Search is not available for this dataset
Source_Obj
stringlengths 50
69
| Target_Obj
stringlengths 50
69
| Thinking
stringlengths 734
827
| Object
stringlengths 114
285
| instruction
stringlengths 30
79
| solution
sequencelengths 7
7
| Conversation
listlengths 2
2
|
---|---|---|---|---|---|---|
[{"<|yellow|><|star|>": ["<|9-6|><|local-0-3|>", 5]}] | [{"<|gray|><|star|>": ["<|19-5|><|local-1-1|>", 3]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|star|> found at <|9-6|><|local-0-3|> with height 5
Target Placement Location: [77, 21] with height 3. Map [77, 21] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|19-5|><|local-1-1|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|19-5|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|19-5|><|local-1-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"white-moon": [15, 90, 15]}, {"lime-cube": [76, 15, 22]}, {"purple-cube": [84, 70, 3]}, {"yellow-star": [36, 27, 5]}, {"olive-triangular prism": [62, 59, 3]}, {"gray-star": [77, 21, 3]}] | Move the yellow star to [77, 21, 3] | [
[
36,
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15,
0,
60,
90,
1
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36,
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[
36,
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[
77,
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15,
0,
60,
90,
0
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[
77,
21,
3,
0,
60,
90,
0
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[
77,
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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|>\": 15, \"<|lime|><|cube|>\": 22, \"<|purple|><|cube|>\": 3, \"<|yellow|><|star|>\": 5, \"<|olive|><|triangular prism|>\": 3, \"<|gray|><|star|>\": 3}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the yellow star to [77, 21, 3]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|local-3-2|><|white|><|moon|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-3|><|yellow|><|star|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|local-2-3|><|olive|><|triangular prism|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|local-0-3|><|lime|><|cube|><|19-4|><|empty|><|19-5|><|local-1-1|><|gray|><|star|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-0-2|><|purple|><|cube|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|star|> found at <|9-6|><|local-0-3|> with height 5\nTarget Placement Location: [77, 21] with height 3. Map [77, 21] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|19-5|><|local-1-1|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|19-5|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|19-5|><|local-1-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|9-6|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|9-6|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-6|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-6|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|19-5|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|19-5|>\", \"<|local-1-1|>\", 3, 0, 60, 90, 0]\nStep 7: [\"<|19-5|>\", \"<|local-1-1|>\", 3, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|cylinder|>": ["<|10-18|><|local-3-0|>", 10]}] | [{"<|violet|><|moon|>": ["<|12-7|><|local-1-2|>", 13]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|cylinder|> found at <|10-18|><|local-3-0|> with height 10
Target Placement Location: <|violet|><|moon|> at <|12-7|><|local-1-2|> with height 13
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|12-7|><|local-1-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"violet-moon": [49, 30, 13]}, {"yellow-cylinder": [43, 72, 10]}, {"cyan-cube": [50, 2, 14]}, {"teal-moon": [16, 80, 17]}, {"lime-cylinder": [16, 59, 23]}] | Stack the yellow cylinder on top of the violet moon | [
[
43,
72,
20,
0,
60,
90,
1
],
[
43,
72,
0,
0,
60,
90,
1
],
[
43,
72,
0,
0,
60,
90,
0
],
[
43,
72,
20,
0,
60,
90,
0
],
[
49,
30,
20,
0,
60,
90,
0
],
[
49,
30,
14,
0,
60,
90,
0
],
[
49,
30,
14,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 13, \"<|yellow|><|cylinder|>\": 10, \"<|cyan|><|cube|>\": 14, \"<|teal|><|moon|>\": 17, \"<|lime|><|cylinder|>\": 23}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 violet moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|local-0-3|><|lime|><|cylinder|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|local-0-0|><|teal|><|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|><|empty|><|7-6|><|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|><|local-3-0|><|yellow|><|cylinder|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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-2-2|><|cyan|><|cube|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|local-1-2|><|violet|><|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|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|cylinder|> found at <|10-18|><|local-3-0|> with height 10\nTarget Placement Location: <|violet|><|moon|> at <|12-7|><|local-1-2|> with height 13\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|12-7|><|local-1-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|10-18|>\", \"<|local-3-0|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|10-18|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-18|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-18|>\", \"<|local-3-0|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|12-7|>\", \"<|local-1-2|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|12-7|>\", \"<|local-1-2|>\", 14, 0, 60, 90, 0]\nStep 7: [\"<|12-7|>\", \"<|local-1-2|>\", 14, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|moon|>": ["<|13-9|><|local-2-1|>", 22]}] | [{"<|magenta|><|container|>": ["<|7-4|><|local-2-3|>", 15]}] | LOCATE OBJECTS:
Target Object: <|teal|><|moon|> found at <|13-9|><|local-2-1|> with height 22
Target Placement Location: <|magenta|><|container|> at <|7-4|><|local-2-3|> with height 15
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|7-4|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|teal|><|moon|> into <|magenta|><|container|>.
| [{"teal-moon": [54, 37, 22]}, {"magenta-container": [30, 19, 15]}, {"azure-container": [59, 87, 19]}, {"teal-cube": [14, 20, 9]}, {"lime-cylinder": [2, 65, 4]}, {"blue-star": [61, 16, 10]}] | Pick up the moon and place it into the magenta container | [
[
54,
37,
32,
0,
60,
90,
1
],
[
54,
37,
0,
0,
60,
90,
1
],
[
54,
37,
0,
0,
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90,
0
],
[
54,
37,
32,
0,
60,
90,
0
],
[
30,
19,
32,
0,
60,
90,
0
],
[
30,
19,
15,
0,
60,
90,
0
],
[
30,
19,
15,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 22, \"<|magenta|><|container|>\": 15, \"<|azure|><|container|>\": 19, \"<|teal|><|cube|>\": 9, \"<|lime|><|cylinder|>\": 4, \"<|blue|><|star|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 moon and place it into the magenta container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|local-2-1|><|lime|><|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|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|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-2-0|><|teal|><|cube|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-3|><|magenta|><|container|><|7-5|><|empty|><|7-6|><|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|><|local-2-1|><|teal|><|moon|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-3-3|><|azure|><|container|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|local-1-0|><|blue|><|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|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|13-9|><|local-2-1|> with height 22\nTarget Placement Location: <|magenta|><|container|> at <|7-4|><|local-2-3|> with height 15\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|7-4|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|teal|><|moon|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|13-9|>\", \"<|local-2-1|>\", 32, 0, 60, 90, 1]\nStep 2: [\"<|13-9|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-9|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-9|>\", \"<|local-2-1|>\", 32, 0, 60, 90, 0]\nStep 5: [\"<|7-4|>\", \"<|local-2-3|>\", 32, 0, 60, 90, 0]\nStep 6: [\"<|7-4|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|7-4|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|triangular prism|>": ["<|9-21|><|local-3-3|>", 14]}] | [{"<|maroon|><|cube|>": ["<|4-7|><|local-2-3|>", 29]}] | LOCATE OBJECTS:
Target Object: <|navy|><|triangular prism|> found at <|9-21|><|local-3-3|> with height 14
Target Placement Location: [18, 31] with height 29. Map [18, 31] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|4-7|><|local-2-3|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|4-7|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|4-7|><|local-2-3|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"rose-moon": [51, 6, 5]}, {"violet-triangular prism": [24, 34, 11]}, {"white-star": [49, 27, 2]}, {"blue-cylinder": [94, 94, 10]}, {"purple-moon": [1, 12, 18]}, {"navy-triangular prism": [39, 87, 14]}, {"maroon-cube": [18, 31, 29]}] | Move the navy triangular prism to [18, 31, 29] | [
[
39,
87,
24,
0,
60,
90,
1
],
[
39,
87,
0,
0,
60,
90,
1
],
[
39,
87,
0,
0,
60,
90,
0
],
[
39,
87,
24,
0,
60,
90,
0
],
[
18,
31,
24,
0,
60,
90,
0
],
[
18,
31,
29,
0,
60,
90,
0
],
[
18,
31,
29,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 5, \"<|violet|><|triangular prism|>\": 11, \"<|white|><|star|>\": 2, \"<|blue|><|cylinder|>\": 10, \"<|purple|><|moon|>\": 18, \"<|navy|><|triangular prism|>\": 14, \"<|maroon|><|cube|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the navy triangular prism to [18, 31, 29]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|local-1-0|><|purple|><|moon|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\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-2-3|><|maroon|><|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|><|local-0-2|><|violet|><|triangular prism|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-3-3|><|navy|><|triangular prism|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|local-3-2|><|rose|><|moon|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|local-1-3|><|white|><|star|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-2-2|><|blue|><|cylinder|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|9-21|><|local-3-3|> with height 14\nTarget Placement Location: [18, 31] with height 29. Map [18, 31] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|4-7|><|local-2-3|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|4-7|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|4-7|><|local-2-3|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|9-21|>\", \"<|local-3-3|>\", 24, 0, 60, 90, 1]\nStep 2: [\"<|9-21|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-21|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-21|>\", \"<|local-3-3|>\", 24, 0, 60, 90, 0]\nStep 5: [\"<|4-7|>\", \"<|local-2-3|>\", 24, 0, 60, 90, 0]\nStep 6: [\"<|4-7|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|4-7|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|14-23|><|local-0-0|>", 28]}] | [{"<|cyan|><|moon|>": ["<|19-16|><|local-2-3|>", 11]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|14-23|><|local-0-0|> with height 28
Target Placement Location: <|cyan|><|moon|> at <|19-16|><|local-2-3|> with height 11
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|19-16|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"maroon-moon": [97, 71, 30]}, {"cyan-moon": [78, 67, 11]}, {"gray-triangular prism": [19, 29, 28]}, {"teal-cylinder": [56, 92, 28]}, {"cyan-cylinder": [51, 41, 21]}, {"black-star": [85, 10, 27]}, {"maroon-cylinder": [7, 29, 13]}] | Stack the teal cylinder on top of the cyan moon | [
[
56,
92,
38,
0,
60,
90,
1
],
[
56,
92,
0,
0,
60,
90,
1
],
[
56,
92,
0,
0,
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[
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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|><|moon|>\": 30, \"<|cyan|><|moon|>\": 11, \"<|gray|><|triangular prism|>\": 28, \"<|teal|><|cylinder|>\": 28, \"<|cyan|><|cylinder|>\": 21, \"<|black|><|star|>\": 27, \"<|maroon|><|cylinder|>\": 13}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cyan moon\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|local-3-1|><|maroon|><|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|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\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-3-1|><|gray|><|triangular prism|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-1|><|cyan|><|cylinder|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|teal|><|cylinder|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|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|><|local-2-3|><|cyan|><|moon|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-1-2|><|black|><|star|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|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-1-3|><|maroon|><|moon|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|14-23|><|local-0-0|> with height 28\nTarget Placement Location: <|cyan|><|moon|> at <|19-16|><|local-2-3|> with height 11\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|19-16|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|14-23|>\", \"<|local-0-0|>\", 38, 0, 60, 90, 1]\nStep 2: [\"<|14-23|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|14-23|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|14-23|>\", \"<|local-0-0|>\", 38, 0, 60, 90, 0]\nStep 5: [\"<|19-16|>\", \"<|local-2-3|>\", 38, 0, 60, 90, 0]\nStep 6: [\"<|19-16|>\", \"<|local-2-3|>\", 12, 0, 60, 90, 0]\nStep 7: [\"<|19-16|>\", \"<|local-2-3|>\", 12, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|star|>": ["<|1-21|><|local-0-3|>", 6]}] | [{"<|azure|><|triangular prism|>": ["<|17-11|><|local-2-0|>", 2]}] | LOCATE OBJECTS:
Target Object: <|rose|><|star|> found at <|1-21|><|local-0-3|> with height 6
Target Placement Location: <|azure|><|triangular prism|> at <|17-11|><|local-2-0|> with height 2
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|17-11|><|local-2-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"rose-star": [4, 87, 6]}, {"azure-triangular prism": [70, 44, 2]}, {"violet-cube": [27, 88, 28]}, {"teal-cube": [33, 85, 23]}, {"teal-moon": [13, 0, 27]}, {"maroon-star": [59, 84, 30]}, {"olive-triangular prism": [18, 85, 20]}] | Stack the rose star on top of the azure triangular prism | [
[
4,
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16,
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60,
90,
1
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4,
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4,
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60,
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[
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[
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44,
3,
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60,
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0
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[
70,
44,
3,
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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|><|star|>\": 6, \"<|azure|><|triangular prism|>\": 2, \"<|violet|><|cube|>\": 28, \"<|teal|><|cube|>\": 23, \"<|teal|><|moon|>\": 27, \"<|maroon|><|star|>\": 30, \"<|olive|><|triangular prism|>\": 20}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the rose star on top of the azure triangular prism\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|local-0-3|><|rose|><|star|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|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-1-0|><|teal|><|moon|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|local-2-1|><|olive|><|triangular prism|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-0|><|violet|><|cube|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-1-1|><|teal|><|cube|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-3-0|><|maroon|><|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|><|local-2-0|><|azure|><|triangular prism|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|star|> found at <|1-21|><|local-0-3|> with height 6\nTarget Placement Location: <|azure|><|triangular prism|> at <|17-11|><|local-2-0|> with height 2\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|17-11|><|local-2-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|1-21|>\", \"<|local-0-3|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|1-21|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-21|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-21|>\", \"<|local-0-3|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|17-11|>\", \"<|local-2-0|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|17-11|>\", \"<|local-2-0|>\", 3, 0, 60, 90, 0]\nStep 7: [\"<|17-11|>\", \"<|local-2-0|>\", 3, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|star|>": ["<|6-6|><|local-1-2|>", 9]}] | [{"<|teal|><|container|>": ["<|9-22|><|local-0-3|>", 16]}] | LOCATE OBJECTS:
Target Object: <|lime|><|star|> found at <|6-6|><|local-1-2|> with height 9
Target Placement Location: <|teal|><|container|> at <|9-22|><|local-0-3|> with height 16
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-22|><|local-0-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|lime|><|star|> into <|teal|><|container|>.
| [{"white-cube": [16, 36, 12]}, {"silver-moon": [28, 64, 14]}, {"purple-container": [60, 75, 28]}, {"blue-container": [20, 10, 14]}, {"gray-cube": [86, 42, 8]}, {"teal-container": [36, 91, 16]}, {"lime-star": [25, 26, 9]}] | Pick up the lime star and place it into the teal container | [
[
25,
26,
19,
0,
60,
90,
1
],
[
25,
26,
0,
0,
60,
90,
1
],
[
25,
26,
0,
0,
60,
90,
0
],
[
25,
26,
19,
0,
60,
90,
0
],
[
36,
91,
19,
0,
60,
90,
0
],
[
36,
91,
16,
0,
60,
90,
0
],
[
36,
91,
16,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|cube|>\": 12, \"<|silver|><|moon|>\": 14, \"<|purple|><|container|>\": 28, \"<|blue|><|container|>\": 14, \"<|gray|><|cube|>\": 8, \"<|teal|><|container|>\": 16, \"<|lime|><|star|>\": 9}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 teal container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|local-0-0|><|white|><|cube|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|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-0-2|><|blue|><|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|><|empty|><|6-5|><|empty|><|6-6|><|local-1-2|><|lime|><|star|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-0-0|><|silver|><|moon|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|local-0-3|><|teal|><|container|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-0-3|><|purple|><|container|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-2|><|gray|><|cube|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|6-6|><|local-1-2|> with height 9\nTarget Placement Location: <|teal|><|container|> at <|9-22|><|local-0-3|> with height 16\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-22|><|local-0-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|lime|><|star|> into <|teal|><|container|>.\n\n</think>\n\nStep 1: [\"<|6-6|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|6-6|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|6-6|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|6-6|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|9-22|>\", \"<|local-0-3|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|9-22|>\", \"<|local-0-3|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|9-22|>\", \"<|local-0-3|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cube|>": ["<|21-23|><|local-3-3|>", 1]}] | [{"<|red|><|cylinder|>": ["<|15-5|><|local-0-3|>", 28]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cube|> found at <|21-23|><|local-3-3|> with height 1
Target Placement Location: <|red|><|cylinder|> at <|15-5|><|local-0-3|> with height 28
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|15-5|><|local-0-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"azure-container": [78, 42, 11]}, {"navy-triangular prism": [20, 39, 17]}, {"red-cylinder": [60, 23, 28]}, {"silver-star": [20, 82, 23]}, {"blue-cube": [87, 95, 1]}, {"rose-moon": [31, 39, 29]}] | Stack the cube on top of the cylinder | [
[
87,
95,
12,
0,
60,
90,
1
],
[
87,
95,
0,
0,
60,
90,
1
],
[
87,
95,
0,
0,
60,
90,
0
],
[
87,
95,
13,
0,
60,
90,
0
],
[
60,
23,
12,
0,
60,
90,
0
],
[
60,
23,
29,
0,
60,
90,
0
],
[
60,
23,
29,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|container|>\": 11, \"<|navy|><|triangular prism|>\": 17, \"<|red|><|cylinder|>\": 28, \"<|silver|><|star|>\": 23, \"<|blue|><|cube|>\": 1, \"<|rose|><|moon|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube on top of the 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|><|local-0-3|><|navy|><|triangular prism|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-0-2|><|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|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|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-3-3|><|rose|><|moon|><|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|><|local-0-3|><|red|><|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|><|local-2-2|><|azure|><|container|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-3-3|><|blue|><|cube|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|21-23|><|local-3-3|> with height 1\nTarget Placement Location: <|red|><|cylinder|> at <|15-5|><|local-0-3|> with height 28\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|15-5|><|local-0-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|21-23|>\", \"<|local-3-3|>\", 12, 0, 60, 90, 1]\nStep 2: [\"<|21-23|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-23|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-23|>\", \"<|local-3-3|>\", 13, 0, 60, 90, 0]\nStep 5: [\"<|15-5|>\", \"<|local-0-3|>\", 12, 0, 60, 90, 0]\nStep 6: [\"<|15-5|>\", \"<|local-0-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|15-5|>\", \"<|local-0-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|triangular prism|>": ["<|23-18|><|local-2-0|>", 7]}] | [{"<|red|><|cube|>": ["<|21-17|><|local-1-1|>", 9]}] | LOCATE OBJECTS:
Target Object: <|white|><|triangular prism|> found at <|23-18|><|local-2-0|> with height 7
Target Placement Location: <|red|><|cube|> at <|21-17|><|local-1-1|> with height 9
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|21-17|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"white-triangular prism": [94, 72, 7]}, {"magenta-star": [7, 40, 19]}, {"red-cube": [85, 69, 9]}, {"navy-moon": [56, 92, 26]}, {"black-cylinder": [16, 70, 10]}] | Stack the cube and the triangular prism in sequence. | [
[
94,
72,
17,
0,
60,
90,
1
],
[
94,
72,
0,
0,
60,
90,
1
],
[
94,
72,
0,
0,
60,
90,
0
],
[
94,
72,
17,
0,
60,
90,
0
],
[
85,
69,
17,
0,
60,
90,
0
],
[
85,
69,
10,
0,
60,
90,
0
],
[
85,
69,
10,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 7, \"<|magenta|><|star|>\": 19, \"<|red|><|cube|>\": 9, \"<|navy|><|moon|>\": 26, \"<|black|><|cylinder|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and the triangular prism in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|local-3-0|><|magenta|><|star|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|local-0-2|><|black|><|cylinder|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-0|><|navy|><|moon|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|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|><|local-1-1|><|red|><|cube|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|local-2-0|><|white|><|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: <|white|><|triangular prism|> found at <|23-18|><|local-2-0|> with height 7\nTarget Placement Location: <|red|><|cube|> at <|21-17|><|local-1-1|> with height 9\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|21-17|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|23-18|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|23-18|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-18|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-18|>\", \"<|local-2-0|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|21-17|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|21-17|>\", \"<|local-1-1|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|21-17|>\", \"<|local-1-1|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|triangular prism|>": ["<|21-0|><|local-0-3|>", 25]}] | [{"<|red|><|triangular prism|>": ["<|24-3|><|local-1-2|>", 13]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|triangular prism|> found at <|21-0|><|local-0-3|> with height 25
Target Placement Location: <|red|><|triangular prism|> at <|24-3|><|local-1-2|> with height 13
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|24-3|><|local-1-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"green-star": [14, 43, 12]}, {"olive-cylinder": [11, 31, 30]}, {"red-triangular prism": [97, 14, 13]}, {"teal-moon": [77, 89, 2]}, {"yellow-triangular prism": [84, 3, 25]}, {"silver-triangular prism": [18, 4, 10]}] | Stack the red triangular prism and the yellow triangular prism in sequence. | [
[
84,
3,
35,
0,
60,
90,
1
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[
84,
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0
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[
84,
3,
35,
0,
60,
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0
],
[
97,
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35,
0,
60,
90,
0
],
[
97,
14,
14,
0,
60,
90,
0
],
[
97,
14,
14,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|star|>\": 12, \"<|olive|><|cylinder|>\": 30, \"<|red|><|triangular prism|>\": 13, \"<|teal|><|moon|>\": 2, \"<|yellow|><|triangular prism|>\": 25, \"<|silver|><|triangular prism|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the yellow triangular prism in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\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-3-3|><|olive|><|cylinder|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|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-2-3|><|green|><|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|><|local-2-0|><|silver|><|triangular prism|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-1|><|teal|><|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|><|local-0-3|><|yellow|><|triangular prism|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|local-1-2|><|red|><|triangular prism|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|21-0|><|local-0-3|> with height 25\nTarget Placement Location: <|red|><|triangular prism|> at <|24-3|><|local-1-2|> with height 13\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|24-3|><|local-1-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|21-0|>\", \"<|local-0-3|>\", 35, 0, 60, 90, 1]\nStep 2: [\"<|21-0|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-0|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-0|>\", \"<|local-0-3|>\", 35, 0, 60, 90, 0]\nStep 5: [\"<|24-3|>\", \"<|local-1-2|>\", 35, 0, 60, 90, 0]\nStep 6: [\"<|24-3|>\", \"<|local-1-2|>\", 14, 0, 60, 90, 0]\nStep 7: [\"<|24-3|>\", \"<|local-1-2|>\", 14, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|star|>": ["<|9-1|><|local-3-0|>", 3]}] | [{"<|magenta|><|container|>": ["<|6-9|><|local-0-0|>", 25]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|star|> found at <|9-1|><|local-3-0|> with height 3
Target Placement Location: <|magenta|><|container|> at <|6-9|><|local-0-0|> with height 25
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|6-9|><|local-0-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|magenta|><|star|> into <|magenta|><|container|>.
| [{"teal-star": [7, 68, 19]}, {"white-container": [79, 88, 5]}, {"navy-moon": [81, 24, 1]}, {"magenta-container": [24, 36, 25]}, {"magenta-star": [39, 4, 3]}] | Pick up the magenta star and place it into the magenta container | [
[
39,
4,
14,
0,
60,
90,
1
],
[
39,
4,
0,
0,
60,
90,
1
],
[
39,
4,
0,
0,
60,
90,
0
],
[
39,
4,
13,
0,
60,
90,
0
],
[
24,
36,
15,
0,
60,
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[
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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|>\": 19, \"<|white|><|container|>\": 5, \"<|navy|><|moon|>\": 1, \"<|magenta|><|container|>\": 25, \"<|magenta|><|star|>\": 3}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the magenta star 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|><|local-3-0|><|teal|><|star|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-0|><|magenta|><|container|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-3-0|><|magenta|><|star|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-3-0|><|white|><|container|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|local-1-0|><|navy|><|moon|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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|><|star|> found at <|9-1|><|local-3-0|> with height 3\nTarget Placement Location: <|magenta|><|container|> at <|6-9|><|local-0-0|> with height 25\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|6-9|><|local-0-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|magenta|><|star|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|9-1|>\", \"<|local-3-0|>\", 14, 0, 60, 90, 1]\nStep 2: [\"<|9-1|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-1|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-1|>\", \"<|local-3-0|>\", 13, 0, 60, 90, 0]\nStep 5: [\"<|6-9|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|6-9|>\", \"<|local-0-0|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|6-9|>\", \"<|local-0-0|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cube|>": ["<|10-10|><|local-1-1|>", 12]}] | [{"<|gray|><|container|>": ["<|0-22|><|local-3-1|>", 21]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cube|> found at <|10-10|><|local-1-1|> with height 12
Target Placement Location: <|gray|><|container|> at <|0-22|><|local-3-1|> with height 21
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|0-22|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|cube|> into <|gray|><|container|>.
| [{"blue-moon": [43, 8, 28]}, {"gray-container": [3, 89, 21]}, {"azure-container": [15, 95, 8]}, {"blue-cube": [41, 41, 12]}, {"violet-triangular prism": [85, 17, 12]}, {"maroon-moon": [0, 55, 9]}] | Pick up the blue cube and place it into the gray container | [
[
41,
41,
22,
0,
60,
90,
1
],
[
41,
41,
0,
0,
60,
90,
1
],
[
41,
41,
0,
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: {\"<|blue|><|moon|>\": 28, \"<|gray|><|container|>\": 21, \"<|azure|><|container|>\": 8, \"<|blue|><|cube|>\": 12, \"<|violet|><|triangular prism|>\": 12, \"<|maroon|><|moon|>\": 9}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-0-3|><|maroon|><|moon|><|0-14|><|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-3-1|><|gray|><|container|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|local-3-3|><|azure|><|container|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-0|><|blue|><|moon|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|local-1-1|><|blue|><|cube|><|10-11|><|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|><|local-1-1|><|violet|><|triangular prism|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|10-10|><|local-1-1|> with height 12\nTarget Placement Location: <|gray|><|container|> at <|0-22|><|local-3-1|> with height 21\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|0-22|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|cube|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-10|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|10-10|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-10|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-10|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|0-22|>\", \"<|local-3-1|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|0-22|>\", \"<|local-3-1|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|0-22|>\", \"<|local-3-1|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|moon|>": ["<|8-3|><|local-1-3|>", 13]}] | [{"<|teal|><|container|>": ["<|16-13|><|local-1-0|>", 21]}] | LOCATE OBJECTS:
Target Object: <|blue|><|moon|> found at <|8-3|><|local-1-3|> with height 13
Target Placement Location: <|teal|><|container|> at <|16-13|><|local-1-0|> with height 21
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|16-13|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|moon|> into <|teal|><|container|>.
| [{"black-container": [13, 98, 29]}, {"teal-container": [65, 52, 21]}, {"cyan-triangular prism": [29, 66, 7]}, {"blue-moon": [33, 15, 13]}, {"azure-cylinder": [21, 52, 8]}, {"maroon-cube": [7, 40, 29]}] | Pick up the moon and place it into the teal container | [
[
33,
15,
23,
0,
60,
90,
1
],
[
33,
15,
0,
0,
60,
90,
1
],
[
33,
15,
0,
0,
60,
90,
0
],
[
33,
15,
23,
0,
60,
90,
0
],
[
65,
52,
23,
0,
60,
90,
0
],
[
65,
52,
21,
0,
60,
90,
0
],
[
65,
52,
21,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 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|><|container|>\": 29, \"<|teal|><|container|>\": 21, \"<|cyan|><|triangular prism|>\": 7, \"<|blue|><|moon|>\": 13, \"<|azure|><|cylinder|>\": 8, \"<|maroon|><|cube|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-3-0|><|maroon|><|cube|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|local-1-2|><|black|><|container|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|local-1-0|><|azure|><|cylinder|><|5-14|><|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-1-2|><|cyan|><|triangular prism|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|local-1-3|><|blue|><|moon|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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-1-0|><|teal|><|container|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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: <|blue|><|moon|> found at <|8-3|><|local-1-3|> with height 13\nTarget Placement Location: <|teal|><|container|> at <|16-13|><|local-1-0|> with height 21\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|16-13|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|moon|> into <|teal|><|container|>.\n\n</think>\n\nStep 1: [\"<|8-3|>\", \"<|local-1-3|>\", 23, 0, 60, 90, 1]\nStep 2: [\"<|8-3|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|8-3|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|8-3|>\", \"<|local-1-3|>\", 23, 0, 60, 90, 0]\nStep 5: [\"<|16-13|>\", \"<|local-1-0|>\", 23, 0, 60, 90, 0]\nStep 6: [\"<|16-13|>\", \"<|local-1-0|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|16-13|>\", \"<|local-1-0|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|moon|>": ["<|17-24|><|local-3-0|>", 15]}] | [{"<|rose|><|container|>": ["<|1-17|><|local-1-1|>", 22]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|moon|> found at <|17-24|><|local-3-0|> with height 15
Target Placement Location: <|rose|><|container|> at <|1-17|><|local-1-1|> with height 22
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|1-17|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|yellow|><|moon|> into <|rose|><|container|>.
