cylinder on top of the olive cylinder | [
[
65,
15,
30,
0,
60,
90,
1
],
[
65,
15,
18,
0,
60,
90,
1
],
[
65,
15,
18,
0,
60,
90,
0
],
[
65,
15,
30,
0,
60,
90,
0
],
[
2,
44,
30,
0,
60,
90,
0
],
[
2,
44,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|olive|><|cylinder|>\": 18, \"<|lime|><|star|>\": 18, \"<|violet|><|cylinder|>\": 18, \"<|azure|><|cube|>\": 18, \"<|teal|><|cube|>\": 17, \"<|white|><|cylinder|>\": 17, \"<|azure|><|cylinder|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, Z is the height that gripper must reach.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the violet cylinder on top of the olive 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|><|local-2-0|><|olive|><|cylinder|><|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|><|local-0-3|><|lime|><|star|><|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|><|local-1-1|><|teal|><|cube|><|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|><|local-2-3|><|white|><|cylinder|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|local-1-3|><|violet|><|cylinder|><|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|><|local-0-3|><|azure|><|cylinder|><|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|><|local-1-0|><|azure|><|cube|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cylinder|> found at <|16-3|><|local-1-3|> with height 18\nTarget Placement Location: <|olive|><|cylinder|> at <|0-11|><|local-2-0|> with height 18\nPLAN ACTIONS:\nStep 1: Move above <|violet|><|cylinder|> at <|16-3|><|local-1-3|> with height 30\nStep 2: Lower to <|violet|><|cylinder|> at <|16-3|><|local-1-3|> with height 18\nStep 3: Close gripper on <|violet|><|cylinder|> at <|16-3|><|local-1-3|> with height 18\nStep 4: Lift <|violet|><|cylinder|> at <|16-3|><|local-1-3|> to height 30\nStep 5: Move to <|olive|><|cylinder|> location at <|0-11|><|local-2-0|> with height 30\nStep 6: Stack on top of <|olive|><|cylinder|> location at <|0-11|><|local-2-0|> with height 18 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|16-3|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|16-3|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 1]\nStep 3: [\"<|16-3|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 0]\nStep 4: [\"<|16-3|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-11|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-11|>\", \"<|local-2-0|>\", 23, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cube|>": ["<|17-12|><|local-2-1|>", 17]}] | [{"<|navy|><|moon|>": ["<|3-8|><|local-3-0|>", 19]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cube|> found at <|17-12|><|local-2-1|> with height 17
Target Placement Location: <|navy|><|moon|> at <|3-8|><|local-3-0|> with height 19
PLAN ACTIONS:
Step 1: Move above <|olive|><|cube|> at <|17-12|><|local-2-1|> with height 30
Step 2: Lower to <|olive|><|cube|> at <|17-12|><|local-2-1|> with height 17
Step 3: Close gripper on <|olive|><|cube|> at <|17-12|><|local-2-1|> with height 17
Step 4: Lift <|olive|><|cube|> at <|17-12|><|local-2-1|> to height 30
Step 5: Move to <|navy|><|moon|> location at <|3-8|><|local-3-0|> with height 30
Step 6: Stack on top of <|navy|><|moon|> location at <|3-8|><|local-3-0|> with height 19 + 5 and open gripper
| [{"blue-moon": [28, 52, 17]}, {"teal-cylinder": [95, 74, 17]}, {"teal-triangular prism": [19, 58, 17]}, {"navy-moon": [15, 32, 19]}, {"olive-cube": [70, 49, 17]}, {"purple-moon": [48, 58, 17]}, {"azure-triangular prism": [48, 78, 18]}] | Stack the olive cube on top of the navy moon | [
[
70,
49,
30,
0,
60,
90,
1
],
[
70,
49,
17,
0,
60,
90,
1
],
[
70,
49,
17,
0,
60,
90,
0
],
[
70,
49,
30,
0,
60,
90,
0
],
[
15,
32,
30,
0,
60,
90,
0
],
[
15,
32,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|blue|><|moon|>\": 17, \"<|teal|><|cylinder|>\": 17, \"<|teal|><|triangular prism|>\": 17, \"<|navy|><|moon|>\": 19, \"<|olive|><|cube|>\": 17, \"<|purple|><|moon|>\": 17, \"<|azure|><|triangular prism|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 navy moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|local-3-0|><|navy|><|moon|><|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|><|local-3-2|><|teal|><|triangular prism|><|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|><|local-0-0|><|blue|><|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|><|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|><|local-0-2|><|purple|><|moon|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|local-0-2|><|azure|><|triangular prism|><|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|><|local-2-1|><|olive|><|cube|><|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|><|local-3-2|><|teal|><|cylinder|><|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 <|17-12|><|local-2-1|> with height 17\nTarget Placement Location: <|navy|><|moon|> at <|3-8|><|local-3-0|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|olive|><|cube|> at <|17-12|><|local-2-1|> with height 30\nStep 2: Lower to <|olive|><|cube|> at <|17-12|><|local-2-1|> with height 17\nStep 3: Close gripper on <|olive|><|cube|> at <|17-12|><|local-2-1|> with height 17\nStep 4: Lift <|olive|><|cube|> at <|17-12|><|local-2-1|> to height 30\nStep 5: Move to <|navy|><|moon|> location at <|3-8|><|local-3-0|> with height 30\nStep 6: Stack on top of <|navy|><|moon|> location at <|3-8|><|local-3-0|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|17-12|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|17-12|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 1]\nStep 3: [\"<|17-12|>\", \"<|local-2-1|>\", 17, 0, 60, 90, 0]\nStep 4: [\"<|17-12|>\", \"<|local-2-1|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|3-8|>\", \"<|local-3-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|3-8|>\", \"<|local-3-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|triangular prism|>": ["<|4-4|><|local-3-2|>", 19]}] | [{"<|maroon|><|moon|>": ["<|20-9|><|local-3-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|green|><|triangular prism|> found at <|4-4|><|local-3-2|> with height 19
Target Placement Location: <|maroon|><|moon|> at <|20-9|><|local-3-2|> with height 19
PLAN ACTIONS:
Step 1: Move above <|green|><|triangular prism|> at <|4-4|><|local-3-2|> with height 30
Step 2: Lower to <|green|><|triangular prism|> at <|4-4|><|local-3-2|> with height 19
Step 3: Close gripper on <|green|><|triangular prism|> at <|4-4|><|local-3-2|> with height 19
Step 4: Lift <|green|><|triangular prism|> at <|4-4|><|local-3-2|> to height 30
Step 5: Move to <|maroon|><|moon|> location at <|20-9|><|local-3-2|> with height 30
Step 6: Stack on top of <|maroon|><|moon|> location at <|20-9|><|local-3-2|> with height 19 + 5 and open gripper
| [{"green-triangular prism": [19, 18, 19]}, {"magenta-moon": [29, 23, 17]}, {"olive-moon": [16, 83, 18]}, {"maroon-moon": [83, 38, 19]}, {"blue-star": [51, 36, 18]}, {"black-moon": [13, 29, 17]}, {"rose-star": [15, 11, 18]}] | Stack the green triangular prism on top of the maroon moon | [
[
19,
18,
30,
0,
60,
90,
1
],
[
19,
18,
19,
0,
60,
90,
1
],
[
19,
18,
19,
0,
60,
90,
0
],
[
19,
18,
30,
0,
60,
90,
0
],
[
83,
38,
30,
0,
60,
90,
0
],
[
83,
38,
24,
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 100x100 discrete grid, divided into a 25x25 grid of larger cells.\n- Global positions are denoted by <|row-col|> tokens (e.g., <|3-12|>)\n- When objects exist within a grid cell, their positions are further specified with <|local-row-col|> tokens (e.g., <|local-0-3|>)\n- Local positions are in the range 0-3 for both row and column, representing positions in a 4x4 grid within each global cell\n- Objects are represented as <|color|><|object|> tokens (e.g., <|red|><|cube|>) while <|empty|> means empty space\n- Example: An object at <|5-10|><|2-3|><|red|><|cube|> is a red cube in the global cell at row 5, column 10, and within that cell, at local position row 2, column 3\n- The height of each object: {\"<|green|><|triangular prism|>\": 19, \"<|magenta|><|moon|>\": 17, \"<|olive|><|moon|>\": 18, \"<|maroon|><|moon|>\": 19, \"<|blue|><|star|>\": 18, \"<|black|><|moon|>\": 17, \"<|rose|><|star|>\": 18}\n\n## IMPORTANT INSTRUCTIONS:\n- Each output action is represented as a 7D discrete gripper action in the following format: [\"<|row-col|>\", \"<|local-row-col|>\", Z, Roll, Pitch, Yaw, Gripper] with <|row-col|> as the global position in the 25x25 grid, <|local-row-col|> as the local position within the 4x4 grid of that cell, 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 maroon 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|><|local-3-3|><|rose|><|star|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|local-1-1|><|black|><|moon|><|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|><|local-3-2|><|green|><|triangular prism|><|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|><|local-0-3|><|olive|><|moon|><|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|><|local-1-3|><|magenta|><|moon|><|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|><|local-3-0|><|blue|><|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|><|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|><|local-3-2|><|maroon|><|moon|><|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 <|4-4|><|local-3-2|> with height 19\nTarget Placement Location: <|maroon|><|moon|> at <|20-9|><|local-3-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above <|green|><|triangular prism|> at <|4-4|><|local-3-2|> with height 30\nStep 2: Lower to <|green|><|triangular prism|> at <|4-4|><|local-3-2|> with height 19\nStep 3: Close gripper on <|green|><|triangular prism|> at <|4-4|><|local-3-2|> with height 19\nStep 4: Lift <|green|><|triangular prism|> at <|4-4|><|local-3-2|> to height 30\nStep 5: Move to <|maroon|><|moon|> location at <|20-9|><|local-3-2|> with height 30\nStep 6: Stack on top of <|maroon|><|moon|> location at <|20-9|><|local-3-2|> with height 19 + 5 and open gripper\n\n</think>\n\nStep 1: [\"<|4-4|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|4-4|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 1]\nStep 3: [\"<|4-4|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 0]\nStep 4: [\"<|4-4|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|20-9|>\", \"<|local-3-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|20-9|>\", \"<|local-3-2|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
Subsets and Splits