| [{"yellow-moon": [71, 96, 15]}, {"cyan-container": [92, 27, 13]}, {"purple-container": [86, 81, 23]}, {"green-cube": [19, 69, 4]}, {"magenta-cylinder": [91, 64, 23]}, {"rose-container": [5, 69, 22]}] | Pick up the moon and place it into the rose container | [
[
71,
96,
25,
0,
60,
90,
1
],
[
71,
96,
0,
0,
60,
90,
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],
[
71,
96,
0,
0,
60,
90,
0
],
[
71,
96,
25,
0,
60,
90,
0
],
[
5,
69,
25,
0,
60,
90,
0
],
[
5,
69,
22,
0,
60,
90,
0
],
[
5,
69,
22,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 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|>\": 15, \"<|cyan|><|container|>\": 13, \"<|purple|><|container|>\": 23, \"<|green|><|cube|>\": 4, \"<|magenta|><|cylinder|>\": 23, \"<|rose|><|container|>\": 22}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|empty|><|1-9|><|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-1-1|><|rose|><|container|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|local-3-1|><|green|><|cube|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-0|><|yellow|><|moon|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-2-1|><|purple|><|container|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|local-3-0|><|magenta|><|cylinder|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|local-0-3|><|cyan|><|container|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|17-24|><|local-3-0|> with height 15\nTarget Placement Location: <|rose|><|container|> at <|1-17|><|local-1-1|> with height 22\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|1-17|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|yellow|><|moon|> into <|rose|><|container|>.\n\n</think>\n\nStep 1: [\"<|17-24|>\", \"<|local-3-0|>\", 25, 0, 60, 90, 1]\nStep 2: [\"<|17-24|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-24|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-24|>\", \"<|local-3-0|>\", 25, 0, 60, 90, 0]\nStep 5: [\"<|1-17|>\", \"<|local-1-1|>\", 25, 0, 60, 90, 0]\nStep 6: [\"<|1-17|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 0]\nStep 7: [\"<|1-17|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|triangular prism|>": ["<|17-7|><|local-2-3|>", 7]}] | [{"<|green|><|container|>": ["<|9-0|><|local-1-0|>", 27]}] | LOCATE OBJECTS:
Target Object: <|blue|><|triangular prism|> found at <|17-7|><|local-2-3|> with height 7
Target Placement Location: <|green|><|container|> at <|9-0|><|local-1-0|> with height 27
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-0|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|triangular prism|> into <|green|><|container|>.
| [{"red-moon": [47, 61, 15]}, {"gray-container": [92, 69, 18]}, {"blue-triangular prism": [70, 31, 7]}, {"green-container": [37, 0, 27]}] | Pick up the triangular prism and place it into the green container | [
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60,
90,
1
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[
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[
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[
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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|><|moon|>\": 15, \"<|gray|><|container|>\": 18, \"<|blue|><|triangular prism|>\": 7, \"<|green|><|container|>\": 27}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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-1-0|><|green|><|container|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-3-1|><|red|><|moon|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-2-3|><|blue|><|triangular prism|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-0-1|><|gray|><|container|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|17-7|><|local-2-3|> with height 7\nTarget Placement Location: <|green|><|container|> at <|9-0|><|local-1-0|> with height 27\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-0|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|triangular prism|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|17-7|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|17-7|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-7|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-7|>\", \"<|local-2-3|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|9-0|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|9-0|>\", \"<|local-1-0|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|9-0|>\", \"<|local-1-0|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|cylinder|>": ["<|13-10|><|local-3-2|>", 21]}] | [{"<|magenta|><|star|>": ["<|22-23|><|local-1-1|>", 9]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|cylinder|> found at <|13-10|><|local-3-2|> with height 21
Target Placement Location: <|magenta|><|star|> at <|22-23|><|local-1-1|> with height 9
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|22-23|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"magenta-star": [89, 93, 9]}, {"gray-triangular prism": [14, 60, 13]}, {"teal-moon": [9, 46, 4]}, {"purple-cube": [49, 82, 3]}, {"yellow-cylinder": [55, 42, 21]}] | Stack the cylinder on top of the star | [
[
55,
42,
31,
0,
60,
90,
1
],
[
55,
42,
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60,
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1
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[
55,
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0,
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60,
90,
0
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[
55,
42,
31,
0,
60,
90,
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],
[
89,
93,
31,
0,
60,
90,
0
],
[
89,
93,
10,
0,
60,
90,
0
],
[
89,
93,
10,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 9, \"<|gray|><|triangular prism|>\": 13, \"<|teal|><|moon|>\": 4, \"<|purple|><|cube|>\": 3, \"<|yellow|><|cylinder|>\": 21}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder on top of the 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|><|local-1-2|><|teal|><|moon|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|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-2-0|><|gray|><|triangular prism|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-2|><|purple|><|cube|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|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-3-2|><|yellow|><|cylinder|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|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|><|local-1-1|><|magenta|><|star|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|13-10|><|local-3-2|> with height 21\nTarget Placement Location: <|magenta|><|star|> at <|22-23|><|local-1-1|> with height 9\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|22-23|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|13-10|>\", \"<|local-3-2|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|13-10|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-10|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-10|>\", \"<|local-3-2|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|22-23|>\", \"<|local-1-1|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|22-23|>\", \"<|local-1-1|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|22-23|>\", \"<|local-1-1|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cylinder|>": ["<|2-10|><|local-2-1|>", 14]}] | [{"<|silver|><|container|>": ["<|3-24|><|local-2-2|>", 10]}] | LOCATE OBJECTS:
Target Object: <|white|><|cylinder|> found at <|2-10|><|local-2-1|> with height 14
Target Placement Location: <|silver|><|container|> at <|3-24|><|local-2-2|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|3-24|><|local-2-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|white|><|cylinder|> into <|silver|><|container|>.
| [{"red-cylinder": [28, 45, 20]}, {"silver-container": [14, 98, 10]}, {"red-container": [81, 13, 13]}, {"white-cylinder": [10, 41, 14]}, {"lime-moon": [41, 20, 19]}, {"purple-cube": [47, 19, 15]}] | Pick up the white cylinder and place it into the silver container | [
[
10,
41,
24,
0,
60,
90,
1
],
[
10,
41,
0,
0,
60,
90,
1
],
[
10,
41,
0,
0,
60,
90,
0
],
[
10,
41,
24,
0,
60,
90,
0
],
[
14,
98,
24,
0,
60,
90,
0
],
[
14,
98,
10,
0,
60,
90,
0
],
[
14,
98,
10,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 20, \"<|silver|><|container|>\": 10, \"<|red|><|container|>\": 13, \"<|white|><|cylinder|>\": 14, \"<|lime|><|moon|>\": 19, \"<|purple|><|cube|>\": 15}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-2-1|><|white|><|cylinder|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|local-2-2|><|silver|><|container|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-1|><|red|><|cylinder|><|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-1-0|><|lime|><|moon|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|local-3-3|><|purple|><|cube|><|11-5|><|empty|><|11-6|><|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|><|local-1-1|><|red|><|container|><|20-4|><|empty|><|20-5|><|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|><|cylinder|> found at <|2-10|><|local-2-1|> with height 14\nTarget Placement Location: <|silver|><|container|> at <|3-24|><|local-2-2|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|3-24|><|local-2-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|white|><|cylinder|> into <|silver|><|container|>.\n\n</think>\n\nStep 1: [\"<|2-10|>\", \"<|local-2-1|>\", 24, 0, 60, 90, 1]\nStep 2: [\"<|2-10|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-10|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-10|>\", \"<|local-2-1|>\", 24, 0, 60, 90, 0]\nStep 5: [\"<|3-24|>\", \"<|local-2-2|>\", 24, 0, 60, 90, 0]\nStep 6: [\"<|3-24|>\", \"<|local-2-2|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|3-24|>\", \"<|local-2-2|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|moon|>": ["<|15-9|><|local-0-3|>", 19]}] | [{"<|olive|><|star|>": ["<|15-21|><|local-0-1|>", 9]}] | LOCATE OBJECTS:
Target Object: <|lime|><|moon|> found at <|15-9|><|local-0-3|> with height 19
Target Placement Location: [60, 85] with height 9. Map [60, 85] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|15-21|><|local-0-1|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|15-21|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|15-21|><|local-0-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"olive-star": [60, 85, 9]}, {"purple-star": [24, 86, 12]}, {"lime-moon": [60, 39, 19]}, {"rose-cube": [95, 4, 12]}, {"azure-cylinder": [27, 29, 26]}] | Move the lime moon to [60, 85, 9] | [
[
60,
39,
29,
0,
60,
90,
1
],
[
60,
39,
0,
0,
60,
90,
1
],
[
60,
39,
0,
0,
60,
90,
0
],
[
60,
39,
29,
0,
60,
90,
0
],
[
60,
85,
29,
0,
60,
90,
0
],
[
60,
85,
9,
0,
60,
90,
0
],
[
60,
85,
9,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 9, \"<|purple|><|star|>\": 12, \"<|lime|><|moon|>\": 19, \"<|rose|><|cube|>\": 12, \"<|azure|><|cylinder|>\": 26}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the lime moon to [60, 85, 9]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-1|><|azure|><|cylinder|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|local-0-2|><|purple|><|star|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-0-3|><|lime|><|moon|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|local-0-1|><|olive|><|star|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|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|><|local-3-0|><|rose|><|cube|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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|><|moon|> found at <|15-9|><|local-0-3|> with height 19\nTarget Placement Location: [60, 85] with height 9. Map [60, 85] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|15-21|><|local-0-1|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|15-21|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|15-21|><|local-0-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|15-9|>\", \"<|local-0-3|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|15-9|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|15-9|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|15-9|>\", \"<|local-0-3|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|15-21|>\", \"<|local-0-1|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|15-21|>\", \"<|local-0-1|>\", 9, 0, 60, 90, 0]\nStep 7: [\"<|15-21|>\", \"<|local-0-1|>\", 9, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|triangular prism|>": ["<|0-2|><|local-0-0|>", 19]}] | [{"<|cyan|><|container|>": ["<|4-3|><|local-3-3|>", 25]}] | LOCATE OBJECTS:
Target Object: <|rose|><|triangular prism|> found at <|0-2|><|local-0-0|> with height 19
Target Placement Location: <|cyan|><|container|> at <|4-3|><|local-3-3|> with height 25
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|4-3|><|local-3-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|rose|><|triangular prism|> into <|cyan|><|container|>.
| [{"rose-triangular prism": [0, 8, 19]}, {"green-cylinder": [63, 45, 23]}, {"yellow-star": [47, 18, 27]}, {"cyan-container": [19, 15, 25]}, {"silver-container": [66, 13, 9]}] | Pick up the triangular prism and place it into the cyan container | [
[
0,
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[
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[
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19,
15,
25,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|triangular prism|>\": 19, \"<|green|><|cylinder|>\": 23, \"<|yellow|><|star|>\": 27, \"<|cyan|><|container|>\": 25, \"<|silver|><|container|>\": 9}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism and place it into the cyan container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|local-0-0|><|rose|><|triangular prism|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|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-3-3|><|cyan|><|container|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-3-2|><|yellow|><|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|><|local-3-1|><|green|><|cylinder|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|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-2-1|><|silver|><|container|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|triangular prism|> found at <|0-2|><|local-0-0|> with height 19\nTarget Placement Location: <|cyan|><|container|> at <|4-3|><|local-3-3|> with height 25\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|4-3|><|local-3-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|rose|><|triangular prism|> into <|cyan|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-2|>\", \"<|local-0-0|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|0-2|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-2|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-2|>\", \"<|local-0-0|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|4-3|>\", \"<|local-3-3|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|4-3|>\", \"<|local-3-3|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|4-3|>\", \"<|local-3-3|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|star|>": ["<|2-20|><|local-0-0|>", 1]}] | [{"<|white|><|cube|>": ["<|10-6|><|local-3-1|>", 10]}] | LOCATE OBJECTS:
Target Object: <|azure|><|star|> found at <|2-20|><|local-0-0|> with height 1
Target Placement Location: <|white|><|cube|> at <|10-6|><|local-3-1|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|10-6|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"white-star": [64, 15, 24]}, {"azure-triangular prism": [82, 26, 24]}, {"green-cylinder": [37, 16, 21]}, {"azure-star": [8, 80, 1]}, {"white-cube": [43, 25, 10]}, {"violet-cube": [38, 82, 15]}, {"silver-cube": [95, 34, 7]}] | Stack the white cube and the azure star in sequence. | [
[
8,
80,
15,
0,
60,
90,
1
],
[
8,
80,
0,
0,
60,
90,
1
],
[
8,
80,
0,
0,
60,
90,
0
],
[
8,
80,
12,
0,
60,
90,
0
],
[
43,
25,
14,
0,
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[
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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|>\": 24, \"<|azure|><|triangular prism|>\": 24, \"<|green|><|cylinder|>\": 21, \"<|azure|><|star|>\": 1, \"<|white|><|cube|>\": 10, \"<|violet|><|cube|>\": 15, \"<|silver|><|cube|>\": 7}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the azure star in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|local-0-0|><|azure|><|star|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-0|><|green|><|cylinder|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|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-2-2|><|violet|><|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|><|local-3-1|><|white|><|cube|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-0-3|><|white|><|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|><|local-2-2|><|azure|><|triangular prism|><|20-7|><|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|><|local-3-2|><|silver|><|cube|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|azure|><|star|> found at <|2-20|><|local-0-0|> with height 1\nTarget Placement Location: <|white|><|cube|> at <|10-6|><|local-3-1|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|10-6|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|2-20|>\", \"<|local-0-0|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|2-20|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-20|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-20|>\", \"<|local-0-0|>\", 12, 0, 60, 90, 0]\nStep 5: [\"<|10-6|>\", \"<|local-3-1|>\", 14, 0, 60, 90, 0]\nStep 6: [\"<|10-6|>\", \"<|local-3-1|>\", 11, 0, 60, 90, 0]\nStep 7: [\"<|10-6|>\", \"<|local-3-1|>\", 11, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cube|>": ["<|0-4|><|local-0-2|>", 19]}] | [{"<|lime|><|container|>": ["<|2-16|><|local-2-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cube|> found at <|0-4|><|local-0-2|> with height 19
Target Placement Location: <|lime|><|container|> at <|2-16|><|local-2-2|> with height 19
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|2-16|><|local-2-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|azure|><|cube|> into <|lime|><|container|>.
| [{"lime-container": [10, 66, 19]}, {"olive-triangular prism": [2, 75, 8]}, {"black-container": [57, 30, 18]}, {"azure-cube": [0, 18, 19]}, {"lime-star": [12, 94, 29]}] | Pick up the azure cube and place it into the lime container | [
[
0,
18,
29,
0,
60,
90,
1
],
[
0,
18,
0,
0,
60,
90,
1
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[
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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|>\": 19, \"<|olive|><|triangular prism|>\": 8, \"<|black|><|container|>\": 18, \"<|azure|><|cube|>\": 19, \"<|lime|><|star|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|local-0-2|><|azure|><|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|><|local-2-3|><|olive|><|triangular prism|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|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-2-2|><|lime|><|container|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|local-0-2|><|lime|><|star|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-2|><|black|><|container|><|14-8|><|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|><|cube|> found at <|0-4|><|local-0-2|> with height 19\nTarget Placement Location: <|lime|><|container|> at <|2-16|><|local-2-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|2-16|><|local-2-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|azure|><|cube|> into <|lime|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-4|>\", \"<|local-0-2|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|0-4|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-4|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-4|>\", \"<|local-0-2|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|2-16|>\", \"<|local-2-2|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|2-16|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|2-16|>\", \"<|local-2-2|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|triangular prism|>": ["<|22-14|><|local-0-2|>", 10]}] | [{"<|cyan|><|cube|>": ["<|9-7|><|local-0-1|>", 26]}] | LOCATE OBJECTS:
Target Object: <|purple|><|triangular prism|> found at <|22-14|><|local-0-2|> with height 10
Target Placement Location: <|cyan|><|cube|> at <|9-7|><|local-0-1|> with height 26
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-7|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"purple-triangular prism": [88, 58, 10]}, {"black-star": [10, 71, 23]}, {"blue-triangular prism": [28, 20, 17]}, {"navy-star": [31, 69, 20]}, {"green-triangular prism": [77, 89, 15]}, {"cyan-cube": [36, 29, 26]}] | Stack the cyan cube and the purple triangular prism in sequence. | [
[
88,
58,
20,
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|><|triangular prism|>\": 10, \"<|black|><|star|>\": 23, \"<|blue|><|triangular prism|>\": 17, \"<|navy|><|star|>\": 20, \"<|green|><|triangular prism|>\": 15, \"<|cyan|><|cube|>\": 26}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the cyan cube and the purple triangular prism in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|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-2-3|><|black|><|star|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-0-0|><|blue|><|triangular prism|><|7-6|><|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-3-1|><|navy|><|star|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\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-0-1|><|cyan|><|cube|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-1-1|><|green|><|triangular prism|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-0-2|><|purple|><|triangular prism|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|22-14|><|local-0-2|> with height 10\nTarget Placement Location: <|cyan|><|cube|> at <|9-7|><|local-0-1|> with height 26\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-7|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|22-14|>\", \"<|local-0-2|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|22-14|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|22-14|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|22-14|>\", \"<|local-0-2|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|9-7|>\", \"<|local-0-1|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|9-7|>\", \"<|local-0-1|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|9-7|>\", \"<|local-0-1|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|triangular prism|>": ["<|9-0|><|local-1-0|>", 2]}] | [{"<|yellow|><|container|>": ["<|20-7|><|local-1-3|>", 19]}] | LOCATE OBJECTS:
Target Object: <|violet|><|triangular prism|> found at <|9-0|><|local-1-0|> with height 2
Target Placement Location: <|yellow|><|container|> at <|20-7|><|local-1-3|> with height 19
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|20-7|><|local-1-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|violet|><|triangular prism|> into <|yellow|><|container|>.
| [{"yellow-moon": [78, 62, 17]}, {"yellow-container": [81, 31, 19]}, {"black-triangular prism": [97, 11, 8]}, {"azure-triangular prism": [33, 13, 9]}, {"black-star": [70, 82, 30]}, {"violet-triangular prism": [37, 0, 2]}, {"cyan-container": [57, 54, 18]}] | Pick up the violet triangular prism and place it into the yellow container | [
[
37,
0,
12,
0,
60,
90,
1
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[
37,
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37,
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[
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[
81,
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],
[
81,
31,
19,
0,
60,
90,
0
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[
81,
31,
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: {\"<|yellow|><|moon|>\": 17, \"<|yellow|><|container|>\": 19, \"<|black|><|triangular prism|>\": 8, \"<|azure|><|triangular prism|>\": 9, \"<|black|><|star|>\": 30, \"<|violet|><|triangular prism|>\": 2, \"<|cyan|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism and place it into the yellow container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|local-1-1|><|azure|><|triangular prism|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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-1-0|><|violet|><|triangular prism|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-1-2|><|cyan|><|container|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-2|><|black|><|star|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-2-2|><|yellow|><|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|><|local-1-3|><|yellow|><|container|><|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|><|local-1-3|><|black|><|triangular prism|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|9-0|><|local-1-0|> with height 2\nTarget Placement Location: <|yellow|><|container|> at <|20-7|><|local-1-3|> with height 19\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|20-7|><|local-1-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|violet|><|triangular prism|> into <|yellow|><|container|>.\n\n</think>\n\nStep 1: [\"<|9-0|>\", \"<|local-1-0|>\", 12, 0, 60, 90, 1]\nStep 2: [\"<|9-0|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-0|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-0|>\", \"<|local-1-0|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|20-7|>\", \"<|local-1-3|>\", 12, 0, 60, 90, 0]\nStep 6: [\"<|20-7|>\", \"<|local-1-3|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|20-7|>\", \"<|local-1-3|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cube|>": ["<|19-2|><|local-0-3|>", 25]}] | [{"<|green|><|container|>": ["<|18-21|><|local-3-3|>", 10]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cube|> found at <|19-2|><|local-0-3|> with height 25
Target Placement Location: <|green|><|container|> at <|18-21|><|local-3-3|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|18-21|><|local-3-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|navy|><|cube|> into <|green|><|container|>.
| [{"green-container": [75, 87, 10]}, {"navy-cube": [76, 11, 25]}, {"azure-moon": [61, 1, 19]}, {"black-moon": [20, 82, 23]}, {"green-star": [54, 87, 4]}, {"gray-cylinder": [85, 79, 10]}, {"olive-container": [23, 63, 26]}] | Pick up the navy cube and place it into the green container | [
[
76,
11,
35,
0,
60,
90,
1
],
[
76,
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0,
60,
90,
1
],
[
76,
11,
0,
0,
60,
90,
0
],
[
76,
11,
35,
0,
60,
90,
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],
[
75,
87,
35,
0,
60,
90,
0
],
[
75,
87,
10,
0,
60,
90,
0
],
[
75,
87,
10,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|container|>\": 10, \"<|navy|><|cube|>\": 25, \"<|azure|><|moon|>\": 19, \"<|black|><|moon|>\": 23, \"<|green|><|star|>\": 4, \"<|gray|><|cylinder|>\": 10, \"<|olive|><|container|>\": 26}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the navy cube and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|local-3-3|><|olive|><|container|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|local-0-2|><|black|><|moon|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-2-3|><|green|><|star|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|local-1-1|><|azure|><|moon|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|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-3-3|><|green|><|container|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|local-0-3|><|navy|><|cube|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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-1-3|><|gray|><|cylinder|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cube|> found at <|19-2|><|local-0-3|> with height 25\nTarget Placement Location: <|green|><|container|> at <|18-21|><|local-3-3|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|18-21|><|local-3-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|navy|><|cube|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|19-2|>\", \"<|local-0-3|>\", 35, 0, 60, 90, 1]\nStep 2: [\"<|19-2|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-2|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-2|>\", \"<|local-0-3|>\", 35, 0, 60, 90, 0]\nStep 5: [\"<|18-21|>\", \"<|local-3-3|>\", 35, 0, 60, 90, 0]\nStep 6: [\"<|18-21|>\", \"<|local-3-3|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|18-21|>\", \"<|local-3-3|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|moon|>": ["<|9-13|><|local-0-2|>", 13]}] | [{"<|teal|><|container|>": ["<|6-23|><|local-3-2|>", 15]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|moon|> found at <|9-13|><|local-0-2|> with height 13
Target Placement Location: <|teal|><|container|> at <|6-23|><|local-3-2|> with height 15
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|6-23|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|cyan|><|moon|> into <|teal|><|container|>.
| [{"cyan-moon": [36, 54, 13]}, {"teal-star": [55, 31, 30]}, {"black-container": [83, 59, 2]}, {"teal-container": [27, 94, 15]}, {"gray-cylinder": [81, 54, 11]}, {"lime-star": [26, 13, 20]}] | Pick up the cyan moon and place it into the teal container | [
[
36,
54,
23,
0,
60,
90,
1
],
[
36,
54,
0,
0,
60,
90,
1
],
[
36,
54,
0,
0,
60,
90,
0
],
[
36,
54,
23,
0,
60,
90,
0
],
[
27,
94,
23,
0,
60,
90,
0
],
[
27,
94,
15,
0,
60,
90,
0
],
[
27,
94,
15,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 13, \"<|teal|><|star|>\": 30, \"<|black|><|container|>\": 2, \"<|teal|><|container|>\": 15, \"<|gray|><|cylinder|>\": 11, \"<|lime|><|star|>\": 20}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the cyan moon and place it into the teal container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|local-2-1|><|lime|><|star|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|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-3-2|><|teal|><|container|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-0-2|><|cyan|><|moon|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-3-3|><|teal|><|star|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-1-2|><|gray|><|cylinder|><|20-14|><|local-3-3|><|black|><|container|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|9-13|><|local-0-2|> with height 13\nTarget Placement Location: <|teal|><|container|> at <|6-23|><|local-3-2|> with height 15\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|6-23|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|cyan|><|moon|> into <|teal|><|container|>.\n\n</think>\n\nStep 1: [\"<|9-13|>\", \"<|local-0-2|>\", 23, 0, 60, 90, 1]\nStep 2: [\"<|9-13|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-13|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-13|>\", \"<|local-0-2|>\", 23, 0, 60, 90, 0]\nStep 5: [\"<|6-23|>\", \"<|local-3-2|>\", 23, 0, 60, 90, 0]\nStep 6: [\"<|6-23|>\", \"<|local-3-2|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|6-23|>\", \"<|local-3-2|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cube|>": ["<|9-4|><|local-3-3|>", 28]}] | [{"<|rose|><|cube|>": ["<|8-12|><|local-3-2|>", 26]}] | LOCATE OBJECTS:
Target Object: <|black|><|cube|> found at <|9-4|><|local-3-3|> with height 28
Target Placement Location: [35, 50] with height 26. Map [35, 50] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|8-12|><|local-3-2|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|8-12|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|8-12|><|local-3-2|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"black-cube": [39, 19, 28]}, {"magenta-star": [69, 67, 27]}, {"lime-triangular prism": [76, 23, 11]}, {"rose-cube": [35, 50, 26]}, {"silver-triangular prism": [63, 72, 5]}, {"silver-cylinder": [81, 96, 6]}, {"teal-cube": [9, 98, 15]}] | Move the black cube to [35, 50, 26] | [
[
39,
19,
38,
0,
60,
90,
1
],
[
39,
19,
0,
0,
60,
90,
1
],
[
39,
19,
0,
0,
60,
90,
0
],
[
39,
19,
38,
0,
60,
90,
0
],
[
35,
50,
38,
0,
60,
90,
0
],
[
35,
50,
26,
0,
60,
90,
0
],
[
35,
50,
26,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 28, \"<|magenta|><|star|>\": 27, \"<|lime|><|triangular prism|>\": 11, \"<|rose|><|cube|>\": 26, \"<|silver|><|triangular prism|>\": 5, \"<|silver|><|cylinder|>\": 6, \"<|teal|><|cube|>\": 15}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the black cube to [35, 50, 26]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|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-1-2|><|teal|><|cube|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-2|><|rose|><|cube|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|local-3-3|><|black|><|cube|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-3-0|><|silver|><|triangular prism|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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-1-3|><|magenta|><|star|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|local-0-3|><|lime|><|triangular prism|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-1-0|><|silver|><|cylinder|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|9-4|><|local-3-3|> with height 28\nTarget Placement Location: [35, 50] with height 26. Map [35, 50] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|8-12|><|local-3-2|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|8-12|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|8-12|><|local-3-2|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|9-4|>\", \"<|local-3-3|>\", 38, 0, 60, 90, 1]\nStep 2: [\"<|9-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-4|>\", \"<|local-3-3|>\", 38, 0, 60, 90, 0]\nStep 5: [\"<|8-12|>\", \"<|local-3-2|>\", 38, 0, 60, 90, 0]\nStep 6: [\"<|8-12|>\", \"<|local-3-2|>\", 26, 0, 60, 90, 0]\nStep 7: [\"<|8-12|>\", \"<|local-3-2|>\", 26, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|star|>": ["<|9-2|><|local-1-3|>", 7]}] | [{"<|rose|><|container|>": ["<|4-23|><|local-1-1|>", 6]}] | LOCATE OBJECTS:
Target Object: <|red|><|star|> found at <|9-2|><|local-1-3|> with height 7
Target Placement Location: <|rose|><|container|> at <|4-23|><|local-1-1|> with height 6
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|4-23|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|red|><|star|> into <|rose|><|container|>.
| [{"red-star": [37, 11, 7]}, {"yellow-container": [66, 66, 22]}, {"rose-container": [17, 93, 6]}, {"black-container": [26, 98, 9]}, {"red-moon": [94, 39, 11]}, {"green-cube": [59, 76, 25]}] | Pick up the red star and place it into the rose container | [
[
37,
11,
17,
0,
60,
90,
1
],
[
37,
11,
0,
0,
60,
90,
1
],
[
37,
11,
0,
0,
60,
90,
0
],
[
37,
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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|><|star|>\": 7, \"<|yellow|><|container|>\": 22, \"<|rose|><|container|>\": 6, \"<|black|><|container|>\": 9, \"<|red|><|moon|>\": 11, \"<|green|><|cube|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 rose container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|local-1-1|><|rose|><|container|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-2|><|black|><|container|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-1-3|><|red|><|star|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-3-0|><|green|><|cube|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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-2-2|><|yellow|><|container|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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-2-3|><|red|><|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: <|red|><|star|> found at <|9-2|><|local-1-3|> with height 7\nTarget Placement Location: <|rose|><|container|> at <|4-23|><|local-1-1|> with height 6\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|4-23|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|red|><|star|> into <|rose|><|container|>.\n\n</think>\n\nStep 1: [\"<|9-2|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|9-2|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-2|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-2|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|4-23|>\", \"<|local-1-1|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|4-23|>\", \"<|local-1-1|>\", 6, 0, 60, 90, 0]\nStep 7: [\"<|4-23|>\", \"<|local-1-1|>\", 6, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cylinder|>": ["<|10-1|><|local-3-0|>", 7]}] | [{"<|purple|><|cube|>": ["<|14-23|><|local-3-2|>", 16]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cylinder|> found at <|10-1|><|local-3-0|> with height 7
Target Placement Location: <|purple|><|cube|> at <|14-23|><|local-3-2|> with height 16
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|14-23|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"purple-cube": [59, 94, 16]}, {"olive-triangular prism": [15, 86, 7]}, {"cyan-star": [80, 69, 17]}, {"cyan-triangular prism": [51, 10, 18]}, {"olive-cylinder": [43, 4, 7]}] | Stack the olive cylinder on top of the purple cube | [
[
43,
4,
17,
0,
60,
90,
1
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[
43,
4,
0,
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: {\"<|purple|><|cube|>\": 16, \"<|olive|><|triangular prism|>\": 7, \"<|cyan|><|star|>\": 17, \"<|cyan|><|triangular prism|>\": 18, \"<|olive|><|cylinder|>\": 7}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 purple 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|><|local-3-2|><|olive|><|triangular prism|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-0|><|olive|><|cylinder|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-3-2|><|cyan|><|triangular prism|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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-3-2|><|purple|><|cube|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|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-0-1|><|cyan|><|star|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|cylinder|> found at <|10-1|><|local-3-0|> with height 7\nTarget Placement Location: <|purple|><|cube|> at <|14-23|><|local-3-2|> with height 16\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|14-23|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|10-1|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|10-1|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-1|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-1|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|14-23|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|14-23|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 0]\nStep 7: [\"<|14-23|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|cylinder|>": ["<|12-18|><|local-0-0|>", 23]}] | [{"<|gray|><|container|>": ["<|7-8|><|local-2-3|>", 15]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|cylinder|> found at <|12-18|><|local-0-0|> with height 23
Target Placement Location: <|gray|><|container|> at <|7-8|><|local-2-3|> with height 15
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|7-8|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|magenta|><|cylinder|> into <|gray|><|container|>.
| [{"navy-container": [66, 33, 19]}, {"gray-container": [30, 35, 15]}, {"magenta-cylinder": [48, 72, 23]}, {"red-star": [57, 55, 18]}, {"blue-container": [98, 76, 24]}] | Pick up the cylinder and place it into the gray container | [
[
48,
72,
33,
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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|>\": 19, \"<|gray|><|container|>\": 15, \"<|magenta|><|cylinder|>\": 23, \"<|red|><|star|>\": 18, \"<|blue|><|container|>\": 24}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|local-2-3|><|gray|><|container|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-0-0|><|magenta|><|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|><|local-1-3|><|red|><|star|><|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-2-1|><|navy|><|container|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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|><|local-2-0|><|blue|><|container|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|cylinder|> found at <|12-18|><|local-0-0|> with height 23\nTarget Placement Location: <|gray|><|container|> at <|7-8|><|local-2-3|> with height 15\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|7-8|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|magenta|><|cylinder|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|12-18|>\", \"<|local-0-0|>\", 33, 0, 60, 90, 1]\nStep 2: [\"<|12-18|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-18|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-18|>\", \"<|local-0-0|>\", 33, 0, 60, 90, 0]\nStep 5: [\"<|7-8|>\", \"<|local-2-3|>\", 33, 0, 60, 90, 0]\nStep 6: [\"<|7-8|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|7-8|>\", \"<|local-2-3|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cube|>": ["<|22-5|><|local-0-2|>", 26]}] | [{"<|cyan|><|star|>": ["<|17-7|><|local-0-2|>", 29]}] | LOCATE OBJECTS:
Target Object: <|red|><|cube|> found at <|22-5|><|local-0-2|> with height 26
Target Placement Location: <|cyan|><|star|> at <|17-7|><|local-0-2|> with height 29
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|17-7|><|local-0-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"violet-cylinder": [21, 91, 15]}, {"red-cube": [88, 22, 26]}, {"rose-triangular prism": [76, 39, 23]}, {"cyan-star": [68, 30, 29]}, {"blue-star": [52, 94, 18]}, {"yellow-moon": [81, 64, 10]}] | Stack the cyan star and the red cube in sequence. | [
[
88,
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36,
0,
60,
90,
1
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88,
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[
88,
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[
68,
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36,
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90,
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[
68,
30,
30,
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60,
90,
0
],
[
68,
30,
30,
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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: {\"<|violet|><|cylinder|>\": 15, \"<|red|><|cube|>\": 26, \"<|rose|><|triangular prism|>\": 23, \"<|cyan|><|star|>\": 29, \"<|blue|><|star|>\": 18, \"<|yellow|><|moon|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the cyan star and the red cube in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-3|><|violet|><|cylinder|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-0-2|><|blue|><|star|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-0-2|><|cyan|><|star|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|local-0-3|><|rose|><|triangular prism|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-1-0|><|yellow|><|moon|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|local-0-2|><|red|><|cube|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|22-5|><|local-0-2|> with height 26\nTarget Placement Location: <|cyan|><|star|> at <|17-7|><|local-0-2|> with height 29\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|17-7|><|local-0-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|22-5|>\", \"<|local-0-2|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|22-5|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|22-5|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|22-5|>\", \"<|local-0-2|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|17-7|>\", \"<|local-0-2|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|17-7|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 0]\nStep 7: [\"<|17-7|>\", \"<|local-0-2|>\", 30, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|moon|>": ["<|15-9|><|local-0-0|>", 22]}] | [{"<|red|><|cube|>": ["<|16-9|><|local-1-3|>", 10]}] | LOCATE OBJECTS:
Target Object: <|black|><|moon|> found at <|15-9|><|local-0-0|> with height 22
Target Placement Location: <|red|><|cube|> at <|16-9|><|local-1-3|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|16-9|><|local-1-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"navy-star": [60, 74, 7]}, {"yellow-cylinder": [13, 45, 29]}, {"red-cube": [65, 39, 10]}, {"black-moon": [60, 36, 22]}] | Stack the moon on top of the cube | [
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60,
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60,
90,
1
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[
60,
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[
65,
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[
65,
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11,
0,
60,
90,
0
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[
65,
39,
11,
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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|><|star|>\": 7, \"<|yellow|><|cylinder|>\": 29, \"<|red|><|cube|>\": 10, \"<|black|><|moon|>\": 22}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 moon on top of the 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|><|local-1-1|><|yellow|><|cylinder|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-0-0|><|black|><|moon|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|local-0-2|><|navy|><|star|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|local-1-3|><|red|><|cube|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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|><|moon|> found at <|15-9|><|local-0-0|> with height 22\nTarget Placement Location: <|red|><|cube|> at <|16-9|><|local-1-3|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|16-9|><|local-1-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|15-9|>\", \"<|local-0-0|>\", 32, 0, 60, 90, 1]\nStep 2: [\"<|15-9|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|15-9|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|15-9|>\", \"<|local-0-0|>\", 32, 0, 60, 90, 0]\nStep 5: [\"<|16-9|>\", \"<|local-1-3|>\", 32, 0, 60, 90, 0]\nStep 6: [\"<|16-9|>\", \"<|local-1-3|>\", 11, 0, 60, 90, 0]\nStep 7: [\"<|16-9|>\", \"<|local-1-3|>\", 11, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|star|>": ["<|0-2|><|local-2-2|>", 11]}] | [{"<|yellow|><|cylinder|>": ["<|4-2|><|local-2-1|>", 8]}] | LOCATE OBJECTS:
Target Object: <|lime|><|star|> found at <|0-2|><|local-2-2|> with height 11
Target Placement Location: <|yellow|><|cylinder|> at <|4-2|><|local-2-1|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|4-2|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"yellow-cylinder": [18, 9, 8]}, {"blue-triangular prism": [82, 22, 6]}, {"lime-star": [2, 10, 11]}, {"yellow-cube": [45, 16, 2]}] | Stack the cylinder and the star in sequence. | [
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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|><|cylinder|>\": 8, \"<|blue|><|triangular prism|>\": 6, \"<|lime|><|star|>\": 11, \"<|yellow|><|cube|>\": 2}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder and the star in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|local-2-2|><|lime|><|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|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|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-2-1|><|yellow|><|cylinder|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-0|><|yellow|><|cube|><|11-5|><|empty|><|11-6|><|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|><|local-2-2|><|blue|><|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: <|lime|><|star|> found at <|0-2|><|local-2-2|> with height 11\nTarget Placement Location: <|yellow|><|cylinder|> at <|4-2|><|local-2-1|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|4-2|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|0-2|>\", \"<|local-2-2|>\", 21, 0, 60, 90, 1]\nStep 2: [\"<|0-2|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-2|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-2|>\", \"<|local-2-2|>\", 21, 0, 60, 90, 0]\nStep 5: [\"<|4-2|>\", \"<|local-2-1|>\", 21, 0, 60, 90, 0]\nStep 6: [\"<|4-2|>\", \"<|local-2-1|>\", 9, 0, 60, 90, 0]\nStep 7: [\"<|4-2|>\", \"<|local-2-1|>\", 9, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cylinder|>": ["<|24-5|><|local-1-3|>", 8]}] | [{"<|silver|><|cylinder|>": ["<|7-0|><|local-2-1|>", 24]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cylinder|> found at <|24-5|><|local-1-3|> with height 8
Target Placement Location: [30, 1] with height 24. Map [30, 1] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|7-0|><|local-2-1|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|7-0|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|7-0|><|local-2-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"rose-moon": [28, 76, 19]}, {"white-moon": [39, 76, 15]}, {"silver-cylinder": [30, 1, 24]}, {"olive-cylinder": [97, 23, 8]}, {"purple-star": [74, 85, 18]}] | Move the olive cylinder to [30, 1, 24] | [
[
97,
23,
18,
0,
60,
90,
1
],
[
97,
23,
0,
0,
60,
90,
1
],
[
97,
23,
0,
0,
60,
90,
0
],
[
97,
23,
18,
0,
60,
90,
0
],
[
30,
1,
18,
0,
60,
90,
0
],
[
30,
1,
24,
0,
60,
90,
0
],
[
30,
1,
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: {\"<|rose|><|moon|>\": 19, \"<|white|><|moon|>\": 15, \"<|silver|><|cylinder|>\": 24, \"<|olive|><|cylinder|>\": 8, \"<|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the olive cylinder to [30, 1, 24]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-1|><|silver|><|cylinder|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-0-0|><|rose|><|moon|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-3-0|><|white|><|moon|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-2-1|><|purple|><|star|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-1-3|><|olive|><|cylinder|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|24-5|><|local-1-3|> with height 8\nTarget Placement Location: [30, 1] with height 24. Map [30, 1] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|7-0|><|local-2-1|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|7-0|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|7-0|><|local-2-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|24-5|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|24-5|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|24-5|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|24-5|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|7-0|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|7-0|>\", \"<|local-2-1|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|7-0|>\", \"<|local-2-1|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|star|>": ["<|14-19|><|local-2-3|>", 20]}] | [{"<|silver|><|star|>": ["<|9-17|><|local-2-0|>", 29]}] | LOCATE OBJECTS:
Target Object: <|gray|><|star|> found at <|14-19|><|local-2-3|> with height 20
Target Placement Location: <|silver|><|star|> at <|9-17|><|local-2-0|> with height 29
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-17|><|local-2-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"gray-star": [58, 79, 20]}, {"blue-cube": [61, 42, 1]}, {"navy-star": [94, 73, 17]}, {"silver-star": [38, 68, 29]}, {"magenta-star": [13, 29, 25]}, {"cyan-triangular prism": [33, 92, 24]}] | Stack the silver star and the gray star in sequence. | [
[
58,
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30,
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60,
90,
1
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58,
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[
58,
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[
38,
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30,
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60,
90,
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],
[
38,
68,
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0,
60,
90,
0
],
[
38,
68,
30,
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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|><|star|>\": 20, \"<|blue|><|cube|>\": 1, \"<|navy|><|star|>\": 17, \"<|silver|><|star|>\": 29, \"<|magenta|><|star|>\": 25, \"<|cyan|><|triangular prism|>\": 24}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the silver star and the gray star in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|local-1-1|><|magenta|><|star|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-1-0|><|cyan|><|triangular prism|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|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|><|silver|><|star|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-2-3|><|gray|><|star|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|local-1-2|><|blue|><|cube|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-1|><|navy|><|star|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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|><|star|> found at <|14-19|><|local-2-3|> with height 20\nTarget Placement Location: <|silver|><|star|> at <|9-17|><|local-2-0|> with height 29\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-17|><|local-2-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|14-19|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|14-19|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|14-19|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|14-19|>\", \"<|local-2-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|9-17|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|9-17|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 0]\nStep 7: [\"<|9-17|>\", \"<|local-2-0|>\", 30, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|star|>": ["<|22-5|><|local-0-3|>", 30]}] | [{"<|blue|><|container|>": ["<|2-15|><|local-2-3|>", 29]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|star|> found at <|22-5|><|local-0-3|> with height 30
Target Placement Location: <|blue|><|container|> at <|2-15|><|local-2-3|> with height 29
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|2-15|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|maroon|><|star|> into <|blue|><|container|>.
| [{"black-cylinder": [36, 0, 21]}, {"maroon-star": [88, 23, 30]}, {"teal-container": [40, 92, 8]}, {"violet-container": [96, 25, 25]}, {"blue-container": [10, 63, 29]}, {"purple-cube": [27, 73, 25]}] | Pick up the star and place it into the blue container | [
[
88,
23,
40,
0,
60,
90,
1
],
[
88,
23,
0,
0,
60,
90,
1
],
[
88,
23,
0,
0,
60,
90,
0
],
[
88,
23,
40,
0,
60,
90,
0
],
[
10,
63,
40,
0,
60,
90,
0
],
[
10,
63,
29,
0,
60,
90,
0
],
[
10,
63,
29,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 21, \"<|maroon|><|star|>\": 30, \"<|teal|><|container|>\": 8, \"<|violet|><|container|>\": 25, \"<|blue|><|container|>\": 29, \"<|purple|><|cube|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 star 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|><|local-2-3|><|blue|><|container|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-1|><|purple|><|cube|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-0-0|><|black|><|cylinder|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-0-0|><|teal|><|container|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-0-3|><|maroon|><|star|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|local-0-1|><|violet|><|container|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|maroon|><|star|> found at <|22-5|><|local-0-3|> with height 30\nTarget Placement Location: <|blue|><|container|> at <|2-15|><|local-2-3|> with height 29\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|2-15|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|maroon|><|star|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|22-5|>\", \"<|local-0-3|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|22-5|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|22-5|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|22-5|>\", \"<|local-0-3|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|2-15|>\", \"<|local-2-3|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|2-15|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|2-15|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|moon|>": ["<|21-3|><|local-3-3|>", 18]}] | [{"<|purple|><|star|>": ["<|8-3|><|local-3-0|>", 14]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|moon|> found at <|21-3|><|local-3-3|> with height 18
Target Placement Location: <|purple|><|star|> at <|8-3|><|local-3-0|> with height 14
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|8-3|><|local-3-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"maroon-moon": [22, 33, 13]}, {"teal-triangular prism": [83, 29, 21]}, {"purple-star": [35, 12, 14]}, {"magenta-moon": [87, 15, 18]}, {"red-star": [61, 47, 3]}, {"magenta-star": [78, 23, 17]}] | Stack the purple star and the magenta moon in sequence. | [
[
87,
15,
28,
0,
60,
90,
1
],
[
87,
15,
0,
0,
60,
90,
1
],
[
87,
15,
0,
0,
60,
90,
0
],
[
87,
15,
28,
0,
60,
90,
0
],
[
35,
12,
28,
0,
60,
90,
0
],
[
35,
12,
15,
0,
60,
90,
0
],
[
35,
12,
15,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|moon|>\": 13, \"<|teal|><|triangular prism|>\": 21, \"<|purple|><|star|>\": 14, \"<|magenta|><|moon|>\": 18, \"<|red|><|star|>\": 3, \"<|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the magenta moon in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|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-2-1|><|maroon|><|moon|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-0|><|purple|><|star|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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-1-3|><|red|><|star|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-3|><|magenta|><|star|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|local-3-1|><|teal|><|triangular prism|><|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-3-3|><|magenta|><|moon|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|moon|> found at <|21-3|><|local-3-3|> with height 18\nTarget Placement Location: <|purple|><|star|> at <|8-3|><|local-3-0|> with height 14\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|8-3|><|local-3-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|21-3|>\", \"<|local-3-3|>\", 28, 0, 60, 90, 1]\nStep 2: [\"<|21-3|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-3|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-3|>\", \"<|local-3-3|>\", 28, 0, 60, 90, 0]\nStep 5: [\"<|8-3|>\", \"<|local-3-0|>\", 28, 0, 60, 90, 0]\nStep 6: [\"<|8-3|>\", \"<|local-3-0|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|8-3|>\", \"<|local-3-0|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|moon|>": ["<|15-7|><|local-1-0|>", 7]}] | [{"<|red|><|container|>": ["<|12-12|><|local-3-0|>", 28]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|moon|> found at <|15-7|><|local-1-0|> with height 7
Target Placement Location: <|red|><|container|> at <|12-12|><|local-3-0|> with height 28
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|12-12|><|local-3-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|magenta|><|moon|> into <|red|><|container|>.
| [{"olive-container": [39, 79, 28]}, {"red-container": [51, 48, 28]}, {"violet-star": [38, 36, 20]}, {"magenta-moon": [61, 28, 7]}, {"purple-container": [98, 75, 11]}] | Pick up the magenta moon and place it into the red container | [
[
61,
28,
17,
0,
60,
90,
1
],
[
61,
28,
0,
0,
60,
90,
1
],
[
61,
28,
0,
0,
60,
90,
0
],
[
61,
28,
17,
0,
60,
90,
0
],
[
51,
48,
17,
0,
60,
90,
0
],
[
51,
48,
28,
0,
60,
90,
0
],
[
51,
48,
28,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|container|>\": 28, \"<|red|><|container|>\": 28, \"<|violet|><|star|>\": 20, \"<|magenta|><|moon|>\": 7, \"<|purple|><|container|>\": 11}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the magenta moon and place it into the red container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-2-0|><|violet|><|star|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|local-3-3|><|olive|><|container|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-3-0|><|red|><|container|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-1-0|><|magenta|><|moon|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-3|><|purple|><|container|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|magenta|><|moon|> found at <|15-7|><|local-1-0|> with height 7\nTarget Placement Location: <|red|><|container|> at <|12-12|><|local-3-0|> with height 28\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|12-12|><|local-3-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|magenta|><|moon|> into <|red|><|container|>.\n\n</think>\n\nStep 1: [\"<|15-7|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|15-7|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|15-7|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|15-7|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|12-12|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|12-12|>\", \"<|local-3-0|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|12-12|>\", \"<|local-3-0|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|triangular prism|>": ["<|17-16|><|local-1-1|>", 26]}] | [{"<|violet|><|container|>": ["<|11-7|><|local-1-1|>", 22]}] | LOCATE OBJECTS:
Target Object: <|azure|><|triangular prism|> found at <|17-16|><|local-1-1|> with height 26
Target Placement Location: <|violet|><|container|> at <|11-7|><|local-1-1|> with height 22
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|11-7|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|azure|><|triangular prism|> into <|violet|><|container|>.
| [{"azure-triangular prism": [69, 65, 26]}, {"azure-moon": [97, 37, 8]}, {"violet-container": [45, 29, 22]}, {"yellow-container": [53, 39, 20]}, {"cyan-container": [79, 11, 18]}] | Pick up the triangular prism and place it into the violet container | [
[
69,
65,
36,
0,
60,
90,
1
],
[
69,
65,
0,
0,
60,
90,
1
],
[
69,
65,
0,
0,
60,
90,
0
],
[
69,
65,
36,
0,
60,
90,
0
],
[
45,
29,
36,
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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|><|triangular prism|>\": 26, \"<|azure|><|moon|>\": 8, \"<|violet|><|container|>\": 22, \"<|yellow|><|container|>\": 20, \"<|cyan|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-1-1|><|violet|><|container|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|local-1-3|><|yellow|><|container|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-1-1|><|azure|><|triangular prism|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-3-3|><|cyan|><|container|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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-1-1|><|azure|><|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: <|azure|><|triangular prism|> found at <|17-16|><|local-1-1|> with height 26\nTarget Placement Location: <|violet|><|container|> at <|11-7|><|local-1-1|> with height 22\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|11-7|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|azure|><|triangular prism|> into <|violet|><|container|>.\n\n</think>\n\nStep 1: [\"<|17-16|>\", \"<|local-1-1|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|17-16|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-16|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-16|>\", \"<|local-1-1|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|11-7|>\", \"<|local-1-1|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|11-7|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 0]\nStep 7: [\"<|11-7|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|triangular prism|>": ["<|13-14|><|local-2-3|>", 18]}] | [{"<|black|><|container|>": ["<|23-18|><|local-3-2|>", 2]}] | LOCATE OBJECTS:
Target Object: <|blue|><|triangular prism|> found at <|13-14|><|local-2-3|> with height 18
Target Placement Location: <|black|><|container|> at <|23-18|><|local-3-2|> with height 2
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|23-18|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|triangular prism|> into <|black|><|container|>.
| [{"red-triangular prism": [2, 16, 19]}, {"cyan-triangular prism": [31, 8, 24]}, {"black-container": [95, 74, 2]}, {"gray-container": [68, 10, 11]}, {"magenta-star": [39, 63, 24]}, {"blue-triangular prism": [54, 59, 18]}] | Pick up the blue triangular prism and place it into the black container | [
[
54,
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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|>\": 19, \"<|cyan|><|triangular prism|>\": 24, \"<|black|><|container|>\": 2, \"<|gray|><|container|>\": 11, \"<|magenta|><|star|>\": 24, \"<|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 black container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|local-2-0|><|red|><|triangular prism|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-0|><|cyan|><|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|><|local-3-3|><|magenta|><|star|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-2-3|><|blue|><|triangular prism|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|local-0-2|><|gray|><|container|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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|><|local-3-2|><|black|><|container|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|blue|><|triangular prism|> found at <|13-14|><|local-2-3|> with height 18\nTarget Placement Location: <|black|><|container|> at <|23-18|><|local-3-2|> with height 2\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|23-18|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|triangular prism|> into <|black|><|container|>.\n\n</think>\n\nStep 1: [\"<|13-14|>\", \"<|local-2-3|>\", 28, 0, 60, 90, 1]\nStep 2: [\"<|13-14|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|13-14|>\", \"<|local-2-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|13-14|>\", \"<|local-2-3|>\", 28, 0, 60, 90, 0]\nStep 5: [\"<|23-18|>\", \"<|local-3-2|>\", 28, 0, 60, 90, 0]\nStep 6: [\"<|23-18|>\", \"<|local-3-2|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|23-18|>\", \"<|local-3-2|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|triangular prism|>": ["<|18-19|><|local-1-2|>", 21]}] | [{"<|white|><|star|>": ["<|15-12|><|local-2-0|>", 28]}] | LOCATE OBJECTS:
Target Object: <|lime|><|triangular prism|> found at <|18-19|><|local-1-2|> with height 21
Target Placement Location: <|white|><|star|> at <|15-12|><|local-2-0|> with height 28
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|15-12|><|local-2-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"cyan-cube": [95, 12, 3]}, {"silver-moon": [13, 74, 6]}, {"white-cube": [92, 57, 8]}, {"white-star": [62, 48, 28]}, {"lime-triangular prism": [73, 78, 21]}] | Stack the lime triangular prism on top of the white star | [
[
73,
78,
31,
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: {\"<|cyan|><|cube|>\": 3, \"<|silver|><|moon|>\": 6, \"<|white|><|cube|>\": 8, \"<|white|><|star|>\": 28, \"<|lime|><|triangular prism|>\": 21}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the lime triangular prism on top of the white star\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|local-1-2|><|silver|><|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|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-0|><|white|><|star|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-1-2|><|lime|><|triangular prism|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-3-0|><|cyan|><|cube|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|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-0-1|><|white|><|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: <|lime|><|triangular prism|> found at <|18-19|><|local-1-2|> with height 21\nTarget Placement Location: <|white|><|star|> at <|15-12|><|local-2-0|> with height 28\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|15-12|><|local-2-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|18-19|>\", \"<|local-1-2|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|18-19|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|18-19|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|18-19|>\", \"<|local-1-2|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|15-12|>\", \"<|local-2-0|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|15-12|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|15-12|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|star|>": ["<|2-19|><|local-0-2|>", 8]}] | [{"<|green|><|cube|>": ["<|16-6|><|local-2-0|>", 5]}] | LOCATE OBJECTS:
Target Object: <|purple|><|star|> found at <|2-19|><|local-0-2|> with height 8
Target Placement Location: <|green|><|cube|> at <|16-6|><|local-2-0|> with height 5
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|16-6|><|local-2-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"red-triangular prism": [77, 70, 15]}, {"red-cylinder": [8, 31, 18]}, {"purple-star": [8, 78, 8]}, {"green-cube": [66, 24, 5]}, {"lime-star": [70, 59, 22]}] | Stack the green cube and the purple star in sequence. | [
[
8,
78,
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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|>\": 15, \"<|red|><|cylinder|>\": 18, \"<|purple|><|star|>\": 8, \"<|green|><|cube|>\": 5, \"<|lime|><|star|>\": 22}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the green cube and the purple star in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\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-0-3|><|red|><|cylinder|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|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-0-2|><|purple|><|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|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-2-0|><|green|><|cube|><|16-7|><|empty|><|16-8|><|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|><|local-2-3|><|lime|><|star|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-1-2|><|red|><|triangular prism|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|star|> found at <|2-19|><|local-0-2|> with height 8\nTarget Placement Location: <|green|><|cube|> at <|16-6|><|local-2-0|> with height 5\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|16-6|><|local-2-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|2-19|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|2-19|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-19|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-19|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|16-6|>\", \"<|local-2-0|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|16-6|>\", \"<|local-2-0|>\", 6, 0, 60, 90, 0]\nStep 7: [\"<|16-6|>\", \"<|local-2-0|>\", 6, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|silver|><|moon|>": ["<|10-12|><|local-2-1|>", 11]}] | [{"<|red|><|cylinder|>": ["<|20-13|><|local-0-1|>", 25]}] | LOCATE OBJECTS:
Target Object: <|silver|><|moon|> found at <|10-12|><|local-2-1|> with height 11
Target Placement Location: [80, 53] with height 25. Map [80, 53] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|20-13|><|local-0-1|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|20-13|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|20-13|><|local-0-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"maroon-triangular prism": [5, 79, 23]}, {"violet-cylinder": [16, 60, 30]}, {"yellow-cylinder": [92, 63, 3]}, {"lime-moon": [13, 7, 12]}, {"silver-moon": [42, 49, 11]}, {"red-cylinder": [80, 53, 25]}] | Move the silver moon to [80, 53, 25] | [
[
42,
49,
21,
0,
60,
90,
1
],
[
42,
49,
0,
0,
60,
90,
1
],
[
42,
49,
0,
0,
60,
90,
0
],
[
42,
49,
21,
0,
60,
90,
0
],
[
80,
53,
21,
0,
60,
90,
0
],
[
80,
53,
25,
0,
60,
90,
0
],
[
80,
53,
25,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 23, \"<|violet|><|cylinder|>\": 30, \"<|yellow|><|cylinder|>\": 3, \"<|lime|><|moon|>\": 12, \"<|silver|><|moon|>\": 11, \"<|red|><|cylinder|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the silver moon to [80, 53, 25]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|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-1-3|><|maroon|><|triangular prism|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|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-1-3|><|lime|><|moon|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|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-0-0|><|violet|><|cylinder|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-1|><|silver|><|moon|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-0-1|><|red|><|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|><|local-0-3|><|yellow|><|cylinder|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|silver|><|moon|> found at <|10-12|><|local-2-1|> with height 11\nTarget Placement Location: [80, 53] with height 25. Map [80, 53] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|20-13|><|local-0-1|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|20-13|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|20-13|><|local-0-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|10-12|>\", \"<|local-2-1|>\", 21, 0, 60, 90, 1]\nStep 2: [\"<|10-12|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-12|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-12|>\", \"<|local-2-1|>\", 21, 0, 60, 90, 0]\nStep 5: [\"<|20-13|>\", \"<|local-0-1|>\", 21, 0, 60, 90, 0]\nStep 6: [\"<|20-13|>\", \"<|local-0-1|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|20-13|>\", \"<|local-0-1|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cylinder|>": ["<|11-24|><|local-2-2|>", 30]}] | [{"<|rose|><|container|>": ["<|1-15|><|local-3-0|>", 15]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cylinder|> found at <|11-24|><|local-2-2|> with height 30
Target Placement Location: <|rose|><|container|> at <|1-15|><|local-3-0|> with height 15
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|1-15|><|local-3-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|teal|><|cylinder|> into <|rose|><|container|>.
| [{"violet-moon": [13, 36, 12]}, {"teal-cylinder": [46, 98, 30]}, {"rose-container": [7, 60, 15]}, {"azure-container": [14, 16, 6]}] | Pick up the cylinder and place it into the rose container | [
[
46,
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60,
90,
1
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[
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[
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],
[
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[
7,
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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: {\"<|violet|><|moon|>\": 12, \"<|teal|><|cylinder|>\": 30, \"<|rose|><|container|>\": 15, \"<|azure|><|container|>\": 6}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder and place it into the rose container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|local-3-0|><|rose|><|container|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|local-2-0|><|azure|><|container|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|local-1-0|><|violet|><|moon|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-2|><|teal|><|cylinder|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|cylinder|> found at <|11-24|><|local-2-2|> with height 30\nTarget Placement Location: <|rose|><|container|> at <|1-15|><|local-3-0|> with height 15\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|1-15|><|local-3-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|teal|><|cylinder|> into <|rose|><|container|>.\n\n</think>\n\nStep 1: [\"<|11-24|>\", \"<|local-2-2|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|11-24|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-24|>\", \"<|local-2-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-24|>\", \"<|local-2-2|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|1-15|>\", \"<|local-3-0|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|1-15|>\", \"<|local-3-0|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|1-15|>\", \"<|local-3-0|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|cube|>": ["<|20-4|><|local-3-3|>", 16]}] | [{"<|maroon|><|moon|>": ["<|18-23|><|local-0-0|>", 7]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|cube|> found at <|20-4|><|local-3-3|> with height 16
Target Placement Location: [72, 92] with height 7. Map [72, 92] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|18-23|><|local-0-0|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|18-23|><|local-0-0|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|18-23|><|local-0-0|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"maroon-moon": [72, 92, 7]}, {"red-cylinder": [61, 22, 4]}, {"rose-cylinder": [5, 44, 20]}, {"maroon-cube": [83, 19, 16]}, {"olive-cube": [49, 83, 22]}] | Move the maroon cube to [72, 92, 7] | [
[
83,
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26,
0,
60,
90,
1
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[
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[
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[
72,
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[
72,
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7,
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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|><|moon|>\": 7, \"<|red|><|cylinder|>\": 4, \"<|rose|><|cylinder|>\": 20, \"<|maroon|><|cube|>\": 16, \"<|olive|><|cube|>\": 22}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the maroon cube to [72, 92, 7]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|local-1-0|><|rose|><|cylinder|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-3|><|olive|><|cube|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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-1-2|><|red|><|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|><|local-0-0|><|maroon|><|moon|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|local-3-3|><|maroon|><|cube|><|20-5|><|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 <|20-4|><|local-3-3|> with height 16\nTarget Placement Location: [72, 92] with height 7. Map [72, 92] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|18-23|><|local-0-0|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|18-23|><|local-0-0|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|18-23|><|local-0-0|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|20-4|>\", \"<|local-3-3|>\", 26, 0, 60, 90, 1]\nStep 2: [\"<|20-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|20-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|20-4|>\", \"<|local-3-3|>\", 26, 0, 60, 90, 0]\nStep 5: [\"<|18-23|>\", \"<|local-0-0|>\", 26, 0, 60, 90, 0]\nStep 6: [\"<|18-23|>\", \"<|local-0-0|>\", 7, 0, 60, 90, 0]\nStep 7: [\"<|18-23|>\", \"<|local-0-0|>\", 7, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|triangular prism|>": ["<|3-9|><|local-3-0|>", 27]}] | [{"<|teal|><|cube|>": ["<|10-0|><|local-1-0|>", 15]}] | LOCATE OBJECTS:
Target Object: <|red|><|triangular prism|> found at <|3-9|><|local-3-0|> with height 27
Target Placement Location: <|teal|><|cube|> at <|10-0|><|local-1-0|> with height 15
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|10-0|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"white-moon": [12, 9, 21]}, {"red-triangular prism": [15, 36, 27]}, {"teal-cube": [41, 0, 15]}, {"red-cylinder": [86, 15, 18]}] | Stack the cube and the triangular prism in sequence. | [
[
15,
36,
37,
0,
60,
90,
1
],
[
15,
36,
0,
0,
60,
90,
1
],
[
15,
36,
0,
0,
60,
90,
0
],
[
15,
36,
37,
0,
60,
90,
0
],
[
41,
0,
37,
0,
60,
90,
0
],
[
41,
0,
16,
0,
60,
90,
0
],
[
41,
0,
16,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 21, \"<|red|><|triangular prism|>\": 27, \"<|teal|><|cube|>\": 15, \"<|red|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and the triangular prism in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|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-0-1|><|white|><|moon|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|local-3-0|><|red|><|triangular prism|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-0|><|teal|><|cube|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-2-3|><|red|><|cylinder|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|3-9|><|local-3-0|> with height 27\nTarget Placement Location: <|teal|><|cube|> at <|10-0|><|local-1-0|> with height 15\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|10-0|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|3-9|>\", \"<|local-3-0|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|3-9|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|3-9|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|3-9|>\", \"<|local-3-0|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|10-0|>\", \"<|local-1-0|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|10-0|>\", \"<|local-1-0|>\", 16, 0, 60, 90, 0]\nStep 7: [\"<|10-0|>\", \"<|local-1-0|>\", 16, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|cube|>": ["<|22-6|><|local-2-1|>", 30]}] | [{"<|rose|><|container|>": ["<|24-7|><|local-2-2|>", 15]}] | LOCATE OBJECTS:
Target Object: <|gray|><|cube|> found at <|22-6|><|local-2-1|> with height 30
Target Placement Location: <|rose|><|container|> at <|24-7|><|local-2-2|> with height 15
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|24-7|><|local-2-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|gray|><|cube|> into <|rose|><|container|>.
| [{"silver-moon": [96, 6, 28]}, {"rose-container": [98, 30, 15]}, {"violet-container": [1, 79, 25]}, {"gray-cube": [90, 25, 30]}, {"olive-star": [56, 86, 22]}, {"azure-cylinder": [95, 38, 27]}] | Pick up the cube and place it into the rose container | [
[
90,
25,
40,
0,
60,
90,
1
],
[
90,
25,
0,
0,
60,
90,
1
],
[
90,
25,
0,
0,
60,
90,
0
],
[
90,
25,
40,
0,
60,
90,
0
],
[
98,
30,
40,
0,
60,
90,
0
],
[
98,
30,
15,
0,
60,
90,
0
],
[
98,
30,
15,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|moon|>\": 28, \"<|rose|><|container|>\": 15, \"<|violet|><|container|>\": 25, \"<|gray|><|cube|>\": 30, \"<|olive|><|star|>\": 22, \"<|azure|><|cylinder|>\": 27}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and place it into the rose container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|local-1-3|><|violet|><|container|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-2|><|olive|><|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|><|local-2-1|><|gray|><|cube|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|local-3-2|><|azure|><|cylinder|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|local-0-2|><|silver|><|moon|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|local-2-2|><|rose|><|container|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cube|> found at <|22-6|><|local-2-1|> with height 30\nTarget Placement Location: <|rose|><|container|> at <|24-7|><|local-2-2|> with height 15\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|24-7|><|local-2-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|gray|><|cube|> into <|rose|><|container|>.\n\n</think>\n\nStep 1: [\"<|22-6|>\", \"<|local-2-1|>\", 40, 0, 60, 90, 1]\nStep 2: [\"<|22-6|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|22-6|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|22-6|>\", \"<|local-2-1|>\", 40, 0, 60, 90, 0]\nStep 5: [\"<|24-7|>\", \"<|local-2-2|>\", 40, 0, 60, 90, 0]\nStep 6: [\"<|24-7|>\", \"<|local-2-2|>\", 15, 0, 60, 90, 0]\nStep 7: [\"<|24-7|>\", \"<|local-2-2|>\", 15, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cube|>": ["<|2-15|><|local-0-3|>", 20]}] | [{"<|teal|><|container|>": ["<|0-8|><|local-1-2|>", 19]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cube|> found at <|2-15|><|local-0-3|> with height 20
Target Placement Location: <|teal|><|container|> at <|0-8|><|local-1-2|> with height 19
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|0-8|><|local-1-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|lime|><|cube|> into <|teal|><|container|>.
| [{"silver-cube": [35, 21, 9]}, {"lime-cube": [8, 63, 20]}, {"silver-container": [40, 70, 11]}, {"azure-container": [24, 64, 17]}, {"teal-container": [1, 34, 19]}] | Pick up the lime cube and place it into the teal container | [
[
8,
63,
30,
0,
60,
90,
1
],
[
8,
63,
0,
0,
60,
90,
1
],
[
8,
63,
0,
0,
60,
90,
0
],
[
8,
63,
30,
0,
60,
90,
0
],
[
1,
34,
30,
0,
60,
90,
0
],
[
1,
34,
19,
0,
60,
90,
0
],
[
1,
34,
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: {\"<|silver|><|cube|>\": 9, \"<|lime|><|cube|>\": 20, \"<|silver|><|container|>\": 11, \"<|azure|><|container|>\": 17, \"<|teal|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the lime cube and place it into the 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|><|local-1-2|><|teal|><|container|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|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-0-3|><|lime|><|cube|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-0|><|azure|><|container|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-3-1|><|silver|><|cube|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-0-2|><|silver|><|container|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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: <|lime|><|cube|> found at <|2-15|><|local-0-3|> with height 20\nTarget Placement Location: <|teal|><|container|> at <|0-8|><|local-1-2|> with height 19\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|0-8|><|local-1-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|lime|><|cube|> into <|teal|><|container|>.\n\n</think>\n\nStep 1: [\"<|2-15|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|2-15|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-15|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-15|>\", \"<|local-0-3|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|0-8|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|0-8|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|0-8|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|cube|>": ["<|0-21|><|local-3-2|>", 26]}] | [{"<|green|><|triangular prism|>": ["<|3-18|><|local-0-0|>", 25]}] | LOCATE OBJECTS:
Target Object: <|green|><|cube|> found at <|0-21|><|local-3-2|> with height 26
Target Placement Location: <|green|><|triangular prism|> at <|3-18|><|local-0-0|> with height 25
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|3-18|><|local-0-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"yellow-star": [15, 91, 10]}, {"green-cube": [3, 86, 26]}, {"silver-moon": [39, 69, 12]}, {"black-cylinder": [16, 19, 16]}, {"green-triangular prism": [12, 72, 25]}] | Stack the cube on top of the triangular prism | [
[
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[
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[
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[
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[
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26,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 10, \"<|green|><|cube|>\": 26, \"<|silver|><|moon|>\": 12, \"<|black|><|cylinder|>\": 16, \"<|green|><|triangular prism|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube on top of the 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|><|local-3-2|><|green|><|cube|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|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-0-0|><|green|><|triangular prism|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|local-3-3|><|yellow|><|star|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|local-0-3|><|black|><|cylinder|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|local-3-1|><|silver|><|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|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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: <|green|><|cube|> found at <|0-21|><|local-3-2|> with height 26\nTarget Placement Location: <|green|><|triangular prism|> at <|3-18|><|local-0-0|> with height 25\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|3-18|><|local-0-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|0-21|>\", \"<|local-3-2|>\", 36, 0, 60, 90, 1]\nStep 2: [\"<|0-21|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-21|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-21|>\", \"<|local-3-2|>\", 36, 0, 60, 90, 0]\nStep 5: [\"<|3-18|>\", \"<|local-0-0|>\", 36, 0, 60, 90, 0]\nStep 6: [\"<|3-18|>\", \"<|local-0-0|>\", 26, 0, 60, 90, 0]\nStep 7: [\"<|3-18|>\", \"<|local-0-0|>\", 26, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cube|>": ["<|17-7|><|local-1-0|>", 5]}] | [{"<|azure|><|container|>": ["<|17-14|><|local-2-2|>", 2]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cube|> found at <|17-7|><|local-1-0|> with height 5
Target Placement Location: <|azure|><|container|> at <|17-14|><|local-2-2|> with height 2
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|17-14|><|local-2-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|violet|><|cube|> into <|azure|><|container|>.
| [{"white-container": [45, 87, 25]}, {"violet-cube": [69, 28, 5]}, {"purple-cube": [56, 5, 18]}, {"navy-container": [42, 54, 18]}, {"silver-star": [0, 92, 9]}, {"azure-container": [70, 58, 2]}, {"red-triangular prism": [82, 63, 6]}] | Pick up the violet cube and place it into the azure container | [
[
69,
28,
15,
0,
60,
90,
1
],
[
69,
28,
0,
0,
60,
90,
1
],
[
69,
28,
0,
0,
60,
90,
0
],
[
69,
28,
15,
0,
60,
90,
0
],
[
70,
58,
15,
0,
60,
90,
0
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[
70,
58,
2,
0,
60,
90,
0
],
[
70,
58,
2,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|container|>\": 25, \"<|violet|><|cube|>\": 5, \"<|purple|><|cube|>\": 18, \"<|navy|><|container|>\": 18, \"<|silver|><|star|>\": 9, \"<|azure|><|container|>\": 2, \"<|red|><|triangular prism|>\": 6}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the violet cube and place it into the azure container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|local-0-0|><|silver|><|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|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|navy|><|container|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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-1-3|><|white|><|container|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|local-0-1|><|purple|><|cube|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-1-0|><|violet|><|cube|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|local-2-2|><|azure|><|container|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-2-3|><|red|><|triangular prism|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|violet|><|cube|> found at <|17-7|><|local-1-0|> with height 5\nTarget Placement Location: <|azure|><|container|> at <|17-14|><|local-2-2|> with height 2\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|17-14|><|local-2-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|violet|><|cube|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|17-7|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|17-7|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-7|>\", \"<|local-1-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-7|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|17-14|>\", \"<|local-2-2|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|17-14|>\", \"<|local-2-2|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|17-14|>\", \"<|local-2-2|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cube|>": ["<|17-9|><|local-2-0|>", 1]}] | [{"<|white|><|container|>": ["<|8-0|><|local-0-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cube|> found at <|17-9|><|local-2-0|> with height 1
Target Placement Location: <|white|><|container|> at <|8-0|><|local-0-3|> with height 18
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|8-0|><|local-0-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|lime|><|cube|> into <|white|><|container|>.
| [{"black-moon": [60, 60, 23]}, {"lime-cube": [70, 36, 1]}, {"olive-container": [74, 43, 19]}, {"red-container": [28, 97, 15]}, {"white-container": [32, 3, 18]}, {"azure-star": [61, 80, 15]}] | Pick up the cube and place it into the white container | [
[
70,
36,
14,
0,
60,
90,
1
],
[
70,
36,
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: {\"<|black|><|moon|>\": 23, \"<|lime|><|cube|>\": 1, \"<|olive|><|container|>\": 19, \"<|red|><|container|>\": 15, \"<|white|><|container|>\": 18, \"<|azure|><|star|>\": 15}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and place it into the white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-1|><|red|><|container|>\n<|8-0|><|local-0-3|><|white|><|container|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-0-0|><|black|><|moon|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|local-1-0|><|azure|><|star|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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-2-0|><|lime|><|cube|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|local-2-3|><|olive|><|container|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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 <|17-9|><|local-2-0|> with height 1\nTarget Placement Location: <|white|><|container|> at <|8-0|><|local-0-3|> with height 18\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|8-0|><|local-0-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|lime|><|cube|> into <|white|><|container|>.\n\n</think>\n\nStep 1: [\"<|17-9|>\", \"<|local-2-0|>\", 14, 0, 60, 90, 1]\nStep 2: [\"<|17-9|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-9|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-9|>\", \"<|local-2-0|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|8-0|>\", \"<|local-0-3|>\", 13, 0, 60, 90, 0]\nStep 6: [\"<|8-0|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 0]\nStep 7: [\"<|8-0|>\", \"<|local-0-3|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cube|>": ["<|1-14|><|local-3-2|>", 10]}] | [{"<|silver|><|cube|>": ["<|5-16|><|local-3-3|>", 7]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cube|> found at <|1-14|><|local-3-2|> with height 10
Target Placement Location: <|silver|><|cube|> at <|5-16|><|local-3-3|> with height 7
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|5-16|><|local-3-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"lime-star": [14, 61, 13]}, {"silver-cube": [23, 67, 7]}, {"olive-cube": [7, 58, 10]}, {"azure-moon": [9, 35, 28]}, {"magenta-triangular prism": [50, 5, 28]}, {"navy-moon": [85, 44, 3]}] | Stack the silver cube and the olive cube in sequence. | [
[
7,
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1
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[
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[
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[
23,
67,
8,
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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|><|star|>\": 13, \"<|silver|><|cube|>\": 7, \"<|olive|><|cube|>\": 10, \"<|azure|><|moon|>\": 28, \"<|magenta|><|triangular prism|>\": 28, \"<|navy|><|moon|>\": 3}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the silver cube and the olive cube in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|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-3-2|><|olive|><|cube|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|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-1-3|><|azure|><|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|><|local-2-1|><|lime|><|star|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|local-3-3|><|silver|><|cube|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|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|><|local-2-1|><|magenta|><|triangular prism|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-1-0|><|navy|><|moon|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|1-14|><|local-3-2|> with height 10\nTarget Placement Location: <|silver|><|cube|> at <|5-16|><|local-3-3|> with height 7\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|5-16|><|local-3-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|1-14|>\", \"<|local-3-2|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|1-14|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-14|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-14|>\", \"<|local-3-2|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|5-16|>\", \"<|local-3-3|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|5-16|>\", \"<|local-3-3|>\", 8, 0, 60, 90, 0]\nStep 7: [\"<|5-16|>\", \"<|local-3-3|>\", 8, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|triangular prism|>": ["<|7-2|><|local-2-0|>", 21]}] | [{"<|yellow|><|container|>": ["<|0-15|><|local-2-1|>", 1]}] | LOCATE OBJECTS:
Target Object: <|navy|><|triangular prism|> found at <|7-2|><|local-2-0|> with height 21
Target Placement Location: <|yellow|><|container|> at <|0-15|><|local-2-1|> with height 1
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|0-15|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|navy|><|triangular prism|> into <|yellow|><|container|>.
| [{"navy-triangular prism": [30, 8, 21]}, {"lime-cylinder": [83, 18, 18]}, {"yellow-container": [2, 61, 1]}, {"olive-container": [97, 39, 23]}] | Pick up the triangular prism and place it into the yellow container | [
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60,
90,
1
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[
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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|><|triangular prism|>\": 21, \"<|lime|><|cylinder|>\": 18, \"<|yellow|><|container|>\": 1, \"<|olive|><|container|>\": 23}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism and place it into the yellow container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|local-2-1|><|yellow|><|container|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-0|><|navy|><|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|><|local-3-2|><|lime|><|cylinder|><|20-5|><|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-1-3|><|olive|><|container|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|7-2|><|local-2-0|> with height 21\nTarget Placement Location: <|yellow|><|container|> at <|0-15|><|local-2-1|> with height 1\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|0-15|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|navy|><|triangular prism|> into <|yellow|><|container|>.\n\n</think>\n\nStep 1: [\"<|7-2|>\", \"<|local-2-0|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|7-2|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|7-2|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|7-2|>\", \"<|local-2-0|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|0-15|>\", \"<|local-2-1|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|0-15|>\", \"<|local-2-1|>\", 1, 0, 60, 90, 0]\nStep 7: [\"<|0-15|>\", \"<|local-2-1|>\", 1, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cube|>": ["<|9-18|><|local-2-1|>", 6]}] | [{"<|white|><|triangular prism|>": ["<|20-2|><|local-1-1|>", 26]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cube|> found at <|9-18|><|local-2-1|> with height 6
Target Placement Location: <|white|><|triangular prism|> at <|20-2|><|local-1-1|> with height 26
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|20-2|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"cyan-moon": [7, 37, 23]}, {"navy-cube": [38, 73, 6]}, {"white-moon": [64, 8, 4]}, {"yellow-triangular prism": [87, 93, 10]}, {"white-triangular prism": [81, 9, 26]}, {"rose-star": [12, 89, 22]}, {"magenta-star": [71, 93, 19]}] | Stack the navy cube on top of the white triangular prism | [
[
38,
73,
16,
0,
60,
90,
1
],
[
38,
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0,
60,
90,
1
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[
38,
73,
0,
0,
60,
90,
0
],
[
38,
73,
16,
0,
60,
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],
[
81,
9,
16,
0,
60,
90,
0
],
[
81,
9,
27,
0,
60,
90,
0
],
[
81,
9,
27,
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: {\"<|cyan|><|moon|>\": 23, \"<|navy|><|cube|>\": 6, \"<|white|><|moon|>\": 4, \"<|yellow|><|triangular prism|>\": 10, \"<|white|><|triangular prism|>\": 26, \"<|rose|><|star|>\": 22, \"<|magenta|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the navy cube on top of the 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|><|local-3-1|><|cyan|><|moon|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|local-0-1|><|rose|><|star|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-1|><|navy|><|cube|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|local-0-0|><|white|><|moon|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-3-1|><|magenta|><|star|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-1-1|><|white|><|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|><|local-3-1|><|yellow|><|triangular prism|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cube|> found at <|9-18|><|local-2-1|> with height 6\nTarget Placement Location: <|white|><|triangular prism|> at <|20-2|><|local-1-1|> with height 26\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|20-2|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|9-18|>\", \"<|local-2-1|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|9-18|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-18|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-18|>\", \"<|local-2-1|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|20-2|>\", \"<|local-1-1|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|20-2|>\", \"<|local-1-1|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|20-2|>\", \"<|local-1-1|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|cube|>": ["<|2-0|><|local-2-1|>", 12]}] | [{"<|blue|><|cube|>": ["<|2-20|><|local-2-3|>", 10]}] | LOCATE OBJECTS:
Target Object: <|gray|><|cube|> found at <|2-0|><|local-2-1|> with height 12
Target Placement Location: <|blue|><|cube|> at <|2-20|><|local-2-3|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|2-20|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"magenta-triangular prism": [78, 66, 5]}, {"violet-cylinder": [63, 31, 20]}, {"gray-cylinder": [38, 40, 3]}, {"cyan-triangular prism": [58, 25, 5]}, {"rose-cube": [69, 56, 30]}, {"gray-cube": [10, 1, 12]}, {"blue-cube": [10, 83, 10]}] | Stack the blue cube and the gray cube in sequence. | [
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90,
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[
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10,
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[
10,
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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: {\"<|magenta|><|triangular prism|>\": 5, \"<|violet|><|cylinder|>\": 20, \"<|gray|><|cylinder|>\": 3, \"<|cyan|><|triangular prism|>\": 5, \"<|rose|><|cube|>\": 30, \"<|gray|><|cube|>\": 12, \"<|blue|><|cube|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the gray cube in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|local-2-1|><|gray|><|cube|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|local-2-3|><|blue|><|cube|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-0|><|gray|><|cylinder|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-2-1|><|cyan|><|triangular prism|><|14-7|><|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|><|local-3-3|><|violet|><|cylinder|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-1-0|><|rose|><|cube|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|local-2-2|><|magenta|><|triangular prism|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cube|> found at <|2-0|><|local-2-1|> with height 12\nTarget Placement Location: <|blue|><|cube|> at <|2-20|><|local-2-3|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|2-20|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|2-0|>\", \"<|local-2-1|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|2-0|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-0|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-0|>\", \"<|local-2-1|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|2-20|>\", \"<|local-2-3|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|2-20|>\", \"<|local-2-3|>\", 11, 0, 60, 90, 0]\nStep 7: [\"<|2-20|>\", \"<|local-2-3|>\", 11, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|moon|>": ["<|10-13|><|local-3-2|>", 16]}] | [{"<|navy|><|container|>": ["<|19-4|><|local-3-1|>", 24]}] | LOCATE OBJECTS:
Target Object: <|purple|><|moon|> found at <|10-13|><|local-3-2|> with height 16
Target Placement Location: <|navy|><|container|> at <|19-4|><|local-3-1|> with height 24
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|19-4|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|purple|><|moon|> into <|navy|><|container|>.
| [{"purple-triangular prism": [13, 70, 6]}, {"gray-container": [64, 27, 13]}, {"navy-container": [79, 17, 24]}, {"yellow-container": [2, 61, 2]}, {"purple-moon": [43, 54, 16]}] | Pick up the moon and place it into the navy container | [
[
43,
54,
26,
0,
60,
90,
1
],
[
43,
54,
0,
0,
60,
90,
1
],
[
43,
54,
0,
0,
60,
90,
0
],
[
43,
54,
26,
0,
60,
90,
0
],
[
79,
17,
26,
0,
60,
90,
0
],
[
79,
17,
24,
0,
60,
90,
0
],
[
79,
17,
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: {\"<|purple|><|triangular prism|>\": 6, \"<|gray|><|container|>\": 13, \"<|navy|><|container|>\": 24, \"<|yellow|><|container|>\": 2, \"<|purple|><|moon|>\": 16}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-2-1|><|yellow|><|container|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|local-1-2|><|purple|><|triangular prism|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-2|><|purple|><|moon|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|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-0-3|><|gray|><|container|><|16-7|><|empty|><|16-8|><|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-3-1|><|navy|><|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: <|purple|><|moon|> found at <|10-13|><|local-3-2|> with height 16\nTarget Placement Location: <|navy|><|container|> at <|19-4|><|local-3-1|> with height 24\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|19-4|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|purple|><|moon|> into <|navy|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-13|>\", \"<|local-3-2|>\", 26, 0, 60, 90, 1]\nStep 2: [\"<|10-13|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-13|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-13|>\", \"<|local-3-2|>\", 26, 0, 60, 90, 0]\nStep 5: [\"<|19-4|>\", \"<|local-3-1|>\", 26, 0, 60, 90, 0]\nStep 6: [\"<|19-4|>\", \"<|local-3-1|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|19-4|>\", \"<|local-3-1|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|triangular prism|>": ["<|1-8|><|local-3-0|>", 7]}] | [{"<|blue|><|container|>": ["<|6-21|><|local-3-2|>", 27]}] | LOCATE OBJECTS:
Target Object: <|lime|><|triangular prism|> found at <|1-8|><|local-3-0|> with height 7
Target Placement Location: <|blue|><|container|> at <|6-21|><|local-3-2|> with height 27
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|6-21|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|lime|><|triangular prism|> into <|blue|><|container|>.
| [{"lime-triangular prism": [7, 32, 7]}, {"blue-container": [27, 86, 27]}, {"blue-star": [29, 75, 28]}, {"green-container": [67, 62, 19]}] | Pick up the triangular prism and place it into the blue container | [
[
7,
32,
17,
0,
60,
90,
1
],
[
7,
32,
0,
0,
60,
90,
1
],
[
7,
32,
0,
0,
60,
90,
0
],
[
7,
32,
17,
0,
60,
90,
0
],
[
27,
86,
17,
0,
60,
90,
0
],
[
27,
86,
27,
0,
60,
90,
0
],
[
27,
86,
27,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 7, \"<|blue|><|container|>\": 27, \"<|blue|><|star|>\": 28, \"<|green|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism 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|><|local-3-0|><|lime|><|triangular prism|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-2|><|blue|><|container|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-1-3|><|blue|><|star|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-3-2|><|green|><|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|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|lime|><|triangular prism|> found at <|1-8|><|local-3-0|> with height 7\nTarget Placement Location: <|blue|><|container|> at <|6-21|><|local-3-2|> with height 27\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|6-21|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|lime|><|triangular prism|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|1-8|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|1-8|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-8|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-8|>\", \"<|local-3-0|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|6-21|>\", \"<|local-3-2|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|6-21|>\", \"<|local-3-2|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|6-21|>\", \"<|local-3-2|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|star|>": ["<|2-16|><|local-1-2|>", 23]}] | [{"<|green|><|cube|>": ["<|4-22|><|local-1-0|>", 28]}] | LOCATE OBJECTS:
Target Object: <|navy|><|star|> found at <|2-16|><|local-1-2|> with height 23
Target Placement Location: [17, 88] with height 28. Map [17, 88] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|4-22|><|local-1-0|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|4-22|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|4-22|><|local-1-0|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"green-cylinder": [87, 36, 29]}, {"blue-triangular prism": [83, 91, 16]}, {"navy-star": [9, 66, 23]}, {"green-cube": [17, 88, 28]}, {"yellow-moon": [13, 85, 20]}, {"purple-triangular prism": [81, 13, 14]}, {"silver-cube": [46, 50, 16]}] | Move the navy star to [17, 88, 28] | [
[
9,
66,
33,
0,
60,
90,
1
],
[
9,
66,
0,
0,
60,
90,
1
],
[
9,
66,
0,
0,
60,
90,
0
],
[
9,
66,
33,
0,
60,
90,
0
],
[
17,
88,
33,
0,
60,
90,
0
],
[
17,
88,
28,
0,
60,
90,
0
],
[
17,
88,
28,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|cylinder|>\": 29, \"<|blue|><|triangular prism|>\": 16, \"<|navy|><|star|>\": 23, \"<|green|><|cube|>\": 28, \"<|yellow|><|moon|>\": 20, \"<|purple|><|triangular prism|>\": 14, \"<|silver|><|cube|>\": 16}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the navy star to [17, 88, 28]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|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-1-2|><|navy|><|star|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|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-1-1|><|yellow|><|moon|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|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-1-0|><|green|><|cube|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-2|><|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|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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-1-1|><|purple|><|triangular prism|><|20-4|><|empty|><|20-5|><|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-3-3|><|blue|><|triangular prism|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|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-3-0|><|green|><|cylinder|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|2-16|><|local-1-2|> with height 23\nTarget Placement Location: [17, 88] with height 28. Map [17, 88] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|4-22|><|local-1-0|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|4-22|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|4-22|><|local-1-0|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|2-16|>\", \"<|local-1-2|>\", 33, 0, 60, 90, 1]\nStep 2: [\"<|2-16|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-16|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-16|>\", \"<|local-1-2|>\", 33, 0, 60, 90, 0]\nStep 5: [\"<|4-22|>\", \"<|local-1-0|>\", 33, 0, 60, 90, 0]\nStep 6: [\"<|4-22|>\", \"<|local-1-0|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|4-22|>\", \"<|local-1-0|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|moon|>": ["<|5-4|><|local-2-0|>", 10]}] | [{"<|magenta|><|container|>": ["<|20-15|><|local-0-2|>", 10]}] | LOCATE OBJECTS:
Target Object: <|gray|><|moon|> found at <|5-4|><|local-2-0|> with height 10
Target Placement Location: <|magenta|><|container|> at <|20-15|><|local-0-2|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|20-15|><|local-0-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|gray|><|moon|> into <|magenta|><|container|>.
| [{"violet-moon": [58, 53, 28]}, {"magenta-container": [80, 62, 10]}, {"lime-star": [87, 77, 15]}, {"silver-moon": [10, 30, 23]}, {"cyan-triangular prism": [67, 36, 3]}, {"black-container": [41, 33, 15]}, {"gray-moon": [22, 16, 10]}] | Pick up the gray moon and place it into the magenta container | [
[
22,
16,
20,
0,
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1
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[
22,
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[
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[
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[
80,
62,
10,
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60,
90,
0
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[
80,
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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: {\"<|violet|><|moon|>\": 28, \"<|magenta|><|container|>\": 10, \"<|lime|><|star|>\": 15, \"<|silver|><|moon|>\": 23, \"<|cyan|><|triangular prism|>\": 3, \"<|black|><|container|>\": 15, \"<|gray|><|moon|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-2-2|><|silver|><|moon|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|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-2-0|><|gray|><|moon|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-1|><|black|><|container|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-2-1|><|violet|><|moon|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|local-3-0|><|cyan|><|triangular prism|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-0-2|><|magenta|><|container|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|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-3-1|><|lime|><|star|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|moon|> found at <|5-4|><|local-2-0|> with height 10\nTarget Placement Location: <|magenta|><|container|> at <|20-15|><|local-0-2|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|20-15|><|local-0-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|gray|><|moon|> into <|magenta|><|container|>.\n\n</think>\n\nStep 1: [\"<|5-4|>\", \"<|local-2-0|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|5-4|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-4|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-4|>\", \"<|local-2-0|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|20-15|>\", \"<|local-0-2|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|20-15|>\", \"<|local-0-2|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|20-15|>\", \"<|local-0-2|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|violet|><|cube|>": ["<|10-4|><|local-2-0|>", 19]}] | [{"<|blue|><|container|>": ["<|1-13|><|local-2-0|>", 26]}] | LOCATE OBJECTS:
Target Object: <|violet|><|cube|> found at <|10-4|><|local-2-0|> with height 19
Target Placement Location: <|blue|><|container|> at <|1-13|><|local-2-0|> with height 26
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|1-13|><|local-2-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|violet|><|cube|> into <|blue|><|container|>.
| [{"blue-container": [6, 52, 26]}, {"violet-cube": [42, 16, 19]}, {"yellow-container": [57, 66, 22]}, {"black-container": [5, 37, 1]}] | Pick up the cube and place it into the blue container | [
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[
6,
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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|><|container|>\": 26, \"<|violet|><|cube|>\": 19, \"<|yellow|><|container|>\": 22, \"<|black|><|container|>\": 1}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-1-1|><|black|><|container|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|local-2-0|><|blue|><|container|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-0|><|violet|><|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|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|local-1-2|><|yellow|><|container|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|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: <|violet|><|cube|> found at <|10-4|><|local-2-0|> with height 19\nTarget Placement Location: <|blue|><|container|> at <|1-13|><|local-2-0|> with height 26\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|1-13|><|local-2-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|violet|><|cube|> into <|blue|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-4|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|10-4|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-4|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-4|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|1-13|>\", \"<|local-2-0|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|1-13|>\", \"<|local-2-0|>\", 26, 0, 60, 90, 0]\nStep 7: [\"<|1-13|>\", \"<|local-2-0|>\", 26, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|cylinder|>": ["<|20-1|><|local-0-1|>", 1]}] | [{"<|azure|><|container|>": ["<|15-14|><|local-1-0|>", 27]}] | LOCATE OBJECTS:
Target Object: <|blue|><|cylinder|> found at <|20-1|><|local-0-1|> with height 1
Target Placement Location: <|azure|><|container|> at <|15-14|><|local-1-0|> with height 27
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|15-14|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|cylinder|> into <|azure|><|container|>.
| [{"blue-cylinder": [80, 5, 1]}, {"maroon-cylinder": [8, 57, 18]}, {"silver-container": [25, 64, 14]}, {"azure-container": [61, 56, 27]}, {"cyan-triangular prism": [27, 91, 11]}] | Pick up the blue cylinder and place it into the azure container | [
[
80,
5,
14,
0,
60,
90,
1
],
[
80,
5,
0,
0,
60,
90,
1
],
[
80,
5,
0,
0,
60,
90,
0
],
[
80,
5,
14,
0,
60,
90,
0
],
[
61,
56,
15,
0,
60,
90,
0
],
[
61,
56,
27,
0,
60,
90,
0
],
[
61,
56,
27,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|cylinder|>\": 1, \"<|maroon|><|cylinder|>\": 18, \"<|silver|><|container|>\": 14, \"<|azure|><|container|>\": 27, \"<|cyan|><|triangular prism|>\": 11}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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|><|local-0-1|><|maroon|><|cylinder|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-0|><|silver|><|container|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|local-3-3|><|cyan|><|triangular prism|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-1-0|><|azure|><|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|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|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-0-1|><|blue|><|cylinder|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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 <|20-1|><|local-0-1|> with height 1\nTarget Placement Location: <|azure|><|container|> at <|15-14|><|local-1-0|> with height 27\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|15-14|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|cylinder|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|20-1|>\", \"<|local-0-1|>\", 14, 0, 60, 90, 1]\nStep 2: [\"<|20-1|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|20-1|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|20-1|>\", \"<|local-0-1|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|15-14|>\", \"<|local-1-0|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|15-14|>\", \"<|local-1-0|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|15-14|>\", \"<|local-1-0|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|star|>": ["<|2-19|><|local-3-1|>", 22]}] | [{"<|gray|><|container|>": ["<|9-21|><|local-0-2|>", 28]}] | LOCATE OBJECTS:
Target Object: <|gray|><|star|> found at <|2-19|><|local-3-1|> with height 22
Target Placement Location: <|gray|><|container|> at <|9-21|><|local-0-2|> with height 28
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-21|><|local-0-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|gray|><|star|> into <|gray|><|container|>.
| [{"gray-container": [36, 86, 28]}, {"lime-container": [81, 48, 21]}, {"navy-triangular prism": [68, 38, 2]}, {"gray-star": [11, 77, 22]}, {"navy-cube": [68, 73, 14]}] | Pick up the star and place it into the gray container | [
[
11,
77,
32,
0,
60,
90,
1
],
[
11,
77,
0,
0,
60,
90,
1
],
[
11,
77,
0,
0,
60,
90,
0
],
[
11,
77,
32,
0,
60,
90,
0
],
[
36,
86,
32,
0,
60,
90,
0
],
[
36,
86,
28,
0,
60,
90,
0
],
[
36,
86,
28,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|container|>\": 28, \"<|lime|><|container|>\": 21, \"<|navy|><|triangular prism|>\": 2, \"<|gray|><|star|>\": 22, \"<|navy|><|cube|>\": 14}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 star and place it into the gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|local-3-1|><|gray|><|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|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-0-2|><|gray|><|container|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-0-2|><|navy|><|triangular prism|><|17-10|><|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-0-1|><|navy|><|cube|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|local-1-0|><|lime|><|container|><|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|><|star|> found at <|2-19|><|local-3-1|> with height 22\nTarget Placement Location: <|gray|><|container|> at <|9-21|><|local-0-2|> with height 28\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-21|><|local-0-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|gray|><|star|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|2-19|>\", \"<|local-3-1|>\", 32, 0, 60, 90, 1]\nStep 2: [\"<|2-19|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-19|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-19|>\", \"<|local-3-1|>\", 32, 0, 60, 90, 0]\nStep 5: [\"<|9-21|>\", \"<|local-0-2|>\", 32, 0, 60, 90, 0]\nStep 6: [\"<|9-21|>\", \"<|local-0-2|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|9-21|>\", \"<|local-0-2|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|maroon|><|star|>": ["<|0-19|><|local-1-2|>", 21]}] | [{"<|violet|><|container|>": ["<|5-13|><|local-1-1|>", 26]}] | LOCATE OBJECTS:
Target Object: <|maroon|><|star|> found at <|0-19|><|local-1-2|> with height 21
Target Placement Location: <|violet|><|container|> at <|5-13|><|local-1-1|> with height 26
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|5-13|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|maroon|><|star|> into <|violet|><|container|>.
| [{"maroon-star": [1, 78, 21]}, {"white-container": [27, 45, 23]}, {"violet-container": [21, 53, 26]}, {"maroon-cube": [64, 39, 5]}, {"black-moon": [40, 20, 7]}, {"magenta-cylinder": [89, 92, 22]}] | Pick up the star and place it into the violet container | [
[
1,
78,
31,
0,
60,
90,
1
],
[
1,
78,
0,
0,
60,
90,
1
],
[
1,
78,
0,
0,
60,
90,
0
],
[
1,
78,
31,
0,
60,
90,
0
],
[
21,
53,
31,
0,
60,
90,
0
],
[
21,
53,
26,
0,
60,
90,
0
],
[
21,
53,
26,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 21, \"<|white|><|container|>\": 23, \"<|violet|><|container|>\": 26, \"<|maroon|><|cube|>\": 5, \"<|black|><|moon|>\": 7, \"<|magenta|><|cylinder|>\": 22}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 star and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|local-1-2|><|maroon|><|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|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|local-1-1|><|violet|><|container|><|5-14|><|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-3-1|><|white|><|container|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|local-0-0|><|black|><|moon|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-0-3|><|maroon|><|cube|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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|><|local-1-0|><|magenta|><|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: <|maroon|><|star|> found at <|0-19|><|local-1-2|> with height 21\nTarget Placement Location: <|violet|><|container|> at <|5-13|><|local-1-1|> with height 26\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|5-13|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|maroon|><|star|> into <|violet|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-19|>\", \"<|local-1-2|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|0-19|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-19|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-19|>\", \"<|local-1-2|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|5-13|>\", \"<|local-1-1|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|5-13|>\", \"<|local-1-1|>\", 26, 0, 60, 90, 0]\nStep 7: [\"<|5-13|>\", \"<|local-1-1|>\", 26, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|cylinder|>": ["<|16-18|><|local-2-1|>", 10]}] | [{"<|blue|><|cube|>": ["<|5-5|><|local-2-3|>", 25]}] | LOCATE OBJECTS:
Target Object: <|purple|><|cylinder|> found at <|16-18|><|local-2-1|> with height 10
Target Placement Location: <|blue|><|cube|> at <|5-5|><|local-2-3|> with height 25
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|5-5|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"purple-cylinder": [66, 73, 10]}, {"teal-moon": [40, 89, 1]}, {"maroon-triangular prism": [96, 61, 22]}, {"blue-cube": [22, 23, 25]}] | Stack the cylinder on top of the cube | [
[
66,
73,
20,
0,
60,
90,
1
],
[
66,
73,
0,
0,
60,
90,
1
],
[
66,
73,
0,
0,
60,
90,
0
],
[
66,
73,
20,
0,
60,
90,
0
],
[
22,
23,
20,
0,
60,
90,
0
],
[
22,
23,
26,
0,
60,
90,
0
],
[
22,
23,
26,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 10, \"<|teal|><|moon|>\": 1, \"<|maroon|><|triangular prism|>\": 22, \"<|blue|><|cube|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder on top of the 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|><|local-2-3|><|blue|><|cube|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|teal|><|moon|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-2-1|><|purple|><|cylinder|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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|><|local-0-1|><|maroon|><|triangular prism|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|cylinder|> found at <|16-18|><|local-2-1|> with height 10\nTarget Placement Location: <|blue|><|cube|> at <|5-5|><|local-2-3|> with height 25\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|5-5|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|16-18|>\", \"<|local-2-1|>\", 20, 0, 60, 90, 1]\nStep 2: [\"<|16-18|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-18|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-18|>\", \"<|local-2-1|>\", 20, 0, 60, 90, 0]\nStep 5: [\"<|5-5|>\", \"<|local-2-3|>\", 20, 0, 60, 90, 0]\nStep 6: [\"<|5-5|>\", \"<|local-2-3|>\", 26, 0, 60, 90, 0]\nStep 7: [\"<|5-5|>\", \"<|local-2-3|>\", 26, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|cylinder|>": ["<|11-2|><|local-2-0|>", 16]}] | [{"<|navy|><|container|>": ["<|18-10|><|local-1-3|>", 30]}] | LOCATE OBJECTS:
Target Object: <|black|><|cylinder|> found at <|11-2|><|local-2-0|> with height 16
Target Placement Location: <|navy|><|container|> at <|18-10|><|local-1-3|> with height 30
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|18-10|><|local-1-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|black|><|cylinder|> into <|navy|><|container|>.
| [{"navy-cube": [68, 91, 25]}, {"yellow-container": [70, 2, 22]}, {"violet-cylinder": [34, 94, 8]}, {"black-cylinder": [46, 8, 16]}, {"green-cube": [94, 8, 5]}, {"navy-container": [73, 43, 30]}] | Pick up the black cylinder and place it into the navy container | [
[
46,
8,
26,
0,
60,
90,
1
],
[
46,
8,
0,
0,
60,
90,
1
],
[
46,
8,
0,
0,
60,
90,
0
],
[
46,
8,
26,
0,
60,
90,
0
],
[
73,
43,
26,
0,
60,
90,
0
],
[
73,
43,
30,
0,
60,
90,
0
],
[
73,
43,
30,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 25, \"<|yellow|><|container|>\": 22, \"<|violet|><|cylinder|>\": 8, \"<|black|><|cylinder|>\": 16, \"<|green|><|cube|>\": 5, \"<|navy|><|container|>\": 30}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 navy container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|local-2-2|><|violet|><|cylinder|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|cylinder|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-2-2|><|yellow|><|container|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|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|><|local-0-3|><|navy|><|cube|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|local-1-3|><|navy|><|container|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|local-2-0|><|green|><|cube|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|11-2|><|local-2-0|> with height 16\nTarget Placement Location: <|navy|><|container|> at <|18-10|><|local-1-3|> with height 30\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|18-10|><|local-1-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|black|><|cylinder|> into <|navy|><|container|>.\n\n</think>\n\nStep 1: [\"<|11-2|>\", \"<|local-2-0|>\", 26, 0, 60, 90, 1]\nStep 2: [\"<|11-2|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-2|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-2|>\", \"<|local-2-0|>\", 26, 0, 60, 90, 0]\nStep 5: [\"<|18-10|>\", \"<|local-1-3|>\", 26, 0, 60, 90, 0]\nStep 6: [\"<|18-10|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 0]\nStep 7: [\"<|18-10|>\", \"<|local-1-3|>\", 30, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|triangular prism|>": ["<|5-21|><|local-3-3|>", 2]}] | [{"<|silver|><|container|>": ["<|9-21|><|local-1-1|>", 6]}] | LOCATE OBJECTS:
Target Object: <|blue|><|triangular prism|> found at <|5-21|><|local-3-3|> with height 2
Target Placement Location: <|silver|><|container|> at <|9-21|><|local-1-1|> with height 6
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-21|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|triangular prism|> into <|silver|><|container|>.
| [{"blue-triangular prism": [23, 87, 2]}, {"purple-container": [91, 48, 18]}, {"silver-container": [37, 85, 6]}, {"teal-container": [19, 28, 28]}] | Pick up the triangular prism and place it into the silver container | [
[
23,
87,
12,
0,
60,
90,
1
],
[
23,
87,
0,
0,
60,
90,
1
],
[
23,
87,
0,
0,
60,
90,
0
],
[
23,
87,
14,
0,
60,
90,
0
],
[
37,
85,
14,
0,
60,
90,
0
],
[
37,
85,
6,
0,
60,
90,
0
],
[
37,
85,
6,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|triangular prism|>\": 2, \"<|purple|><|container|>\": 18, \"<|silver|><|container|>\": 6, \"<|teal|><|container|>\": 28}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-3-0|><|teal|><|container|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-3|><|blue|><|triangular prism|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|local-1-1|><|silver|><|container|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-3-0|><|purple|><|container|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|5-21|><|local-3-3|> with height 2\nTarget Placement Location: <|silver|><|container|> at <|9-21|><|local-1-1|> with height 6\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-21|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|triangular prism|> into <|silver|><|container|>.\n\n</think>\n\nStep 1: [\"<|5-21|>\", \"<|local-3-3|>\", 12, 0, 60, 90, 1]\nStep 2: [\"<|5-21|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-21|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-21|>\", \"<|local-3-3|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|9-21|>\", \"<|local-1-1|>\", 14, 0, 60, 90, 0]\nStep 6: [\"<|9-21|>\", \"<|local-1-1|>\", 6, 0, 60, 90, 0]\nStep 7: [\"<|9-21|>\", \"<|local-1-1|>\", 6, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|lime|><|cylinder|>": ["<|6-4|><|local-3-3|>", 21]}] | [{"<|maroon|><|star|>": ["<|1-4|><|local-1-0|>", 12]}] | LOCATE OBJECTS:
Target Object: <|lime|><|cylinder|> found at <|6-4|><|local-3-3|> with height 21
Target Placement Location: <|maroon|><|star|> at <|1-4|><|local-1-0|> with height 12
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|1-4|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"lime-moon": [77, 52, 13]}, {"lime-star": [39, 70, 9]}, {"yellow-cylinder": [93, 72, 19]}, {"maroon-star": [5, 16, 12]}, {"lime-cylinder": [27, 19, 21]}, {"gray-moon": [39, 43, 10]}] | Stack the lime cylinder on top of the maroon star | [
[
27,
19,
31,
0,
60,
90,
1
],
[
27,
19,
0,
0,
60,
90,
1
],
[
27,
19,
0,
0,
60,
90,
0
],
[
27,
19,
31,
0,
60,
90,
0
],
[
5,
16,
31,
0,
60,
90,
0
],
[
5,
16,
13,
0,
60,
90,
0
],
[
5,
16,
13,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 13, \"<|lime|><|star|>\": 9, \"<|yellow|><|cylinder|>\": 19, \"<|maroon|><|star|>\": 12, \"<|lime|><|cylinder|>\": 21, \"<|gray|><|moon|>\": 10}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-1-0|><|maroon|><|star|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-3|><|lime|><|cylinder|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-3-3|><|gray|><|moon|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|local-3-2|><|lime|><|star|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-1-0|><|lime|><|moon|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|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-1-0|><|yellow|><|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: <|lime|><|cylinder|> found at <|6-4|><|local-3-3|> with height 21\nTarget Placement Location: <|maroon|><|star|> at <|1-4|><|local-1-0|> with height 12\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|1-4|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|6-4|>\", \"<|local-3-3|>\", 31, 0, 60, 90, 1]\nStep 2: [\"<|6-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|6-4|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|6-4|>\", \"<|local-3-3|>\", 31, 0, 60, 90, 0]\nStep 5: [\"<|1-4|>\", \"<|local-1-0|>\", 31, 0, 60, 90, 0]\nStep 6: [\"<|1-4|>\", \"<|local-1-0|>\", 13, 0, 60, 90, 0]\nStep 7: [\"<|1-4|>\", \"<|local-1-0|>\", 13, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|cyan|><|cylinder|>": ["<|1-0|><|local-1-3|>", 28]}] | [{"<|white|><|cube|>": ["<|18-14|><|local-2-2|>", 13]}] | LOCATE OBJECTS:
Target Object: <|cyan|><|cylinder|> found at <|1-0|><|local-1-3|> with height 28
Target Placement Location: <|white|><|cube|> at <|18-14|><|local-2-2|> with height 13
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|18-14|><|local-2-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"white-cube": [74, 58, 13]}, {"cyan-star": [59, 35, 4]}, {"navy-moon": [86, 6, 20]}, {"yellow-container": [98, 69, 15]}, {"cyan-cylinder": [5, 3, 28]}, {"violet-triangular prism": [15, 48, 26]}] | Stack the cube and the cylinder in sequence. | [
[
5,
3,
38,
0,
60,
90,
1
],
[
5,
3,
0,
0,
60,
90,
1
],
[
5,
3,
0,
0,
60,
90,
0
],
[
5,
3,
38,
0,
60,
90,
0
],
[
74,
58,
38,
0,
60,
90,
0
],
[
74,
58,
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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|><|cube|>\": 13, \"<|cyan|><|star|>\": 4, \"<|navy|><|moon|>\": 20, \"<|yellow|><|container|>\": 15, \"<|cyan|><|cylinder|>\": 28, \"<|violet|><|triangular prism|>\": 26}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and the cylinder in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|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-1-3|><|cyan|><|cylinder|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|local-3-0|><|violet|><|triangular prism|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-3|><|cyan|><|star|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|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|><|local-2-2|><|white|><|cube|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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-2-2|><|navy|><|moon|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|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|><|yellow|><|container|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|1-0|><|local-1-3|> with height 28\nTarget Placement Location: <|white|><|cube|> at <|18-14|><|local-2-2|> with height 13\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|18-14|><|local-2-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|1-0|>\", \"<|local-1-3|>\", 38, 0, 60, 90, 1]\nStep 2: [\"<|1-0|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-0|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-0|>\", \"<|local-1-3|>\", 38, 0, 60, 90, 0]\nStep 5: [\"<|18-14|>\", \"<|local-2-2|>\", 38, 0, 60, 90, 0]\nStep 6: [\"<|18-14|>\", \"<|local-2-2|>\", 14, 0, 60, 90, 0]\nStep 7: [\"<|18-14|>\", \"<|local-2-2|>\", 14, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|triangular prism|>": ["<|2-1|><|local-0-1|>", 19]}] | [{"<|silver|><|container|>": ["<|11-15|><|local-0-2|>", 1]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|triangular prism|> found at <|2-1|><|local-0-1|> with height 19
Target Placement Location: <|silver|><|container|> at <|11-15|><|local-0-2|> with height 1
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|11-15|><|local-0-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|yellow|><|triangular prism|> into <|silver|><|container|>.
| [{"azure-cube": [80, 0, 15]}, {"magenta-star": [1, 71, 30]}, {"cyan-container": [74, 64, 5]}, {"silver-container": [44, 62, 1]}, {"yellow-triangular prism": [8, 5, 19]}, {"black-star": [98, 89, 20]}] | Pick up the yellow triangular prism and place it into the silver container | [
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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|>\": 15, \"<|magenta|><|star|>\": 30, \"<|cyan|><|container|>\": 5, \"<|silver|><|container|>\": 1, \"<|yellow|><|triangular prism|>\": 19, \"<|black|><|star|>\": 20}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the yellow triangular prism and place it into the 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|><|local-1-3|><|magenta|><|star|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|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-0-1|><|yellow|><|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|><|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|><|local-0-2|><|silver|><|container|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-0|><|cyan|><|container|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|local-0-0|><|azure|><|cube|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-2-1|><|black|><|star|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|2-1|><|local-0-1|> with height 19\nTarget Placement Location: <|silver|><|container|> at <|11-15|><|local-0-2|> with height 1\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|11-15|><|local-0-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|yellow|><|triangular prism|> into <|silver|><|container|>.\n\n</think>\n\nStep 1: [\"<|2-1|>\", \"<|local-0-1|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|2-1|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-1|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-1|>\", \"<|local-0-1|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|11-15|>\", \"<|local-0-2|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|11-15|>\", \"<|local-0-2|>\", 1, 0, 60, 90, 0]\nStep 7: [\"<|11-15|>\", \"<|local-0-2|>\", 1, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cylinder|>": ["<|23-0|><|local-3-3|>", 27]}] | [{"<|silver|><|container|>": ["<|14-0|><|local-3-1|>", 8]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cylinder|> found at <|23-0|><|local-3-3|> with height 27
Target Placement Location: <|silver|><|container|> at <|14-0|><|local-3-1|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|14-0|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|azure|><|cylinder|> into <|silver|><|container|>.
| [{"violet-triangular prism": [5, 62, 12]}, {"silver-container": [59, 1, 8]}, {"red-container": [50, 2, 18]}, {"azure-cylinder": [95, 3, 27]}, {"cyan-moon": [78, 78, 11]}, {"lime-container": [78, 6, 14]}, {"gray-triangular prism": [44, 61, 30]}] | Pick up the azure cylinder and place it into the silver container | [
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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: {\"<|violet|><|triangular prism|>\": 12, \"<|silver|><|container|>\": 8, \"<|red|><|container|>\": 18, \"<|azure|><|cylinder|>\": 27, \"<|cyan|><|moon|>\": 11, \"<|lime|><|container|>\": 14, \"<|gray|><|triangular prism|>\": 30}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-1-2|><|violet|><|triangular prism|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-1|><|gray|><|triangular prism|><|11-16|><|empty|><|11-17|><|empty|><|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-2-2|><|red|><|container|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|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-3-1|><|silver|><|container|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-2-2|><|lime|><|container|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|local-2-2|><|cyan|><|moon|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|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-3-3|><|azure|><|cylinder|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|23-0|><|local-3-3|> with height 27\nTarget Placement Location: <|silver|><|container|> at <|14-0|><|local-3-1|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|14-0|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|azure|><|cylinder|> into <|silver|><|container|>.\n\n</think>\n\nStep 1: [\"<|23-0|>\", \"<|local-3-3|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|23-0|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|23-0|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|23-0|>\", \"<|local-3-3|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|14-0|>\", \"<|local-3-1|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|14-0|>\", \"<|local-3-1|>\", 8, 0, 60, 90, 0]\nStep 7: [\"<|14-0|>\", \"<|local-3-1|>\", 8, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cube|>": ["<|18-13|><|local-3-0|>", 6]}] | [{"<|purple|><|container|>": ["<|7-14|><|local-1-1|>", 2]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cube|> found at <|18-13|><|local-3-0|> with height 6
Target Placement Location: <|purple|><|container|> at <|7-14|><|local-1-1|> with height 2
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|7-14|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|azure|><|cube|> into <|purple|><|container|>.
| [{"azure-cube": [75, 52, 6]}, {"navy-container": [39, 73, 12]}, {"purple-container": [29, 57, 2]}, {"yellow-container": [88, 16, 29]}] | Pick up the cube and place it into the purple container | [
[
75,
52,
16,
0,
60,
90,
1
],
[
75,
52,
0,
0,
60,
90,
1
],
[
75,
52,
0,
0,
60,
90,
0
],
[
75,
52,
16,
0,
60,
90,
0
],
[
29,
57,
16,
0,
60,
90,
0
],
[
29,
57,
2,
0,
60,
90,
0
],
[
29,
57,
2,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 6, \"<|navy|><|container|>\": 12, \"<|purple|><|container|>\": 2, \"<|yellow|><|container|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and place it into the purple container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|local-1-1|><|purple|><|container|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|local-3-1|><|navy|><|container|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-3-0|><|azure|><|cube|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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-0-0|><|yellow|><|container|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|18-13|><|local-3-0|> with height 6\nTarget Placement Location: <|purple|><|container|> at <|7-14|><|local-1-1|> with height 2\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|7-14|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|azure|><|cube|> into <|purple|><|container|>.\n\n</think>\n\nStep 1: [\"<|18-13|>\", \"<|local-3-0|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|18-13|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|18-13|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|18-13|>\", \"<|local-3-0|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|7-14|>\", \"<|local-1-1|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|7-14|>\", \"<|local-1-1|>\", 2, 0, 60, 90, 0]\nStep 7: [\"<|7-14|>\", \"<|local-1-1|>\", 2, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|moon|>": ["<|3-5|><|local-2-1|>", 8]}] | [{"<|purple|><|cube|>": ["<|12-16|><|local-1-0|>", 27]}] | LOCATE OBJECTS:
Target Object: <|white|><|moon|> found at <|3-5|><|local-2-1|> with height 8
Target Placement Location: <|purple|><|cube|> at <|12-16|><|local-1-0|> with height 27
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|12-16|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"purple-cube": [49, 64, 27]}, {"maroon-triangular prism": [19, 80, 22]}, {"white-moon": [14, 21, 8]}, {"green-star": [24, 82, 23]}] | Stack the moon on top of the cube | [
[
14,
21,
18,
0,
60,
90,
1
],
[
14,
21,
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0,
60,
90,
1
],
[
14,
21,
0,
0,
60,
90,
0
],
[
14,
21,
18,
0,
60,
90,
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],
[
49,
64,
18,
0,
60,
90,
0
],
[
49,
64,
28,
0,
60,
90,
0
],
[
49,
64,
28,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|cube|>\": 27, \"<|maroon|><|triangular prism|>\": 22, \"<|white|><|moon|>\": 8, \"<|green|><|star|>\": 23}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 moon on top of the 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|><|local-2-1|><|white|><|moon|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|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-3-0|><|maroon|><|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|><|local-0-2|><|green|><|star|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-1-0|><|purple|><|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|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|3-5|><|local-2-1|> with height 8\nTarget Placement Location: <|purple|><|cube|> at <|12-16|><|local-1-0|> with height 27\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|12-16|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|3-5|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|3-5|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|3-5|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|3-5|>\", \"<|local-2-1|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|12-16|>\", \"<|local-1-0|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|12-16|>\", \"<|local-1-0|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|12-16|>\", \"<|local-1-0|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|purple|><|moon|>": ["<|19-17|><|local-0-2|>", 2]}] | [{"<|blue|><|cube|>": ["<|10-19|><|local-0-0|>", 23]}] | LOCATE OBJECTS:
Target Object: <|purple|><|moon|> found at <|19-17|><|local-0-2|> with height 2
Target Placement Location: <|blue|><|cube|> at <|10-19|><|local-0-0|> with height 23
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|10-19|><|local-0-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"purple-moon": [76, 70, 2]}, {"cyan-star": [57, 17, 11]}, {"rose-moon": [88, 81, 8]}, {"red-star": [52, 57, 4]}, {"green-moon": [62, 65, 16]}, {"blue-cube": [40, 76, 23]}] | Stack the blue cube and the purple moon in sequence. | [
[
76,
70,
15,
0,
60,
90,
1
],
[
76,
70,
0,
0,
60,
90,
1
],
[
76,
70,
0,
0,
60,
90,
0
],
[
76,
70,
14,
0,
60,
90,
0
],
[
40,
76,
12,
0,
60,
90,
0
],
[
40,
76,
24,
0,
60,
90,
0
],
[
40,
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: {\"<|purple|><|moon|>\": 2, \"<|cyan|><|star|>\": 11, \"<|rose|><|moon|>\": 8, \"<|red|><|star|>\": 4, \"<|green|><|moon|>\": 16, \"<|blue|><|cube|>\": 23}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the purple moon in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-0-0|><|blue|><|cube|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|local-0-1|><|red|><|star|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|local-1-1|><|cyan|><|star|><|14-5|><|empty|><|14-6|><|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-2-1|><|green|><|moon|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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-0-2|><|purple|><|moon|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-0-1|><|rose|><|moon|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|purple|><|moon|> found at <|19-17|><|local-0-2|> with height 2\nTarget Placement Location: <|blue|><|cube|> at <|10-19|><|local-0-0|> with height 23\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|10-19|><|local-0-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|19-17|>\", \"<|local-0-2|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|19-17|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-17|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-17|>\", \"<|local-0-2|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|10-19|>\", \"<|local-0-0|>\", 12, 0, 60, 90, 0]\nStep 6: [\"<|10-19|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 0]\nStep 7: [\"<|10-19|>\", \"<|local-0-0|>\", 24, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|moon|>": ["<|12-11|><|local-1-1|>", 5]}] | [{"<|green|><|container|>": ["<|11-12|><|local-0-1|>", 25]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|moon|> found at <|12-11|><|local-1-1|> with height 5
Target Placement Location: <|green|><|container|> at <|11-12|><|local-0-1|> with height 25
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|11-12|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|yellow|><|moon|> into <|green|><|container|>.
| [{"lime-star": [37, 80, 5]}, {"green-container": [44, 49, 25]}, {"violet-cylinder": [71, 46, 25]}, {"violet-cube": [93, 32, 20]}, {"teal-container": [79, 64, 14]}, {"yellow-moon": [49, 45, 5]}] | Pick up the moon and place it into the green container | [
[
49,
45,
15,
0,
60,
90,
1
],
[
49,
45,
0,
0,
60,
90,
1
],
[
49,
45,
0,
0,
60,
90,
0
],
[
49,
45,
15,
0,
60,
90,
0
],
[
44,
49,
15,
0,
60,
90,
0
],
[
44,
49,
25,
0,
60,
90,
0
],
[
44,
49,
25,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|star|>\": 5, \"<|green|><|container|>\": 25, \"<|violet|><|cylinder|>\": 25, \"<|violet|><|cube|>\": 20, \"<|teal|><|container|>\": 14, \"<|yellow|><|moon|>\": 5}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 moon and place it into the green container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-1-0|><|lime|><|star|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|local-0-1|><|green|><|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|><|local-1-1|><|yellow|><|moon|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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-3-2|><|violet|><|cylinder|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|local-3-0|><|teal|><|container|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-1-0|><|violet|><|cube|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|12-11|><|local-1-1|> with height 5\nTarget Placement Location: <|green|><|container|> at <|11-12|><|local-0-1|> with height 25\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|11-12|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|yellow|><|moon|> into <|green|><|container|>.\n\n</think>\n\nStep 1: [\"<|12-11|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|12-11|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-11|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-11|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|11-12|>\", \"<|local-0-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|11-12|>\", \"<|local-0-1|>\", 25, 0, 60, 90, 0]\nStep 7: [\"<|11-12|>\", \"<|local-0-1|>\", 25, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|star|>": ["<|3-14|><|local-3-0|>", 4]}] | [{"<|lime|><|triangular prism|>": ["<|8-19|><|local-1-1|>", 8]}] | LOCATE OBJECTS:
Target Object: <|navy|><|star|> found at <|3-14|><|local-3-0|> with height 4
Target Placement Location: <|lime|><|triangular prism|> at <|8-19|><|local-1-1|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|8-19|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"lime-triangular prism": [33, 77, 8]}, {"magenta-moon": [71, 96, 4]}, {"red-cylinder": [20, 10, 3]}, {"navy-star": [15, 56, 4]}] | Stack the star on top of the triangular prism | [
[
15,
56,
15,
0,
60,
90,
1
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[
15,
56,
0,
0,
60,
90,
1
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[
15,
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[
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[
33,
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[
33,
77,
9,
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60,
90,
0
],
[
33,
77,
9,
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1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 8, \"<|magenta|><|moon|>\": 4, \"<|red|><|cylinder|>\": 3, \"<|navy|><|star|>\": 4}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 star on top of the 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|><|local-3-0|><|navy|><|star|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|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-0-2|><|red|><|cylinder|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-1|><|lime|><|triangular prism|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|empty|><|10-12|><|empty|><|10-13|><|empty|><|10-14|><|empty|><|10-15|><|empty|><|10-16|><|empty|><|10-17|><|empty|><|10-18|><|empty|><|10-19|><|empty|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-3-0|><|magenta|><|moon|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|star|> found at <|3-14|><|local-3-0|> with height 4\nTarget Placement Location: <|lime|><|triangular prism|> at <|8-19|><|local-1-1|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|8-19|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|3-14|>\", \"<|local-3-0|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|3-14|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|3-14|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|3-14|>\", \"<|local-3-0|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|8-19|>\", \"<|local-1-1|>\", 15, 0, 60, 90, 0]\nStep 6: [\"<|8-19|>\", \"<|local-1-1|>\", 9, 0, 60, 90, 0]\nStep 7: [\"<|8-19|>\", \"<|local-1-1|>\", 9, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|rose|><|cylinder|>": ["<|1-16|><|local-1-2|>", 9]}] | [{"<|gray|><|moon|>": ["<|6-4|><|local-0-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|rose|><|cylinder|> found at <|1-16|><|local-1-2|> with height 9
Target Placement Location: <|gray|><|moon|> at <|6-4|><|local-0-1|> with height 19
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|6-4|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"yellow-moon": [62, 80, 7]}, {"cyan-cylinder": [18, 80, 25]}, {"gray-moon": [24, 17, 19]}, {"silver-cylinder": [47, 18, 7]}, {"rose-cylinder": [5, 66, 9]}, {"maroon-cube": [9, 61, 18]}] | Stack the gray moon and the rose cylinder in sequence. | [
[
5,
66,
19,
0,
60,
90,
1
],
[
5,
66,
0,
0,
60,
90,
1
],
[
5,
66,
0,
0,
60,
90,
0
],
[
5,
66,
19,
0,
60,
90,
0
],
[
24,
17,
19,
0,
60,
90,
0
],
[
24,
17,
20,
0,
60,
90,
0
],
[
24,
17,
20,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 7, \"<|cyan|><|cylinder|>\": 25, \"<|gray|><|moon|>\": 19, \"<|silver|><|cylinder|>\": 7, \"<|rose|><|cylinder|>\": 9, \"<|maroon|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the rose cylinder in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|local-1-2|><|rose|><|cylinder|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|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-1-1|><|maroon|><|cube|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|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-2-0|><|cyan|><|cylinder|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|gray|><|moon|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-3-2|><|silver|><|cylinder|><|11-5|><|empty|><|11-6|><|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|><|local-2-0|><|yellow|><|moon|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|rose|><|cylinder|> found at <|1-16|><|local-1-2|> with height 9\nTarget Placement Location: <|gray|><|moon|> at <|6-4|><|local-0-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|6-4|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|1-16|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|1-16|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-16|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-16|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|6-4|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|6-4|>\", \"<|local-0-1|>\", 20, 0, 60, 90, 0]\nStep 7: [\"<|6-4|>\", \"<|local-0-1|>\", 20, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|cylinder|>": ["<|16-10|><|local-0-2|>", 8]}] | [{"<|red|><|cylinder|>": ["<|5-2|><|local-0-1|>", 8]}] | LOCATE OBJECTS:
Target Object: <|olive|><|cylinder|> found at <|16-10|><|local-0-2|> with height 8
Target Placement Location: <|red|><|cylinder|> at <|5-2|><|local-0-1|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|5-2|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"olive-cylinder": [64, 42, 8]}, {"blue-star": [56, 87, 14]}, {"maroon-cube": [12, 33, 16]}, {"rose-moon": [34, 95, 24]}, {"maroon-triangular prism": [29, 57, 5]}, {"gray-triangular prism": [15, 90, 8]}, {"red-cylinder": [20, 9, 8]}] | Stack the olive cylinder on top of the red cylinder | [
[
64,
42,
18,
0,
60,
90,
1
],
[
64,
42,
0,
0,
60,
90,
1
],
[
64,
42,
0,
0,
60,
90,
0
],
[
64,
42,
18,
0,
60,
90,
0
],
[
20,
9,
18,
0,
60,
90,
0
],
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[
20,
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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: {\"<|olive|><|cylinder|>\": 8, \"<|blue|><|star|>\": 14, \"<|maroon|><|cube|>\": 16, \"<|rose|><|moon|>\": 24, \"<|maroon|><|triangular prism|>\": 5, \"<|gray|><|triangular prism|>\": 8, \"<|red|><|cylinder|>\": 8}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|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-0-1|><|maroon|><|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|><|local-3-2|><|gray|><|triangular prism|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|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-0-1|><|red|><|cylinder|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-1|><|maroon|><|triangular prism|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|local-2-3|><|rose|><|moon|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-0-3|><|blue|><|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|><|local-0-2|><|olive|><|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|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|cylinder|> found at <|16-10|><|local-0-2|> with height 8\nTarget Placement Location: <|red|><|cylinder|> at <|5-2|><|local-0-1|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|5-2|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|16-10|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|16-10|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-10|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-10|>\", \"<|local-0-2|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|5-2|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|5-2|>\", \"<|local-0-1|>\", 9, 0, 60, 90, 0]\nStep 7: [\"<|5-2|>\", \"<|local-0-1|>\", 9, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|star|>": ["<|12-0|><|local-3-0|>", 19]}] | [{"<|magenta|><|cube|>": ["<|9-2|><|local-2-3|>", 27]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|star|> found at <|12-0|><|local-3-0|> with height 19
Target Placement Location: <|magenta|><|cube|> at <|9-2|><|local-2-3|> with height 27
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-2|><|local-2-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"magenta-cube": [38, 11, 27]}, {"azure-cylinder": [11, 77, 1]}, {"yellow-star": [51, 0, 19]}, {"teal-star": [88, 64, 6]}, {"white-moon": [43, 10, 3]}, {"gray-star": [18, 15, 29]}] | Stack the magenta cube and the yellow star in sequence. | [
[
51,
0,
29,
0,
60,
90,
1
],
[
51,
0,
0,
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: {\"<|magenta|><|cube|>\": 27, \"<|azure|><|cylinder|>\": 1, \"<|yellow|><|star|>\": 19, \"<|teal|><|star|>\": 6, \"<|white|><|moon|>\": 3, \"<|gray|><|star|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the yellow star in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|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|><|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|><|local-2-3|><|gray|><|star|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-3|><|magenta|><|cube|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|local-3-2|><|white|><|moon|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-3-0|><|yellow|><|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|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-0-0|><|teal|><|star|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|star|> found at <|12-0|><|local-3-0|> with height 19\nTarget Placement Location: <|magenta|><|cube|> at <|9-2|><|local-2-3|> with height 27\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-2|><|local-2-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|12-0|>\", \"<|local-3-0|>\", 29, 0, 60, 90, 1]\nStep 2: [\"<|12-0|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|12-0|>\", \"<|local-3-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|12-0|>\", \"<|local-3-0|>\", 29, 0, 60, 90, 0]\nStep 5: [\"<|9-2|>\", \"<|local-2-3|>\", 29, 0, 60, 90, 0]\nStep 6: [\"<|9-2|>\", \"<|local-2-3|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|9-2|>\", \"<|local-2-3|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|magenta|><|cylinder|>": ["<|0-14|><|local-3-3|>", 27]}] | [{"<|maroon|><|moon|>": ["<|9-4|><|local-1-1|>", 28]}] | LOCATE OBJECTS:
Target Object: <|magenta|><|cylinder|> found at <|0-14|><|local-3-3|> with height 27
Target Placement Location: <|maroon|><|moon|> at <|9-4|><|local-1-1|> with height 28
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-4|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"magenta-cylinder": [3, 59, 27]}, {"azure-star": [13, 47, 28]}, {"maroon-moon": [37, 17, 28]}, {"silver-triangular prism": [35, 70, 9]}] | Stack the moon and the cylinder in sequence. | [
[
3,
59,
37,
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: {\"<|magenta|><|cylinder|>\": 27, \"<|azure|><|star|>\": 28, \"<|maroon|><|moon|>\": 28, \"<|silver|><|triangular prism|>\": 9}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 moon and the cylinder in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|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-3-3|><|magenta|><|cylinder|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|local-1-3|><|azure|><|star|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-2|><|silver|><|triangular prism|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|local-1-1|><|maroon|><|moon|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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: <|magenta|><|cylinder|> found at <|0-14|><|local-3-3|> with height 27\nTarget Placement Location: <|maroon|><|moon|> at <|9-4|><|local-1-1|> with height 28\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-4|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|0-14|>\", \"<|local-3-3|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|0-14|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-14|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-14|>\", \"<|local-3-3|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|9-4|>\", \"<|local-1-1|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|9-4|>\", \"<|local-1-1|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|9-4|>\", \"<|local-1-1|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|moon|>": ["<|17-22|><|local-0-0|>", 8]}] | [{"<|maroon|><|star|>": ["<|13-10|><|local-1-3|>", 27]}] | LOCATE OBJECTS:
Target Object: <|azure|><|moon|> found at <|17-22|><|local-0-0|> with height 8
Target Placement Location: [53, 43] with height 27. Map [53, 43] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|13-10|><|local-1-3|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|13-10|><|local-1-3|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|13-10|><|local-1-3|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"rose-cylinder": [3, 95, 25]}, {"black-cylinder": [18, 75, 25]}, {"maroon-star": [53, 43, 27]}, {"violet-star": [96, 29, 19]}, {"azure-moon": [68, 88, 8]}] | Move the azure moon to [53, 43, 27] | [
[
68,
88,
18,
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[
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53,
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0
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[
53,
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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|>\": 25, \"<|black|><|cylinder|>\": 25, \"<|maroon|><|star|>\": 27, \"<|violet|><|star|>\": 19, \"<|azure|><|moon|>\": 8}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the azure moon to [53, 43, 27]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|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-3-3|><|rose|><|cylinder|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|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-2-3|><|black|><|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|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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-1-3|><|maroon|><|star|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-0-0|><|azure|><|moon|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|local-0-1|><|violet|><|star|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|azure|><|moon|> found at <|17-22|><|local-0-0|> with height 8\nTarget Placement Location: [53, 43] with height 27. Map [53, 43] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|13-10|><|local-1-3|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|13-10|><|local-1-3|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|13-10|><|local-1-3|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|17-22|>\", \"<|local-0-0|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|17-22|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|17-22|>\", \"<|local-0-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|17-22|>\", \"<|local-0-0|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|13-10|>\", \"<|local-1-3|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|13-10|>\", \"<|local-1-3|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|13-10|>\", \"<|local-1-3|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cylinder|>": ["<|5-24|><|local-3-2|>", 27]}] | [{"<|violet|><|container|>": ["<|7-17|><|local-1-2|>", 11]}] | LOCATE OBJECTS:
Target Object: <|white|><|cylinder|> found at <|5-24|><|local-3-2|> with height 27
Target Placement Location: <|violet|><|container|> at <|7-17|><|local-1-2|> with height 11
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|7-17|><|local-1-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|white|><|cylinder|> into <|violet|><|container|>.
| [{"violet-container": [29, 70, 11]}, {"green-container": [30, 17, 12]}, {"white-cylinder": [23, 98, 27]}, {"maroon-container": [12, 84, 25]}] | Pick up the cylinder and place it into the violet container | [
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90,
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[
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[
29,
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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: {\"<|violet|><|container|>\": 11, \"<|green|><|container|>\": 12, \"<|white|><|cylinder|>\": 27, \"<|maroon|><|container|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder and place it into the violet container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|local-0-0|><|maroon|><|container|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-3-2|><|white|><|cylinder|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|local-2-1|><|green|><|container|><|7-5|><|empty|><|7-6|><|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-1-2|><|violet|><|container|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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: <|white|><|cylinder|> found at <|5-24|><|local-3-2|> with height 27\nTarget Placement Location: <|violet|><|container|> at <|7-17|><|local-1-2|> with height 11\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|7-17|><|local-1-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|white|><|cylinder|> into <|violet|><|container|>.\n\n</think>\n\nStep 1: [\"<|5-24|>\", \"<|local-3-2|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|5-24|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|5-24|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|5-24|>\", \"<|local-3-2|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|7-17|>\", \"<|local-1-2|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|7-17|>\", \"<|local-1-2|>\", 11, 0, 60, 90, 0]\nStep 7: [\"<|7-17|>\", \"<|local-1-2|>\", 11, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|triangular prism|>": ["<|19-11|><|local-3-1|>", 22]}] | [{"<|gray|><|container|>": ["<|15-17|><|local-0-0|>", 17]}] | LOCATE OBJECTS:
Target Object: <|green|><|triangular prism|> found at <|19-11|><|local-3-1|> with height 22
Target Placement Location: <|gray|><|container|> at <|15-17|><|local-0-0|> with height 17
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|15-17|><|local-0-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|green|><|triangular prism|> into <|gray|><|container|>.
| [{"white-cube": [39, 34, 6]}, {"gray-container": [60, 68, 17]}, {"green-triangular prism": [79, 45, 22]}, {"rose-container": [10, 87, 19]}, {"teal-star": [72, 79, 16]}, {"purple-container": [79, 8, 5]}] | Pick up the triangular prism and place it into the gray container | [
[
79,
45,
32,
0,
60,
90,
1
],
[
79,
45,
0,
0,
60,
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[
79,
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0,
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60,
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],
[
79,
45,
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0,
60,
90,
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],
[
60,
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32,
0,
60,
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],
[
60,
68,
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0,
60,
90,
0
],
[
60,
68,
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: {\"<|white|><|cube|>\": 6, \"<|gray|><|container|>\": 17, \"<|green|><|triangular prism|>\": 22, \"<|rose|><|container|>\": 19, \"<|teal|><|star|>\": 16, \"<|purple|><|container|>\": 5}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism 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|><|local-2-3|><|rose|><|container|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-2|><|white|><|cube|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-0-0|><|gray|><|container|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-0-3|><|teal|><|star|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|local-3-0|><|purple|><|container|><|19-3|><|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-3-1|><|green|><|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: <|green|><|triangular prism|> found at <|19-11|><|local-3-1|> with height 22\nTarget Placement Location: <|gray|><|container|> at <|15-17|><|local-0-0|> with height 17\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|15-17|><|local-0-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|green|><|triangular prism|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|19-11|>\", \"<|local-3-1|>\", 32, 0, 60, 90, 1]\nStep 2: [\"<|19-11|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-11|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-11|>\", \"<|local-3-1|>\", 32, 0, 60, 90, 0]\nStep 5: [\"<|15-17|>\", \"<|local-0-0|>\", 32, 0, 60, 90, 0]\nStep 6: [\"<|15-17|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 0]\nStep 7: [\"<|15-17|>\", \"<|local-0-0|>\", 17, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cube|>": ["<|16-5|><|local-0-2|>", 9]}] | [{"<|cyan|><|triangular prism|>": ["<|0-15|><|local-0-2|>", 8]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cube|> found at <|16-5|><|local-0-2|> with height 9
Target Placement Location: <|cyan|><|triangular prism|> at <|0-15|><|local-0-2|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|0-15|><|local-0-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"cyan-triangular prism": [0, 62, 8]}, {"silver-cube": [10, 0, 7]}, {"gray-star": [45, 4, 16]}, {"red-cube": [29, 91, 1]}, {"rose-cylinder": [19, 25, 30]}, {"azure-cube": [64, 22, 9]}] | Stack the azure cube on top of the cyan triangular prism | [
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1
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64,
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[
64,
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[
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[
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9,
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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|><|triangular prism|>\": 8, \"<|silver|><|cube|>\": 7, \"<|gray|><|star|>\": 16, \"<|red|><|cube|>\": 1, \"<|rose|><|cylinder|>\": 30, \"<|azure|><|cube|>\": 9}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the azure cube 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|><|local-0-2|><|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|><|local-2-0|><|silver|><|cube|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|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-3-1|><|rose|><|cylinder|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-1-3|><|red|><|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|><|local-1-0|><|gray|><|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|><|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-0-2|><|azure|><|cube|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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 <|16-5|><|local-0-2|> with height 9\nTarget Placement Location: <|cyan|><|triangular prism|> at <|0-15|><|local-0-2|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|0-15|><|local-0-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|16-5|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|16-5|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|16-5|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|16-5|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|0-15|>\", \"<|local-0-2|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|0-15|>\", \"<|local-0-2|>\", 9, 0, 60, 90, 0]\nStep 7: [\"<|0-15|>\", \"<|local-0-2|>\", 9, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|moon|>": ["<|21-1|><|local-1-1|>", 18]}] | [{"<|purple|><|star|>": ["<|8-13|><|local-1-0|>", 9]}] | LOCATE OBJECTS:
Target Object: <|red|><|moon|> found at <|21-1|><|local-1-1|> with height 18
Target Placement Location: <|purple|><|star|> at <|8-13|><|local-1-0|> with height 9
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|8-13|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"purple-cylinder": [52, 36, 7]}, {"gray-cube": [49, 1, 1]}, {"gray-moon": [37, 43, 8]}, {"purple-star": [33, 52, 9]}, {"red-moon": [85, 5, 18]}] | Stack the purple star and the red moon in sequence. | [
[
85,
5,
28,
0,
60,
90,
1
],
[
85,
5,
0,
0,
60,
90,
1
],
[
85,
5,
0,
0,
60,
90,
0
],
[
85,
5,
28,
0,
60,
90,
0
],
[
33,
52,
28,
0,
60,
90,
0
],
[
33,
52,
10,
0,
60,
90,
0
],
[
33,
52,
10,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 7, \"<|gray|><|cube|>\": 1, \"<|gray|><|moon|>\": 8, \"<|purple|><|star|>\": 9, \"<|red|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 and the red moon in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-0|><|purple|><|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|><|local-1-3|><|gray|><|moon|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-1-1|><|gray|><|cube|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|local-0-0|><|purple|><|cylinder|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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|><|local-1-1|><|red|><|moon|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|21-1|><|local-1-1|> with height 18\nTarget Placement Location: <|purple|><|star|> at <|8-13|><|local-1-0|> with height 9\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|8-13|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|21-1|>\", \"<|local-1-1|>\", 28, 0, 60, 90, 1]\nStep 2: [\"<|21-1|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-1|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-1|>\", \"<|local-1-1|>\", 28, 0, 60, 90, 0]\nStep 5: [\"<|8-13|>\", \"<|local-1-0|>\", 28, 0, 60, 90, 0]\nStep 6: [\"<|8-13|>\", \"<|local-1-0|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|8-13|>\", \"<|local-1-0|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|red|><|cylinder|>": ["<|9-0|><|local-0-1|>", 6]}] | [{"<|purple|><|triangular prism|>": ["<|5-8|><|local-2-1|>", 5]}] | LOCATE OBJECTS:
Target Object: <|red|><|cylinder|> found at <|9-0|><|local-0-1|> with height 6
Target Placement Location: <|purple|><|triangular prism|> at <|5-8|><|local-2-1|> with height 5
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|5-8|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"red-cylinder": [36, 1, 6]}, {"maroon-star": [27, 53, 3]}, {"red-container": [82, 10, 23]}, {"yellow-cube": [9, 64, 3]}, {"red-moon": [29, 31, 15]}, {"purple-triangular prism": [22, 33, 5]}] | Stack the triangular prism and the cylinder in sequence. | [
[
36,
1,
16,
0,
60,
90,
1
],
[
36,
1,
0,
0,
60,
90,
1
],
[
36,
1,
0,
0,
60,
90,
0
],
[
36,
1,
16,
0,
60,
90,
0
],
[
22,
33,
16,
0,
60,
90,
0
],
[
22,
33,
6,
0,
60,
90,
0
],
[
22,
33,
6,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 6, \"<|maroon|><|star|>\": 3, \"<|red|><|container|>\": 23, \"<|yellow|><|cube|>\": 3, \"<|red|><|moon|>\": 15, \"<|purple|><|triangular prism|>\": 5}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 triangular prism and the cylinder in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|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-1-0|><|yellow|><|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|><|local-2-1|><|purple|><|triangular prism|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|local-3-1|><|maroon|><|star|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\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-1-3|><|red|><|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|><|local-0-1|><|red|><|cylinder|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-2-2|><|red|><|container|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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 <|9-0|><|local-0-1|> with height 6\nTarget Placement Location: <|purple|><|triangular prism|> at <|5-8|><|local-2-1|> with height 5\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|5-8|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|9-0|>\", \"<|local-0-1|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|9-0|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|9-0|>\", \"<|local-0-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|9-0|>\", \"<|local-0-1|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|5-8|>\", \"<|local-2-1|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|5-8|>\", \"<|local-2-1|>\", 6, 0, 60, 90, 0]\nStep 7: [\"<|5-8|>\", \"<|local-2-1|>\", 6, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|moon|>": ["<|2-2|><|local-1-3|>", 7]}] | [{"<|navy|><|cube|>": ["<|17-21|><|local-1-0|>", 18]}] | LOCATE OBJECTS:
Target Object: <|gray|><|moon|> found at <|2-2|><|local-1-3|> with height 7
Target Placement Location: <|navy|><|cube|> at <|17-21|><|local-1-0|> with height 18
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|17-21|><|local-1-0|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"blue-cylinder": [37, 21, 16]}, {"gray-moon": [9, 11, 7]}, {"navy-cube": [69, 84, 18]}, {"violet-triangular prism": [61, 33, 29]}, {"red-star": [66, 90, 13]}] | Stack the cube and the moon in sequence. | [
[
9,
11,
17,
0,
60,
90,
1
],
[
9,
11,
0,
0,
60,
90,
1
],
[
9,
11,
0,
0,
60,
90,
0
],
[
9,
11,
17,
0,
60,
90,
0
],
[
69,
84,
17,
0,
60,
90,
0
],
[
69,
84,
19,
0,
60,
90,
0
],
[
69,
84,
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: {\"<|blue|><|cylinder|>\": 16, \"<|gray|><|moon|>\": 7, \"<|navy|><|cube|>\": 18, \"<|violet|><|triangular prism|>\": 29, \"<|red|><|star|>\": 13}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and the moon in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|local-1-3|><|gray|><|moon|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-1|><|blue|><|cylinder|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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|><|local-1-1|><|violet|><|triangular prism|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|local-2-2|><|red|><|star|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|local-1-0|><|navy|><|cube|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|moon|> found at <|2-2|><|local-1-3|> with height 7\nTarget Placement Location: <|navy|><|cube|> at <|17-21|><|local-1-0|> with height 18\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|17-21|><|local-1-0|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|2-2|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 1]\nStep 2: [\"<|2-2|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|2-2|>\", \"<|local-1-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|2-2|>\", \"<|local-1-3|>\", 17, 0, 60, 90, 0]\nStep 5: [\"<|17-21|>\", \"<|local-1-0|>\", 17, 0, 60, 90, 0]\nStep 6: [\"<|17-21|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|17-21|>\", \"<|local-1-0|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|triangular prism|>": ["<|4-12|><|local-3-2|>", 8]}] | [{"<|olive|><|container|>": ["<|10-1|><|local-3-3|>", 29]}] | LOCATE OBJECTS:
Target Object: <|black|><|triangular prism|> found at <|4-12|><|local-3-2|> with height 8
Target Placement Location: <|olive|><|container|> at <|10-1|><|local-3-3|> with height 29
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|10-1|><|local-3-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|black|><|triangular prism|> into <|olive|><|container|>.
| [{"green-container": [66, 7, 8]}, {"olive-container": [43, 7, 29]}, {"teal-cylinder": [12, 23, 16]}, {"white-cube": [74, 8, 19]}, {"black-triangular prism": [19, 50, 8]}, {"blue-container": [86, 90, 30]}, {"blue-triangular prism": [73, 57, 25]}] | Pick up the black triangular prism and place it into the olive container | [
[
19,
50,
18,
0,
60,
90,
1
],
[
19,
50,
0,
0,
60,
90,
1
],
[
19,
50,
0,
0,
60,
90,
0
],
[
19,
50,
18,
0,
60,
90,
0
],
[
43,
7,
18,
0,
60,
90,
0
],
[
43,
7,
29,
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: {\"<|green|><|container|>\": 8, \"<|olive|><|container|>\": 29, \"<|teal|><|cylinder|>\": 16, \"<|white|><|cube|>\": 19, \"<|black|><|triangular prism|>\": 8, \"<|blue|><|container|>\": 30, \"<|blue|><|triangular prism|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the black triangular prism and place it into the olive container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|local-0-3|><|teal|><|cylinder|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|local-3-2|><|black|><|triangular prism|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-3-3|><|olive|><|container|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-2-3|><|green|><|container|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-2-0|><|white|><|cube|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|local-1-1|><|blue|><|triangular prism|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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|><|local-2-2|><|blue|><|container|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|4-12|><|local-3-2|> with height 8\nTarget Placement Location: <|olive|><|container|> at <|10-1|><|local-3-3|> with height 29\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|10-1|><|local-3-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|black|><|triangular prism|> into <|olive|><|container|>.\n\n</think>\n\nStep 1: [\"<|4-12|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|4-12|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-12|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-12|>\", \"<|local-3-2|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|10-1|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|10-1|>\", \"<|local-3-3|>\", 29, 0, 60, 90, 0]\nStep 7: [\"<|10-1|>\", \"<|local-3-3|>\", 29, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|blue|><|triangular prism|>": ["<|10-1|><|local-1-2|>", 20]}] | [{"<|white|><|container|>": ["<|15-11|><|local-3-1|>", 8]}] | LOCATE OBJECTS:
Target Object: <|blue|><|triangular prism|> found at <|10-1|><|local-1-2|> with height 20
Target Placement Location: <|white|><|container|> at <|15-11|><|local-3-1|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|15-11|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|blue|><|triangular prism|> into <|white|><|container|>.
| [{"purple-container": [88, 15, 8]}, {"blue-triangular prism": [41, 6, 20]}, {"silver-star": [75, 83, 23]}, {"white-container": [63, 45, 8]}, {"blue-moon": [93, 42, 25]}] | Pick up the blue triangular prism and place it into the white container | [
[
41,
6,
30,
0,
60,
90,
1
],
[
41,
6,
0,
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: {\"<|purple|><|container|>\": 8, \"<|blue|><|triangular prism|>\": 20, \"<|silver|><|star|>\": 23, \"<|white|><|container|>\": 8, \"<|blue|><|moon|>\": 25}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 white container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|empty|><|9-14|><|empty|><|9-15|><|empty|><|9-16|><|empty|><|9-17|><|empty|><|9-18|><|empty|><|9-19|><|empty|><|9-20|><|empty|><|9-21|><|empty|><|9-22|><|empty|><|9-23|><|empty|><|9-24|><|empty|>\n<|10-0|><|empty|><|10-1|><|local-1-2|><|blue|><|triangular prism|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|empty|><|10-9|><|empty|><|10-10|><|empty|><|10-11|><|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-3-1|><|white|><|container|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-3-3|><|silver|><|star|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|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-0-3|><|purple|><|container|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|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-1-2|><|blue|><|moon|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|10-1|><|local-1-2|> with height 20\nTarget Placement Location: <|white|><|container|> at <|15-11|><|local-3-1|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|15-11|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|blue|><|triangular prism|> into <|white|><|container|>.\n\n</think>\n\nStep 1: [\"<|10-1|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 1]\nStep 2: [\"<|10-1|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|10-1|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|10-1|>\", \"<|local-1-2|>\", 30, 0, 60, 90, 0]\nStep 5: [\"<|15-11|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 6: [\"<|15-11|>\", \"<|local-3-1|>\", 8, 0, 60, 90, 0]\nStep 7: [\"<|15-11|>\", \"<|local-3-1|>\", 8, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|triangular prism|>": ["<|21-22|><|local-3-3|>", 28]}] | [{"<|navy|><|cylinder|>": ["<|12-24|><|local-0-1|>", 18]}] | LOCATE OBJECTS:
Target Object: <|green|><|triangular prism|> found at <|21-22|><|local-3-3|> with height 28
Target Placement Location: <|navy|><|cylinder|> at <|12-24|><|local-0-1|> with height 18
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|12-24|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"green-triangular prism": [87, 91, 28]}, {"red-moon": [56, 12, 22]}, {"navy-cylinder": [48, 97, 18]}, {"green-cube": [59, 23, 4]}, {"violet-star": [42, 90, 15]}] | Stack the cylinder and the triangular prism in sequence. | [
[
87,
91,
38,
0,
60,
90,
1
],
[
87,
91,
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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: {\"<|green|><|triangular prism|>\": 28, \"<|red|><|moon|>\": 22, \"<|navy|><|cylinder|>\": 18, \"<|green|><|cube|>\": 4, \"<|violet|><|star|>\": 15}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cylinder and the triangular prism in sequence.\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-2|><|violet|><|star|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|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|><|local-0-1|><|navy|><|cylinder|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|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-0-0|><|red|><|moon|><|14-4|><|empty|><|14-5|><|local-3-3|><|green|><|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|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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|><|local-3-3|><|green|><|triangular prism|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|21-22|><|local-3-3|> with height 28\nTarget Placement Location: <|navy|><|cylinder|> at <|12-24|><|local-0-1|> with height 18\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|12-24|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|21-22|>\", \"<|local-3-3|>\", 38, 0, 60, 90, 1]\nStep 2: [\"<|21-22|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-22|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-22|>\", \"<|local-3-3|>\", 38, 0, 60, 90, 0]\nStep 5: [\"<|12-24|>\", \"<|local-0-1|>\", 38, 0, 60, 90, 0]\nStep 6: [\"<|12-24|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|12-24|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|white|><|cube|>": ["<|1-4|><|local-0-3|>", 12]}] | [{"<|lime|><|container|>": ["<|7-9|><|local-2-1|>", 1]}] | LOCATE OBJECTS:
Target Object: <|white|><|cube|> found at <|1-4|><|local-0-3|> with height 12
Target Placement Location: <|lime|><|container|> at <|7-9|><|local-2-1|> with height 1
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|7-9|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|white|><|cube|> into <|lime|><|container|>.
| [{"green-triangular prism": [64, 6, 11]}, {"green-container": [72, 43, 2]}, {"white-cube": [4, 19, 12]}, {"magenta-container": [42, 78, 3]}, {"lime-container": [30, 37, 1]}] | Pick up the white cube and place it into the lime container | [
[
4,
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: {\"<|green|><|triangular prism|>\": 11, \"<|green|><|container|>\": 2, \"<|white|><|cube|>\": 12, \"<|magenta|><|container|>\": 3, \"<|lime|><|container|>\": 1}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Pick up the white cube and place it into the lime container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|local-0-3|><|white|><|cube|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-1|><|lime|><|container|><|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-2-2|><|magenta|><|container|><|10-20|><|empty|><|10-21|><|empty|><|10-22|><|empty|><|10-23|><|empty|><|10-24|><|empty|>\n<|11-0|><|empty|><|11-1|><|empty|><|11-2|><|empty|><|11-3|><|empty|><|11-4|><|empty|><|11-5|><|empty|><|11-6|><|empty|><|11-7|><|empty|><|11-8|><|empty|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|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-0-2|><|green|><|triangular prism|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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|><|local-0-3|><|green|><|container|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|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 <|1-4|><|local-0-3|> with height 12\nTarget Placement Location: <|lime|><|container|> at <|7-9|><|local-2-1|> with height 1\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|7-9|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|white|><|cube|> into <|lime|><|container|>.\n\n</think>\n\nStep 1: [\"<|1-4|>\", \"<|local-0-3|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|1-4|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-4|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-4|>\", \"<|local-0-3|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|7-9|>\", \"<|local-2-1|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|7-9|>\", \"<|local-2-1|>\", 1, 0, 60, 90, 0]\nStep 7: [\"<|7-9|>\", \"<|local-2-1|>\", 1, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|azure|><|cube|>": ["<|11-8|><|local-1-2|>", 12]}] | [{"<|violet|><|cylinder|>": ["<|4-17|><|local-1-1|>", 21]}] | LOCATE OBJECTS:
Target Object: <|azure|><|cube|> found at <|11-8|><|local-1-2|> with height 12
Target Placement Location: <|violet|><|cylinder|> at <|4-17|><|local-1-1|> with height 21
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|4-17|><|local-1-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"lime-cube": [78, 2, 2]}, {"azure-cube": [45, 34, 12]}, {"olive-cylinder": [34, 18, 25]}, {"violet-cylinder": [17, 69, 21]}, {"navy-cylinder": [29, 46, 29]}, {"green-triangular prism": [26, 73, 15]}, {"white-cylinder": [86, 45, 24]}] | Stack the azure cube on top of the violet cylinder | [
[
45,
34,
22,
0,
60,
90,
1
],
[
45,
34,
0,
0,
60,
90,
1
],
[
45,
34,
0,
0,
60,
90,
0
],
[
45,
34,
22,
0,
60,
90,
0
],
[
17,
69,
22,
0,
60,
90,
0
],
[
17,
69,
22,
0,
60,
90,
0
],
[
17,
69,
22,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 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|><|cube|>\": 2, \"<|azure|><|cube|>\": 12, \"<|olive|><|cylinder|>\": 25, \"<|violet|><|cylinder|>\": 21, \"<|navy|><|cylinder|>\": 29, \"<|green|><|triangular prism|>\": 15, \"<|white|><|cylinder|>\": 24}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Stack the azure cube on top of the violet 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|><|local-1-1|><|violet|><|cylinder|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-2-1|><|green|><|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|><|local-1-2|><|navy|><|cylinder|><|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-2-2|><|olive|><|cylinder|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-1-2|><|azure|><|cube|><|11-9|><|empty|><|11-10|><|empty|><|11-11|><|empty|><|11-12|><|empty|><|11-13|><|empty|><|11-14|><|empty|><|11-15|><|empty|><|11-16|><|empty|><|11-17|><|empty|><|11-18|><|empty|><|11-19|><|empty|><|11-20|><|empty|><|11-21|><|empty|><|11-22|><|empty|><|11-23|><|empty|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|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-2-2|><|lime|><|cube|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|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-2-1|><|white|><|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|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural 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 <|11-8|><|local-1-2|> with height 12\nTarget Placement Location: <|violet|><|cylinder|> at <|4-17|><|local-1-1|> with height 21\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|4-17|><|local-1-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|11-8|>\", \"<|local-1-2|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|11-8|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|11-8|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|11-8|>\", \"<|local-1-2|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|4-17|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|4-17|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 0]\nStep 7: [\"<|4-17|>\", \"<|local-1-1|>\", 22, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|olive|><|moon|>": ["<|0-5|><|local-2-1|>", 2]}] | [{"<|gray|><|container|>": ["<|16-22|><|local-2-2|>", 10]}] | LOCATE OBJECTS:
Target Object: <|olive|><|moon|> found at <|0-5|><|local-2-1|> with height 2
Target Placement Location: <|gray|><|container|> at <|16-22|><|local-2-2|> with height 10
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|16-22|><|local-2-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|olive|><|moon|> into <|gray|><|container|>.
| [{"teal-cube": [32, 43, 9]}, {"green-cube": [80, 80, 17]}, {"black-triangular prism": [87, 30, 18]}, {"purple-star": [26, 96, 21]}, {"gray-container": [66, 90, 10]}, {"lime-container": [29, 37, 15]}, {"olive-moon": [2, 21, 2]}] | Pick up the olive moon and place it into the gray container | [
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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|>\": 9, \"<|green|><|cube|>\": 17, \"<|black|><|triangular prism|>\": 18, \"<|purple|><|star|>\": 21, \"<|gray|><|container|>\": 10, \"<|lime|><|container|>\": 15, \"<|olive|><|moon|>\": 2}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 gray container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|local-2-1|><|olive|><|moon|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-2-0|><|purple|><|star|>\n<|7-0|><|empty|><|7-1|><|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-1-1|><|lime|><|container|><|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-0-3|><|teal|><|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|><|local-2-2|><|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|><|local-0-0|><|green|><|cube|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|local-3-2|><|black|><|triangular prism|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|olive|><|moon|> found at <|0-5|><|local-2-1|> with height 2\nTarget Placement Location: <|gray|><|container|> at <|16-22|><|local-2-2|> with height 10\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|16-22|><|local-2-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|olive|><|moon|> into <|gray|><|container|>.\n\n</think>\n\nStep 1: [\"<|0-5|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|0-5|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|0-5|>\", \"<|local-2-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|0-5|>\", \"<|local-2-1|>\", 15, 0, 60, 90, 0]\nStep 5: [\"<|16-22|>\", \"<|local-2-2|>\", 13, 0, 60, 90, 0]\nStep 6: [\"<|16-22|>\", \"<|local-2-2|>\", 10, 0, 60, 90, 0]\nStep 7: [\"<|16-22|>\", \"<|local-2-2|>\", 10, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|silver|><|cube|>": ["<|1-14|><|local-1-1|>", 27]}] | [{"<|olive|><|container|>": ["<|22-5|><|local-3-2|>", 3]}] | LOCATE OBJECTS:
Target Object: <|silver|><|cube|> found at <|1-14|><|local-1-1|> with height 27
Target Placement Location: <|olive|><|container|> at <|22-5|><|local-3-2|> with height 3
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|22-5|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|silver|><|cube|> into <|olive|><|container|>.
| [{"white-triangular prism": [45, 50, 30]}, {"silver-cube": [5, 57, 27]}, {"olive-container": [91, 22, 3]}, {"green-cylinder": [52, 9, 17]}, {"cyan-moon": [62, 60, 25]}, {"gray-container": [51, 82, 18]}] | Pick up the cube and place it into the olive container | [
[
5,
57,
37,
0,
60,
90,
1
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5,
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[
5,
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[
5,
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[
91,
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[
91,
22,
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60,
90,
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[
91,
22,
3,
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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|>\": 30, \"<|silver|><|cube|>\": 27, \"<|olive|><|container|>\": 3, \"<|green|><|cylinder|>\": 17, \"<|cyan|><|moon|>\": 25, \"<|gray|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and place it into the olive container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|local-1-1|><|silver|><|cube|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-1-2|><|white|><|triangular prism|><|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|><|local-3-2|><|gray|><|container|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|local-0-1|><|green|><|cylinder|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|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-2-0|><|cyan|><|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|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|local-3-2|><|olive|><|container|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|silver|><|cube|> found at <|1-14|><|local-1-1|> with height 27\nTarget Placement Location: <|olive|><|container|> at <|22-5|><|local-3-2|> with height 3\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|22-5|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|silver|><|cube|> into <|olive|><|container|>.\n\n</think>\n\nStep 1: [\"<|1-14|>\", \"<|local-1-1|>\", 37, 0, 60, 90, 1]\nStep 2: [\"<|1-14|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|1-14|>\", \"<|local-1-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|1-14|>\", \"<|local-1-1|>\", 37, 0, 60, 90, 0]\nStep 5: [\"<|22-5|>\", \"<|local-3-2|>\", 37, 0, 60, 90, 0]\nStep 6: [\"<|22-5|>\", \"<|local-3-2|>\", 3, 0, 60, 90, 0]\nStep 7: [\"<|22-5|>\", \"<|local-3-2|>\", 3, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|star|>": ["<|14-23|><|local-0-2|>", 12]}] | [{"<|red|><|cylinder|>": ["<|17-1|><|local-2-1|>", 27]}] | LOCATE OBJECTS:
Target Object: <|black|><|star|> found at <|14-23|><|local-0-2|> with height 12
Target Placement Location: [70, 5] with height 27. Map [70, 5] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|17-1|><|local-2-1|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|17-1|><|local-2-1|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|17-1|><|local-2-1|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"gray-cylinder": [18, 88, 30]}, {"red-cylinder": [70, 5, 27]}, {"black-star": [56, 94, 12]}, {"maroon-star": [16, 29, 21]}, {"gray-cube": [79, 51, 1]}] | Move the black star to [70, 5, 27] | [
[
56,
94,
22,
0,
60,
90,
1
],
[
56,
94,
0,
0,
60,
90,
1
],
[
56,
94,
0,
0,
60,
90,
0
],
[
56,
94,
22,
0,
60,
90,
0
],
[
70,
5,
22,
0,
60,
90,
0
],
[
70,
5,
27,
0,
60,
90,
0
],
[
70,
5,
27,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|>\": 30, \"<|red|><|cylinder|>\": 27, \"<|black|><|star|>\": 12, \"<|maroon|><|star|>\": 21, \"<|gray|><|cube|>\": 1}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the black star to [70, 5, 27]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\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|><|maroon|><|star|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|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-2-0|><|gray|><|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|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-0-2|><|black|><|star|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|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-2-1|><|red|><|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|><|local-3-3|><|gray|><|cube|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|star|> found at <|14-23|><|local-0-2|> with height 12\nTarget Placement Location: [70, 5] with height 27. Map [70, 5] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|17-1|><|local-2-1|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|17-1|><|local-2-1|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|17-1|><|local-2-1|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|14-23|>\", \"<|local-0-2|>\", 22, 0, 60, 90, 1]\nStep 2: [\"<|14-23|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|14-23|>\", \"<|local-0-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|14-23|>\", \"<|local-0-2|>\", 22, 0, 60, 90, 0]\nStep 5: [\"<|17-1|>\", \"<|local-2-1|>\", 22, 0, 60, 90, 0]\nStep 6: [\"<|17-1|>\", \"<|local-2-1|>\", 27, 0, 60, 90, 0]\nStep 7: [\"<|17-1|>\", \"<|local-2-1|>\", 27, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|navy|><|cylinder|>": ["<|7-17|><|local-1-2|>", 29]}] | [{"<|green|><|cube|>": ["<|9-13|><|local-3-3|>", 18]}] | LOCATE OBJECTS:
Target Object: <|navy|><|cylinder|> found at <|7-17|><|local-1-2|> with height 29
Target Placement Location: [39, 55] with height 18. Map [39, 55] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|9-13|><|local-3-3|>.
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|9-13|><|local-3-3|> at the same height as stage 4.
Step 6: Move on top of target location at target_pos: <|9-13|><|local-3-3|> with height target_height.
Step 7: Open gripper to finish the task.
| [{"azure-triangular prism": [11, 74, 16]}, {"green-cube": [39, 55, 18]}, {"gray-triangular prism": [41, 0, 7]}, {"maroon-moon": [43, 32, 10]}, {"maroon-star": [42, 43, 23]}, {"navy-cylinder": [29, 70, 29]}] | Move the navy cylinder to [39, 55, 18] | [
[
29,
70,
39,
0,
60,
90,
1
],
[
29,
70,
0,
0,
60,
90,
1
],
[
29,
70,
0,
0,
60,
90,
0
],
[
29,
70,
39,
0,
60,
90,
0
],
[
39,
55,
39,
0,
60,
90,
0
],
[
39,
55,
18,
0,
60,
90,
0
],
[
39,
55,
18,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is to generate precise action sequences to accomplish object manipulation tasks.\n\n## INPUT ENVIRONMENT:\n- The workspace is a table surface represented as a 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|>\": 16, \"<|green|><|cube|>\": 18, \"<|gray|><|triangular prism|>\": 7, \"<|maroon|><|moon|>\": 10, \"<|maroon|><|star|>\": 23, \"<|navy|><|cylinder|>\": 29}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented as discrete\nEuler Angles.\n- The allowed range of Roll, Pitch, and Yaw is [0, 120] and each unit represents 3 degrees.\n\nTASK: Move the navy cylinder to [39, 55, 18]\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|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|><|azure|><|triangular prism|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|empty|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|local-1-2|><|navy|><|cylinder|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|empty|><|8-13|><|empty|><|8-14|><|empty|><|8-15|><|empty|><|8-16|><|empty|><|8-17|><|empty|><|8-18|><|empty|><|8-19|><|empty|><|8-20|><|empty|><|8-21|><|empty|><|8-22|><|empty|><|8-23|><|empty|><|8-24|><|empty|>\n<|9-0|><|empty|><|9-1|><|empty|><|9-2|><|empty|><|9-3|><|empty|><|9-4|><|empty|><|9-5|><|empty|><|9-6|><|empty|><|9-7|><|empty|><|9-8|><|empty|><|9-9|><|empty|><|9-10|><|empty|><|9-11|><|empty|><|9-12|><|empty|><|9-13|><|local-3-3|><|green|><|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|><|local-1-0|><|gray|><|triangular prism|><|10-1|><|empty|><|10-2|><|empty|><|10-3|><|empty|><|10-4|><|empty|><|10-5|><|empty|><|10-6|><|empty|><|10-7|><|empty|><|10-8|><|local-3-0|><|maroon|><|moon|><|10-9|><|empty|><|10-10|><|local-2-3|><|maroon|><|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|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|navy|><|cylinder|> found at <|7-17|><|local-1-2|> with height 29\nTarget Placement Location: [39, 55] with height 18. Map [39, 55] (100x100) to a 25x25 grid, then a 4x4 subgrid. Result: <|9-13|><|local-3-3|>.\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|9-13|><|local-3-3|> at the same height as stage 4.\nStep 6: Move on top of target location at target_pos: <|9-13|><|local-3-3|> with height target_height.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|7-17|>\", \"<|local-1-2|>\", 39, 0, 60, 90, 1]\nStep 2: [\"<|7-17|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|7-17|>\", \"<|local-1-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|7-17|>\", \"<|local-1-2|>\", 39, 0, 60, 90, 0]\nStep 5: [\"<|9-13|>\", \"<|local-3-3|>\", 39, 0, 60, 90, 0]\nStep 6: [\"<|9-13|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 0]\nStep 7: [\"<|9-13|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|teal|><|cube|>": ["<|7-7|><|local-3-2|>", 9]}] | [{"<|cyan|><|container|>": ["<|23-2|><|local-3-1|>", 21]}] | LOCATE OBJECTS:
Target Object: <|teal|><|cube|> found at <|7-7|><|local-3-2|> with height 9
Target Placement Location: <|cyan|><|container|> at <|23-2|><|local-3-1|> with height 21
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|23-2|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|teal|><|cube|> into <|cyan|><|container|>.
| [{"cyan-container": [95, 9, 21]}, {"teal-container": [27, 52, 26]}, {"azure-container": [31, 8, 27]}, {"white-triangular prism": [88, 89, 26]}, {"teal-cube": [31, 30, 9]}] | Pick up the teal cube and place it into the cyan container | [
[
31,
30,
19,
0,
60,
90,
1
],
[
31,
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: {\"<|cyan|><|container|>\": 21, \"<|teal|><|container|>\": 26, \"<|azure|><|container|>\": 27, \"<|white|><|triangular prism|>\": 26, \"<|teal|><|cube|>\": 9}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cyan container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|empty|><|5-13|><|empty|><|5-14|><|empty|><|5-15|><|empty|><|5-16|><|empty|><|5-17|><|empty|><|5-18|><|empty|><|5-19|><|empty|><|5-20|><|empty|><|5-21|><|empty|><|5-22|><|empty|><|5-23|><|empty|><|5-24|><|empty|>\n<|6-0|><|empty|><|6-1|><|empty|><|6-2|><|empty|><|6-3|><|empty|><|6-4|><|empty|><|6-5|><|empty|><|6-6|><|empty|><|6-7|><|empty|><|6-8|><|empty|><|6-9|><|empty|><|6-10|><|empty|><|6-11|><|empty|><|6-12|><|empty|><|6-13|><|local-3-0|><|teal|><|container|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|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-3-0|><|azure|><|container|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|empty|><|7-7|><|local-3-2|><|teal|><|cube|><|7-8|><|empty|><|7-9|><|empty|><|7-10|><|empty|><|7-11|><|empty|><|7-12|><|empty|><|7-13|><|empty|><|7-14|><|empty|><|7-15|><|empty|><|7-16|><|empty|><|7-17|><|empty|><|7-18|><|empty|><|7-19|><|empty|><|7-20|><|empty|><|7-21|><|empty|><|7-22|><|empty|><|7-23|><|empty|><|7-24|><|empty|>\n<|8-0|><|empty|><|8-1|><|empty|><|8-2|><|empty|><|8-3|><|empty|><|8-4|><|empty|><|8-5|><|empty|><|8-6|><|empty|><|8-7|><|empty|><|8-8|><|empty|><|8-9|><|empty|><|8-10|><|empty|><|8-11|><|empty|><|8-12|><|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|><|local-0-1|><|white|><|triangular prism|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|local-3-1|><|cyan|><|container|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|teal|><|cube|> found at <|7-7|><|local-3-2|> with height 9\nTarget Placement Location: <|cyan|><|container|> at <|23-2|><|local-3-1|> with height 21\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|23-2|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|teal|><|cube|> into <|cyan|><|container|>.\n\n</think>\n\nStep 1: [\"<|7-7|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|7-7|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|7-7|>\", \"<|local-3-2|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|7-7|>\", \"<|local-3-2|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|23-2|>\", \"<|local-3-1|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|23-2|>\", \"<|local-3-1|>\", 21, 0, 60, 90, 0]\nStep 7: [\"<|23-2|>\", \"<|local-3-1|>\", 21, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|yellow|><|cylinder|>": ["<|19-10|><|local-3-1|>", 6]}] | [{"<|cyan|><|cube|>": ["<|2-9|><|local-3-2|>", 27]}] | LOCATE OBJECTS:
Target Object: <|yellow|><|cylinder|> found at <|19-10|><|local-3-1|> with height 6
Target Placement Location: <|cyan|><|cube|> at <|2-9|><|local-3-2|> with height 27
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|2-9|><|local-3-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.
Step 7: Open gripper to finish the task.
| [{"black-cylinder": [12, 19, 1]}, {"cyan-cube": [11, 38, 27]}, {"violet-cylinder": [79, 86, 15]}, {"yellow-cylinder": [79, 41, 6]}, {"magenta-star": [25, 44, 7]}] | Stack the yellow cylinder on top of the cyan cube | [
[
79,
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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|>\": 1, \"<|cyan|><|cube|>\": 27, \"<|violet|><|cylinder|>\": 15, \"<|yellow|><|cylinder|>\": 6, \"<|magenta|><|star|>\": 7}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-3-2|><|cyan|><|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|><|local-0-3|><|black|><|cylinder|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-1-0|><|magenta|><|star|><|6-12|><|empty|><|6-13|><|empty|><|6-14|><|empty|><|6-15|><|empty|><|6-16|><|empty|><|6-17|><|empty|><|6-18|><|empty|><|6-19|><|empty|><|6-20|><|empty|><|6-21|><|empty|><|6-22|><|empty|><|6-23|><|empty|><|6-24|><|empty|>\n<|7-0|><|empty|><|7-1|><|empty|><|7-2|><|empty|><|7-3|><|empty|><|7-4|><|empty|><|7-5|><|empty|><|7-6|><|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|><|local-3-1|><|yellow|><|cylinder|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|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-3-2|><|violet|><|cylinder|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|yellow|><|cylinder|> found at <|19-10|><|local-3-1|> with height 6\nTarget Placement Location: <|cyan|><|cube|> at <|2-9|><|local-3-2|> with height 27\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|2-9|><|local-3-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height + 1 to avoid collision.\nStep 7: Open gripper to finish the task.\n\n</think>\n\nStep 1: [\"<|19-10|>\", \"<|local-3-1|>\", 16, 0, 60, 90, 1]\nStep 2: [\"<|19-10|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|19-10|>\", \"<|local-3-1|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|19-10|>\", \"<|local-3-1|>\", 16, 0, 60, 90, 0]\nStep 5: [\"<|2-9|>\", \"<|local-3-2|>\", 16, 0, 60, 90, 0]\nStep 6: [\"<|2-9|>\", \"<|local-3-2|>\", 28, 0, 60, 90, 0]\nStep 7: [\"<|2-9|>\", \"<|local-3-2|>\", 28, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|green|><|cube|>": ["<|7-17|><|local-0-3|>", 2]}] | [{"<|yellow|><|container|>": ["<|2-17|><|local-1-3|>", 8]}] | LOCATE OBJECTS:
Target Object: <|green|><|cube|> found at <|7-17|><|local-0-3|> with height 2
Target Placement Location: <|yellow|><|container|> at <|2-17|><|local-1-3|> with height 8
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|2-17|><|local-1-3|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|green|><|cube|> into <|yellow|><|container|>.
| [{"silver-container": [47, 95, 2]}, {"red-container": [1, 87, 9]}, {"yellow-container": [9, 71, 8]}, {"green-cube": [28, 71, 2]}] | Pick up the cube and place it into the yellow container | [
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[
9,
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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|><|container|>\": 2, \"<|red|><|container|>\": 9, \"<|yellow|><|container|>\": 8, \"<|green|><|cube|>\": 2}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 cube and place it into the yellow container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|local-1-3|><|red|><|container|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|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-1-3|><|yellow|><|container|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|green|><|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|><|local-3-3|><|silver|><|container|><|11-24|><|empty|>\n<|12-0|><|empty|><|12-1|><|empty|><|12-2|><|empty|><|12-3|><|empty|><|12-4|><|empty|><|12-5|><|empty|><|12-6|><|empty|><|12-7|><|empty|><|12-8|><|empty|><|12-9|><|empty|><|12-10|><|empty|><|12-11|><|empty|><|12-12|><|empty|><|12-13|><|empty|><|12-14|><|empty|><|12-15|><|empty|><|12-16|><|empty|><|12-17|><|empty|><|12-18|><|empty|><|12-19|><|empty|><|12-20|><|empty|><|12-21|><|empty|><|12-22|><|empty|><|12-23|><|empty|><|12-24|><|empty|>\n<|13-0|><|empty|><|13-1|><|empty|><|13-2|><|empty|><|13-3|><|empty|><|13-4|><|empty|><|13-5|><|empty|><|13-6|><|empty|><|13-7|><|empty|><|13-8|><|empty|><|13-9|><|empty|><|13-10|><|empty|><|13-11|><|empty|><|13-12|><|empty|><|13-13|><|empty|><|13-14|><|empty|><|13-15|><|empty|><|13-16|><|empty|><|13-17|><|empty|><|13-18|><|empty|><|13-19|><|empty|><|13-20|><|empty|><|13-21|><|empty|><|13-22|><|empty|><|13-23|><|empty|><|13-24|><|empty|>\n<|14-0|><|empty|><|14-1|><|empty|><|14-2|><|empty|><|14-3|><|empty|><|14-4|><|empty|><|14-5|><|empty|><|14-6|><|empty|><|14-7|><|empty|><|14-8|><|empty|><|14-9|><|empty|><|14-10|><|empty|><|14-11|><|empty|><|14-12|><|empty|><|14-13|><|empty|><|14-14|><|empty|><|14-15|><|empty|><|14-16|><|empty|><|14-17|><|empty|><|14-18|><|empty|><|14-19|><|empty|><|14-20|><|empty|><|14-21|><|empty|><|14-22|><|empty|><|14-23|><|empty|><|14-24|><|empty|>\n<|15-0|><|empty|><|15-1|><|empty|><|15-2|><|empty|><|15-3|><|empty|><|15-4|><|empty|><|15-5|><|empty|><|15-6|><|empty|><|15-7|><|empty|><|15-8|><|empty|><|15-9|><|empty|><|15-10|><|empty|><|15-11|><|empty|><|15-12|><|empty|><|15-13|><|empty|><|15-14|><|empty|><|15-15|><|empty|><|15-16|><|empty|><|15-17|><|empty|><|15-18|><|empty|><|15-19|><|empty|><|15-20|><|empty|><|15-21|><|empty|><|15-22|><|empty|><|15-23|><|empty|><|15-24|><|empty|>\n<|16-0|><|empty|><|16-1|><|empty|><|16-2|><|empty|><|16-3|><|empty|><|16-4|><|empty|><|16-5|><|empty|><|16-6|><|empty|><|16-7|><|empty|><|16-8|><|empty|><|16-9|><|empty|><|16-10|><|empty|><|16-11|><|empty|><|16-12|><|empty|><|16-13|><|empty|><|16-14|><|empty|><|16-15|><|empty|><|16-16|><|empty|><|16-17|><|empty|><|16-18|><|empty|><|16-19|><|empty|><|16-20|><|empty|><|16-21|><|empty|><|16-22|><|empty|><|16-23|><|empty|><|16-24|><|empty|>\n<|17-0|><|empty|><|17-1|><|empty|><|17-2|><|empty|><|17-3|><|empty|><|17-4|><|empty|><|17-5|><|empty|><|17-6|><|empty|><|17-7|><|empty|><|17-8|><|empty|><|17-9|><|empty|><|17-10|><|empty|><|17-11|><|empty|><|17-12|><|empty|><|17-13|><|empty|><|17-14|><|empty|><|17-15|><|empty|><|17-16|><|empty|><|17-17|><|empty|><|17-18|><|empty|><|17-19|><|empty|><|17-20|><|empty|><|17-21|><|empty|><|17-22|><|empty|><|17-23|><|empty|><|17-24|><|empty|>\n<|18-0|><|empty|><|18-1|><|empty|><|18-2|><|empty|><|18-3|><|empty|><|18-4|><|empty|><|18-5|><|empty|><|18-6|><|empty|><|18-7|><|empty|><|18-8|><|empty|><|18-9|><|empty|><|18-10|><|empty|><|18-11|><|empty|><|18-12|><|empty|><|18-13|><|empty|><|18-14|><|empty|><|18-15|><|empty|><|18-16|><|empty|><|18-17|><|empty|><|18-18|><|empty|><|18-19|><|empty|><|18-20|><|empty|><|18-21|><|empty|><|18-22|><|empty|><|18-23|><|empty|><|18-24|><|empty|>\n<|19-0|><|empty|><|19-1|><|empty|><|19-2|><|empty|><|19-3|><|empty|><|19-4|><|empty|><|19-5|><|empty|><|19-6|><|empty|><|19-7|><|empty|><|19-8|><|empty|><|19-9|><|empty|><|19-10|><|empty|><|19-11|><|empty|><|19-12|><|empty|><|19-13|><|empty|><|19-14|><|empty|><|19-15|><|empty|><|19-16|><|empty|><|19-17|><|empty|><|19-18|><|empty|><|19-19|><|empty|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|empty|><|20-11|><|empty|><|20-12|><|empty|><|20-13|><|empty|><|20-14|><|empty|><|20-15|><|empty|><|20-16|><|empty|><|20-17|><|empty|><|20-18|><|empty|><|20-19|><|empty|><|20-20|><|empty|><|20-21|><|empty|><|20-22|><|empty|><|20-23|><|empty|><|20-24|><|empty|>\n<|21-0|><|empty|><|21-1|><|empty|><|21-2|><|empty|><|21-3|><|empty|><|21-4|><|empty|><|21-5|><|empty|><|21-6|><|empty|><|21-7|><|empty|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|green|><|cube|> found at <|7-17|><|local-0-3|> with height 2\nTarget Placement Location: <|yellow|><|container|> at <|2-17|><|local-1-3|> with height 8\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|2-17|><|local-1-3|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|green|><|cube|> into <|yellow|><|container|>.\n\n</think>\n\nStep 1: [\"<|7-17|>\", \"<|local-0-3|>\", 15, 0, 60, 90, 1]\nStep 2: [\"<|7-17|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|7-17|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|7-17|>\", \"<|local-0-3|>\", 14, 0, 60, 90, 0]\nStep 5: [\"<|2-17|>\", \"<|local-1-3|>\", 13, 0, 60, 90, 0]\nStep 6: [\"<|2-17|>\", \"<|local-1-3|>\", 8, 0, 60, 90, 0]\nStep 7: [\"<|2-17|>\", \"<|local-1-3|>\", 8, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|star|>": ["<|21-7|><|local-3-3|>", 8]}] | [{"<|white|><|container|>": ["<|11-13|><|local-0-1|>", 19]}] | LOCATE OBJECTS:
Target Object: <|black|><|star|> found at <|21-7|><|local-3-3|> with height 8
Target Placement Location: <|white|><|container|> at <|11-13|><|local-0-1|> with height 19
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|11-13|><|local-0-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|black|><|star|> into <|white|><|container|>.
| [{"magenta-container": [1, 2, 21]}, {"white-container": [44, 53, 19]}, {"black-star": [87, 31, 8]}, {"blue-moon": [14, 4, 17]}] | Pick up the star and place it into the white container | [
[
87,
31,
18,
0,
60,
90,
1
],
[
87,
31,
0,
0,
60,
90,
1
],
[
87,
31,
0,
0,
60,
90,
0
],
[
87,
31,
18,
0,
60,
90,
0
],
[
44,
53,
18,
0,
60,
90,
0
],
[
44,
53,
19,
0,
60,
90,
0
],
[
44,
53,
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: {\"<|magenta|><|container|>\": 21, \"<|white|><|container|>\": 19, \"<|black|><|star|>\": 8, \"<|blue|><|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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 star and place it into the white container\n<desk>\n<|0-0|><|local-1-2|><|magenta|><|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|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|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-2-0|><|blue|><|moon|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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-0-1|><|white|><|container|><|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|><|local-3-3|><|black|><|star|><|21-8|><|empty|><|21-9|><|empty|><|21-10|><|empty|><|21-11|><|empty|><|21-12|><|empty|><|21-13|><|empty|><|21-14|><|empty|><|21-15|><|empty|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|star|> found at <|21-7|><|local-3-3|> with height 8\nTarget Placement Location: <|white|><|container|> at <|11-13|><|local-0-1|> with height 19\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|11-13|><|local-0-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|black|><|star|> into <|white|><|container|>.\n\n</think>\n\nStep 1: [\"<|21-7|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 1]\nStep 2: [\"<|21-7|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|21-7|>\", \"<|local-3-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|21-7|>\", \"<|local-3-3|>\", 18, 0, 60, 90, 0]\nStep 5: [\"<|11-13|>\", \"<|local-0-1|>\", 18, 0, 60, 90, 0]\nStep 6: [\"<|11-13|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 0]\nStep 7: [\"<|11-13|>\", \"<|local-0-1|>\", 19, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|black|><|star|>": ["<|4-13|><|local-2-0|>", 9]}] | [{"<|yellow|><|container|>": ["<|24-3|><|local-1-2|>", 7]}] | LOCATE OBJECTS:
Target Object: <|black|><|star|> found at <|4-13|><|local-2-0|> with height 9
Target Placement Location: <|yellow|><|container|> at <|24-3|><|local-1-2|> with height 7
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|24-3|><|local-1-2|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|black|><|star|> into <|yellow|><|container|>.
| [{"teal-container": [85, 60, 25]}, {"blue-moon": [77, 77, 4]}, {"black-star": [18, 52, 9]}, {"yellow-container": [97, 14, 7]}] | Pick up the star and place it into the yellow container | [
[
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19,
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60,
90,
1
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[
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],
[
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7,
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0
],
[
97,
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7,
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|><|container|>\": 25, \"<|blue|><|moon|>\": 4, \"<|black|><|star|>\": 9, \"<|yellow|><|container|>\": 7}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 star and place it into the yellow container\n<desk>\n<|0-0|><|empty|><|0-1|><|empty|><|0-2|><|empty|><|0-3|><|empty|><|0-4|><|empty|><|0-5|><|empty|><|0-6|><|empty|><|0-7|><|empty|><|0-8|><|empty|><|0-9|><|empty|><|0-10|><|empty|><|0-11|><|empty|><|0-12|><|empty|><|0-13|><|empty|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|local-2-0|><|black|><|star|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-1-1|><|blue|><|moon|><|19-20|><|empty|><|19-21|><|empty|><|19-22|><|empty|><|19-23|><|empty|><|19-24|><|empty|>\n<|20-0|><|empty|><|20-1|><|empty|><|20-2|><|empty|><|20-3|><|empty|><|20-4|><|empty|><|20-5|><|empty|><|20-6|><|empty|><|20-7|><|empty|><|20-8|><|empty|><|20-9|><|empty|><|20-10|><|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-1-0|><|teal|><|container|><|21-16|><|empty|><|21-17|><|empty|><|21-18|><|empty|><|21-19|><|empty|><|21-20|><|empty|><|21-21|><|empty|><|21-22|><|empty|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|empty|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|local-1-2|><|yellow|><|container|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|black|><|star|> found at <|4-13|><|local-2-0|> with height 9\nTarget Placement Location: <|yellow|><|container|> at <|24-3|><|local-1-2|> with height 7\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|24-3|><|local-1-2|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|black|><|star|> into <|yellow|><|container|>.\n\n</think>\n\nStep 1: [\"<|4-13|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 1]\nStep 2: [\"<|4-13|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|4-13|>\", \"<|local-2-0|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|4-13|>\", \"<|local-2-0|>\", 19, 0, 60, 90, 0]\nStep 5: [\"<|24-3|>\", \"<|local-1-2|>\", 19, 0, 60, 90, 0]\nStep 6: [\"<|24-3|>\", \"<|local-1-2|>\", 7, 0, 60, 90, 0]\nStep 7: [\"<|24-3|>\", \"<|local-1-2|>\", 7, 0, 60, 90, 1]",
"role": "assistant"
}
] |
[{"<|gray|><|cylinder|>": ["<|14-5|><|local-0-3|>", 22]}] | [{"<|azure|><|container|>": ["<|22-17|><|local-3-1|>", 30]}] | LOCATE OBJECTS:
Target Object: <|gray|><|cylinder|> found at <|14-5|><|local-0-3|> with height 22
Target Placement Location: <|azure|><|container|> at <|22-17|><|local-3-1|> with height 30
PLAN ACTIONS:
Step 1: Move above source_object at source_pos with > source height.
Step 2: Position the gripper at the base of the source_object on the table surface.
Step 3: Close gripper at the same position to pick up source_object.
Step 4: Lift source_object at source_pos to height > target height.
Step 5: Move to target_object location at target_pos: <|22-17|><|local-3-1|> at the same height as stage 4.
Step 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.
Step 7: Open gripper to drop the <|gray|><|cylinder|> into <|azure|><|container|>.
| [{"green-container": [86, 91, 5]}, {"gray-cylinder": [56, 23, 22]}, {"azure-container": [91, 69, 30]}, {"red-container": [3, 52, 24]}] | Pick up the cylinder and place it into the azure container | [
[
56,
23,
32,
0,
60,
90,
1
],
[
56,
23,
0,
0,
60,
90,
1
],
[
56,
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0,
0,
60,
90,
0
],
[
56,
23,
32,
0,
60,
90,
0
],
[
91,
69,
32,
0,
60,
90,
0
],
[
91,
69,
30,
0,
60,
90,
0
],
[
91,
69,
30,
0,
60,
90,
1
]
] | [
{
"content": "You are a spatial reasoning assistant for a Franka Panda robot with a parallel gripper. Your task is 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|><|container|>\": 5, \"<|gray|><|cylinder|>\": 22, \"<|azure|><|container|>\": 30, \"<|red|><|container|>\": 24}\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 from Gripper Tip to Table surface.\n- Gripper state is 0 for close and 1 for open.\n- The allowed range of Z is [0, 100].\n- Roll, Pitch, and Yaw are the 3D discrete orientations of the gripper in the environment, represented 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 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|><|local-3-0|><|red|><|container|><|0-14|><|empty|><|0-15|><|empty|><|0-16|><|empty|><|0-17|><|empty|><|0-18|><|empty|><|0-19|><|empty|><|0-20|><|empty|><|0-21|><|empty|><|0-22|><|empty|><|0-23|><|empty|><|0-24|><|empty|>\n<|1-0|><|empty|><|1-1|><|empty|><|1-2|><|empty|><|1-3|><|empty|><|1-4|><|empty|><|1-5|><|empty|><|1-6|><|empty|><|1-7|><|empty|><|1-8|><|empty|><|1-9|><|empty|><|1-10|><|empty|><|1-11|><|empty|><|1-12|><|empty|><|1-13|><|empty|><|1-14|><|empty|><|1-15|><|empty|><|1-16|><|empty|><|1-17|><|empty|><|1-18|><|empty|><|1-19|><|empty|><|1-20|><|empty|><|1-21|><|empty|><|1-22|><|empty|><|1-23|><|empty|><|1-24|><|empty|>\n<|2-0|><|empty|><|2-1|><|empty|><|2-2|><|empty|><|2-3|><|empty|><|2-4|><|empty|><|2-5|><|empty|><|2-6|><|empty|><|2-7|><|empty|><|2-8|><|empty|><|2-9|><|empty|><|2-10|><|empty|><|2-11|><|empty|><|2-12|><|empty|><|2-13|><|empty|><|2-14|><|empty|><|2-15|><|empty|><|2-16|><|empty|><|2-17|><|empty|><|2-18|><|empty|><|2-19|><|empty|><|2-20|><|empty|><|2-21|><|empty|><|2-22|><|empty|><|2-23|><|empty|><|2-24|><|empty|>\n<|3-0|><|empty|><|3-1|><|empty|><|3-2|><|empty|><|3-3|><|empty|><|3-4|><|empty|><|3-5|><|empty|><|3-6|><|empty|><|3-7|><|empty|><|3-8|><|empty|><|3-9|><|empty|><|3-10|><|empty|><|3-11|><|empty|><|3-12|><|empty|><|3-13|><|empty|><|3-14|><|empty|><|3-15|><|empty|><|3-16|><|empty|><|3-17|><|empty|><|3-18|><|empty|><|3-19|><|empty|><|3-20|><|empty|><|3-21|><|empty|><|3-22|><|empty|><|3-23|><|empty|><|3-24|><|empty|>\n<|4-0|><|empty|><|4-1|><|empty|><|4-2|><|empty|><|4-3|><|empty|><|4-4|><|empty|><|4-5|><|empty|><|4-6|><|empty|><|4-7|><|empty|><|4-8|><|empty|><|4-9|><|empty|><|4-10|><|empty|><|4-11|><|empty|><|4-12|><|empty|><|4-13|><|empty|><|4-14|><|empty|><|4-15|><|empty|><|4-16|><|empty|><|4-17|><|empty|><|4-18|><|empty|><|4-19|><|empty|><|4-20|><|empty|><|4-21|><|empty|><|4-22|><|empty|><|4-23|><|empty|><|4-24|><|empty|>\n<|5-0|><|empty|><|5-1|><|empty|><|5-2|><|empty|><|5-3|><|empty|><|5-4|><|empty|><|5-5|><|empty|><|5-6|><|empty|><|5-7|><|empty|><|5-8|><|empty|><|5-9|><|empty|><|5-10|><|empty|><|5-11|><|empty|><|5-12|><|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|><|local-0-3|><|gray|><|cylinder|><|14-6|><|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|><|local-2-3|><|green|><|container|><|21-23|><|empty|><|21-24|><|empty|>\n<|22-0|><|empty|><|22-1|><|empty|><|22-2|><|empty|><|22-3|><|empty|><|22-4|><|empty|><|22-5|><|empty|><|22-6|><|empty|><|22-7|><|empty|><|22-8|><|empty|><|22-9|><|empty|><|22-10|><|empty|><|22-11|><|empty|><|22-12|><|empty|><|22-13|><|empty|><|22-14|><|empty|><|22-15|><|empty|><|22-16|><|empty|><|22-17|><|local-3-1|><|azure|><|container|><|22-18|><|empty|><|22-19|><|empty|><|22-20|><|empty|><|22-21|><|empty|><|22-22|><|empty|><|22-23|><|empty|><|22-24|><|empty|>\n<|23-0|><|empty|><|23-1|><|empty|><|23-2|><|empty|><|23-3|><|empty|><|23-4|><|empty|><|23-5|><|empty|><|23-6|><|empty|><|23-7|><|empty|><|23-8|><|empty|><|23-9|><|empty|><|23-10|><|empty|><|23-11|><|empty|><|23-12|><|empty|><|23-13|><|empty|><|23-14|><|empty|><|23-15|><|empty|><|23-16|><|empty|><|23-17|><|empty|><|23-18|><|empty|><|23-19|><|empty|><|23-20|><|empty|><|23-21|><|empty|><|23-22|><|empty|><|23-23|><|empty|><|23-24|><|empty|>\n<|24-0|><|empty|><|24-1|><|empty|><|24-2|><|empty|><|24-3|><|empty|><|24-4|><|empty|><|24-5|><|empty|><|24-6|><|empty|><|24-7|><|empty|><|24-8|><|empty|><|24-9|><|empty|><|24-10|><|empty|><|24-11|><|empty|><|24-12|><|empty|><|24-13|><|empty|><|24-14|><|empty|><|24-15|><|empty|><|24-16|><|empty|><|24-17|><|empty|><|24-18|><|empty|><|24-19|><|empty|><|24-20|><|empty|><|24-21|><|empty|><|24-22|><|empty|><|24-23|><|empty|><|24-24|><|empty|>\n</desk>\n\nThink step by step about the spatial relationships and analyze the desk map to locate objects, then plan your actions step by step:\n1. Identify the target object's position on the desk map.\n2. Create a plan using natural language instructions that reference object tokens.\nThen output ONLY the action sequence in the required format.",
"role": "user"
},
{
"content": "<think>\nLOCATE OBJECTS:\nTarget Object: <|gray|><|cylinder|> found at <|14-5|><|local-0-3|> with height 22\nTarget Placement Location: <|azure|><|container|> at <|22-17|><|local-3-1|> with height 30\nPLAN ACTIONS:\nStep 1: Move above source_object at source_pos with > source height.\nStep 2: Position the gripper at the base of the source_object on the table surface.\nStep 3: Close gripper at the same position to pick up source_object.\nStep 4: Lift source_object at source_pos to height > target height.\nStep 5: Move to target_object location at target_pos: <|22-17|><|local-3-1|> at the same height as stage 4.\nStep 6: Move on top of target_object location at target_pos with height target_height cause the container is empty.\nStep 7: Open gripper to drop the <|gray|><|cylinder|> into <|azure|><|container|>.\n\n</think>\n\nStep 1: [\"<|14-5|>\", \"<|local-0-3|>\", 32, 0, 60, 90, 1]\nStep 2: [\"<|14-5|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 1]\nStep 3: [\"<|14-5|>\", \"<|local-0-3|>\", 0, 0, 60, 90, 0]\nStep 4: [\"<|14-5|>\", \"<|local-0-3|>\", 32, 0, 60, 90, 0]\nStep 5: [\"<|22-17|>\", \"<|local-3-1|>\", 32, 0, 60, 90, 0]\nStep 6: [\"<|22-17|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 0]\nStep 7: [\"<|22-17|>\", \"<|local-3-1|>\", 30, 0, 60, 90, 1]",
"role": "assistant"
}
] |
Subsets and Splits